{
 "site": "https://aiolum.com",
 "generated": "2026-10-28",
 "license": "https://creativecommons.org/licenses/by-nc/4.0/",
 "note": "USES links a story (s) to a tool (t) with the grade of the evidence that the business uses the tool: A the tool's maker or a payment processor confirms it, B an independent report or the tool is visible in public code, C the founder or the company says so. In tools, url is the tool's official website, page is its page on Aiolum, and about is a description written from the maker's own pages on the date readOn.",
 "tools": [
  {
   "slug": "openai-api",
   "name": "OpenAI API",
   "job": "models",
   "definition": "A paid web service from OpenAI: a program sends text, images, or audio to OpenAI's AI models and receives the generated answer, billed by the amount processed.",
   "url": "https://openai.com/api/",
   "price": "Pay per use: from US$0.10 per million input tokens and US$0.50 per million output tokens for gpt-6-luna; gpt-6.1-sol costs US$2.00 and US$10.00",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "The OpenAI API is OpenAI's developer platform: a web service through which a program uses OpenAI's large language models (neural networks trained on large amounts of text to read and generate text, code and other content). The current family is GPT-6: four models at different prices, each able to read 1.05 million tokens in one request.",
    "A program sends its input to the Responses API and gets back generated text, structured output or a request to call a tool. Built-in tools let a model search the web, search uploaded files and call remote MCP servers (a standard way to connect a model to outside tools and data); the Agents SDK builds multi-step agents on top. Other parts of the platform generate images, handle speech and realtime voice, compute embeddings (lists of numbers that represent the meaning of a text) and fine-tune models.",
    "The API is a hosted, paid service. Use is billed per token (a piece of a word), with separate prices for input and output for each model; older models such as GPT-4o mini stay on the price list."
   ],
   "maker": "OpenAI",
   "links": {
    "docs": "https://developers.openai.com/api/docs",
    "pricing": "https://developers.openai.com/api/docs/pricing",
    "github": "https://github.com/openai"
   },
   "aka": [
    "/GPT-?\\d(?:\\.\\d+)?[a-z]*(?:-[a-z]+)?/",
    "DALL-E",
    "DALL·E",
    "GPT",
    "GPT-4"
   ],
   "page": "https://aiolum.com/tool/openai-api/"
  },
  {
   "slug": "google-gemini-api",
   "name": "Google Gemini API",
   "job": "models",
   "definition": "An API for Google's Gemini AI models: a program sends text, images, audio or video and receives generated output, billed per token (a piece of a word).",
   "url": "https://ai.google.dev/",
   "price": "Pay per use: US$0.75 per million input tokens and US$3.75 per million output tokens for Gemini 3.8 Flash until December 31, 2026, then US$1.50 and US$7.50",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "The Gemini API is Google's developer interface to the Gemini models from Google DeepMind. These are multimodal large language models: neural networks that read text, images, audio, video and documents and generate text. The newest model is Gemini 4 Argon. Developers get an API key and test prompts in Google AI Studio, a web tool for trying the models.",
    "A program calls the API with Google's GenAI SDK, for example in Python, JavaScript or Java. Core features include thinking (the model reasons before it answers), structured outputs, function calling, long context, and built-in tools such as Google Search, Google Maps, code execution, URL context and file search. The Live API streams voice and video. The same API also serves other Google models: Nano Banana for images, Veo and Gemini Omni for video, Lyria for music, and text-to-speech. A Batch API and context caching are offered for large or repeated requests.",
    "The API is a hosted service. A free tier with limits comes first; paid use is prepaid or billed afterwards per token (a piece of a word), with separate input and output prices for each model."
   ],
   "maker": "Google (models by Google DeepMind)",
   "links": {
    "docs": "https://ai.google.dev/gemini-api/docs",
    "pricing": "https://ai.google.dev/gemini-api/docs/pricing",
    "github": "https://github.com/google-gemini/cookbook"
   },
   "aka": [
    "Gemini",
    "Google AI"
   ],
   "page": "https://aiolum.com/tool/google-gemini-api/"
  },
  {
   "slug": "anthropic-api",
   "name": "Anthropic API",
   "job": "models",
   "definition": "An API for Anthropic's Claude AI models: a program sends text, images or documents and receives generated text, billed per token (a piece of a word).",
   "url": "https://claude.com/platform/api",
   "price": "Pay per use: US$2 per million input tokens and US$10 per million output tokens for Claude Sonnet 5.5",
   "readOn": "2026-10-28",
   "freeTier": "free trial only",
   "about": [
    "The Anthropic API, part of the Claude Platform from Anthropic PBC, gives programs access to the Claude models: large language models (neural networks trained on large amounts of text) for language, reasoning, analysis and coding. The current models are Fable 5.1, Opus 5.5, Sonnet 5.5 and Haiku 5.5, from the most capable to the fastest and cheapest. All of them take text and images as input and return text.",
    "A program sends a conversation to the Messages API and receives Claude's reply. With tool use, Claude can call functions that the developer defines; server tools add web search, web fetch and code execution. Structured outputs make a reply follow a given JSON schema. Prompt caching stores a repeated start of a prompt, and later reads of it cost much less than new input; batch processing costs 50% less. Claude Managed Agents is a ready-made agent harness that runs long tasks on Anthropic's infrastructure. The models are also offered through Amazon Bedrock, Google Cloud and Microsoft Foundry.",
    "The API is a hosted, paid service billed per token (a piece of a word), with separate input and output prices for each model."
   ],
   "maker": "Anthropic PBC",
   "links": {
    "docs": "https://platform.claude.com/docs/en/intro",
    "pricing": "https://claude.com/pricing#api"
   },
   "aka": [
    "Claude"
   ],
   "page": "https://aiolum.com/tool/anthropic-api/"
  },
  {
   "slug": "fal",
   "name": "fal",
   "job": "models",
   "definition": "An inference platform: it runs image, video and audio AI models from many makers on its own GPUs, and a business calls them through one API and pays per output.",
   "url": "https://fal.ai/",
   "price": "Pay per use: US$0.08 per image for Nano Banana 2; US$0.05 per second of video for MiniMax H3 Max",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "fal is a generative media inference platform made by the company Features and Labels. Inference means running a trained AI model to produce an output; generative media models produce images, video, audio, speech and 3D objects from a text prompt or an input image.",
    "fal hosts more than 1,000 models from many labs, such as Black Forest Labs, Google, OpenAI and ByteDance, behind one API (an interface that a program calls over the internet). A developer picks a model, gets an API key and sends a request, for example a prompt, with the Python or JavaScript client or with plain HTTP; the result comes back with a link to the generated file. Calls can be synchronous or go through a queue, and some models stream results in real time. Teams can also deploy their own models on fal Serverless, GPUs that scale with traffic, or rent dedicated GPU machines (fal Compute) for training.",
    "fal is a hosted service with usage-based pricing: Model APIs are billed per output, such as per image or per second of video, and GPUs per hour."
   ],
   "maker": "Features and Labels (fal)",
   "links": {
    "docs": "https://fal.ai/docs/documentation",
    "pricing": "https://fal.ai/pricing",
    "github": "https://github.com/fal-ai"
   },
   "aka": [
    "FAL",
    "fal.ai"
   ],
   "page": "https://aiolum.com/tool/fal/"
  },
  {
   "slug": "elevenlabs",
   "name": "ElevenLabs",
   "job": "models",
   "definition": "An AI voice service: it turns text into spoken audio that sounds like a person, copies a voice from a sample, and dubs recordings into other languages.",
   "url": "https://elevenlabs.io/",
   "price": "From US$6 a month for the Starter plan with 30,000 credits a month (US$5 a month when billed yearly)",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "ElevenLabs is an AI voice company; its products are built on its own audio research. Its main product is text-to-speech (TTS), the conversion of written text into spoken audio; it also offers speech-to-text, voice cloning, dubbing into other languages, music and sound effects.",
    "Each voice has an ID that a program passes in an API request. The voice library holds more than 10,000 voices, and a user can clone a voice from an audio recording or design one from a text description. Models differ in quality, speed and language coverage: Eleven v4 gives the most expressive speech in more than 90 languages, and the fastest models have a model inference latency of about 75 to 100 milliseconds. ElevenLabs is used in four ways: ElevenCreative, a web editor for voiceovers, dubs and music; ElevenAgents, for voice agents that talk with callers; ElevenAPI, a REST interface with Python and TypeScript SDKs; and Reception.ai, a phone receptionist.",
    "Plans are monthly subscriptions with credits; text-to-speech costs one credit per character. A free plan includes 10,000 credits a month, and API users can instead prepay a balance that is drawn down with use."
   ],
   "maker": "ElevenLabs",
   "links": {
    "docs": "https://elevenlabs.io/docs/overview/intro",
    "pricing": "https://elevenlabs.io/pricing",
    "github": "https://github.com/elevenlabs"
   },
   "page": "https://aiolum.com/tool/elevenlabs/"
  },
  {
   "slug": "openrouter",
   "name": "OpenRouter",
   "job": "models",
   "definition": "An API gateway for AI models: a program sends every request to one address with one key, and OpenRouter forwards it to the chosen model at any of many providers.",
   "url": "https://openrouter.ai/",
   "price": "Pay per use: each model at its provider's list price, plus a 5.5% fee when you buy credits (Standard plan)",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited (25+ free models, 50 requests a day)",
   "about": [
    "OpenRouter is an API gateway for AI models, made by OpenRouter, Inc. It is one interface through which a program reaches more than 500 models, for example from Google, OpenAI and Anthropic, served by more than 80 providers. The models produce text, images, video and audio.",
    "A developer creates an account, buys credits and creates an API key. The program then sends each request to OpenRouter's single API, which is compatible with the OpenAI API format, and names the model it wants; OpenRouter forwards the request to a provider that serves that model and returns the answer. When one provider goes down, the request falls back to another provider. Data policies make sure that prompts go only to the models and providers an organization trusts. The same account gives activity logs, budgets and spending controls, and a chat page for trying models by hand.",
    "OpenRouter has no subscription. Each request costs the provider's list price, deducted from prepaid credits; OpenRouter charges its fee when the credits are bought. A free plan allows limited use of more than 25 free models."
   ],
   "maker": "OpenRouter, Inc.",
   "links": {
    "docs": "https://openrouter.ai/docs/quickstart",
    "pricing": "https://openrouter.ai/pricing",
    "github": "https://github.com/OpenRouterTeam"
   },
   "page": "https://aiolum.com/tool/openrouter/"
  },
  {
   "slug": "xai-api",
   "name": "SpaceXSI API (formerly xAI API)",
   "job": "models",
   "definition": "An API for the Grok AI models: a business's program sends a prompt over HTTP and receives generated text, images, video or speech in the reply.",
   "url": "https://x.ai/api",
   "price": "Pay per use: US$2.00 per million input tokens and US$6.00 per million output tokens for Grok 4.7",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "The SpaceXSI API is the developer API for the Grok AI models. It is sold by SpaceX Super Intelligence LLC on the x.ai website, and its address, SDK and key names still use \"xai\". An API (application programming interface) here means that a program sends a request over HTTP and receives the model's output in the reply.",
    "A developer signs up at console.x.ai, creates an API key and sends requests to https://api.x.ai/v1, with the official xai_sdk, the AI SDK, the OpenAI SDK or plain curl. The flagship model, grok-4.7, handles code, reasoning and agentic tool calling, with a context window of 500,000 tokens (a token is a short piece of text, often part of a word). The documentation also covers image understanding, structured outputs, function calling, live web and X search, and search over uploaded files. The Imagine API generates and edits images and video, and the Voice API does speech-to-speech, text-to-speech and speech-to-text. A Playground in the Console tests models without code.",
    "Use is billed per token, image, second or minute, from prepaid credits or, for enterprises, by invoice."
   ],
   "maker": "SpaceX Super Intelligence LLC (SpaceXSI, x.ai)",
   "links": {
    "docs": "https://docs.x.ai",
    "pricing": "https://docs.x.ai/developers/pricing"
   },
   "aka": [
    "xAI API"
   ],
   "page": "https://aiolum.com/tool/xai-api/"
  },
  {
   "slug": "replicate",
   "name": "Replicate",
   "job": "models",
   "definition": "A hosting service for machine learning models: a business sends a request to its API, the model runs on Replicate's GPUs, and the business pays only for that run.",
   "url": "https://replicate.com/",
   "price": "Pay per use: for example US$0.04 for each image made with FLUX 1.1 Pro, or US$0.000225 for each second on an Nvidia T4 GPU",
   "readOn": "2026-10-13",
   "freeTier": "no monthly fee",
   "about": [
    "Replicate is a cloud service that runs machine learning models through an API, an interface that another program calls over the internet. Its catalog holds thousands of open-source models contributed by the community, plus hosted proprietary models, for images, video, speech, music and text.",
    "A program sends the model name and the inputs, such as a text prompt, in one call from the Python or Node.js client or over HTTP, and receives the output. The model runs on Replicate's GPUs. Models can also be fine-tuned, which means trained further on new data: a training job takes a zip file of images and produces a new model that can generate a particular person, object or style. Teams can deploy their own models with Cog, Replicate's open-source tool for packaging machine learning models; Cog generates an API server, and Replicate scales the model up and down with demand.",
    "Replicate is a pay-per-use service. Most models are billed by the seconds they run, at a price that depends on the GPU type; some are billed per output, such as per image or per token."
   ],
   "maker": "Replicate",
   "links": {
    "docs": "https://replicate.com/docs",
    "pricing": "https://replicate.com/pricing",
    "github": "https://github.com/replicate"
   },
   "page": "https://aiolum.com/tool/replicate/"
  },
  {
   "slug": "stable-diffusion",
   "name": "Stable Diffusion",
   "job": "models",
   "definition": "A family of AI image models from Stability AI: each creates a picture from a text prompt, and a business can run it on its own computers.",
   "url": "https://stability.ai/stable-image",
   "price": "Free to download and run for a business with less than US$1 million in yearly revenue; above that, an Enterprise license at a custom price",
   "readOn": "2026-10-13",
   "freeTier": "yes, under US$1M revenue",
   "about": [
    "Stable Diffusion is a family of text-to-image models: each takes a written prompt and generates a picture. The first version came from the CompVis research group in collaboration with Stability AI and Runway; Stability AI Ltd now develops and licenses the family.",
    "It is a latent diffusion model. A diffusion model starts from random noise and removes the noise step by step until an image that fits the prompt remains; a latent model does this on a compressed version of the image, which needs less computing. Stable Diffusion v1 has an 860-million-parameter UNet and a CLIP text encoder, was trained on 512x512 images from the LAION-5B data set, and runs on a GPU with at least 10 GB of memory. Because the weights are public, a business can run the model on its own servers and fine-tune it on its own photos. Later versions are Stable Diffusion XL and Stable Diffusion 3.5 in Large, Turbo and Medium sizes.",
    "Stability AI offers the models for self-hosting, free under its Community License for organizations with less than US$1 million in yearly revenue, and through a paid API."
   ],
   "maker": "Stability AI Ltd (first version with CompVis and Runway)",
   "links": {
    "github": "https://github.com/CompVis/stable-diffusion"
   },
   "page": "https://aiolum.com/tool/stable-diffusion/"
  },
  {
   "slug": "flux",
   "name": "FLUX (Black Forest Labs)",
   "job": "models",
   "definition": "A family of AI models that make or edit images and video from a text description, used through an API or downloaded and run on your own servers.",
   "url": "https://bfl.ai/",
   "price": "Pay per use: US$0.048 for one 1K-resolution image with FLUX 3 Image; the smallest model, FLUX.2 [klein] 4B, costs US$0.014 for the first megapixel",
   "readOn": "2026-10-13",
   "freeTier": "no",
   "about": [
    "FLUX is a family of generative AI models made by Black Forest Labs. The models create and edit images from a text prompt. The newest generation, FLUX 3, is one multimodal model that also makes video clips with sound and predicts robot actions.",
    "The FLUX.1 models work with flow matching in a latent space: the model learns to turn random noise, step by step, into a compressed representation of an image, and an autoencoder then decodes it into pixels. Besides text-to-image, there are versions for inpainting and outpainting (filling or extending part of a picture), for following the edges or depth of a reference image, for image variations, and for editing an image from an instruction (FLUX.1 Kontext). Open-weight models can be downloaded from Hugging Face, then run, fine-tuned and customized on a company's own servers. The Pro models are available only through the API.",
    "FLUX is offered through a paid API, billed per image or per megapixel, and as open weights: FLUX.1 [schnell] under the Apache 2.0 license, the [dev] models under a non-commercial license with a paid license for commercial use."
   ],
   "maker": "Black Forest Labs",
   "links": {
    "docs": "https://docs.bfl.ai",
    "pricing": "https://bfl.ai/pricing",
    "github": "https://github.com/black-forest-labs/flux"
   },
   "aka": [
    "Black Forest Labs",
    "FLUX",
    "Flux"
   ],
   "page": "https://aiolum.com/tool/flux/"
  },
  {
   "slug": "kling",
   "name": "Kling",
   "job": "models",
   "definition": "A video generation model: it turns a text prompt or a still image into a short video clip, and a product can call it through an API.",
   "url": "https://kling.ai/",
   "price": "Pay per use through the API: US$0.084 for each second of 720p video without sound on the Kling 3.0 model",
   "readOn": "2026-10-13",
   "freeTier": "none shown for the API",
   "about": [
    "Kling AI is a generative AI service for video and images, run by Kling AI Pte. Ltd. Its models turn a text prompt, a still image or several reference images into a short video clip. The newest video model, Kling 4.0, generates sound together with the picture.",
    "The video functions include text-to-video, image-to-video (which animates a still picture), multi-image-to-video, video extension, avatars, lip sync, video effects, and audio made from text or from a video. Separate image models, such as Kling Image 3.0, make pictures from text or from other images at up to native 4K resolution, and a virtual try-on function dresses a person in a photo in other clothes. People use the models in a web studio, where a Canvas workspace with an AI agent writes scripts and storyboards, or from an AI agent through MCP and a command-line tool for batch work. Developers call the same models through the Kling API.",
    "The web studio is paid with membership plans and credits. The API is pay per use: each second of generated video costs a number of units, and the price depends on the model and the resolution."
   ],
   "maker": "Kling AI Pte. Ltd.",
   "links": {
    "docs": "https://kling.ai/document-api/quickStart/productIntroduction/overview",
    "pricing": "https://kling.ai/dev/pricing"
   },
   "aka": [
    "Kling AI"
   ],
   "page": "https://aiolum.com/tool/kling/"
  },
  {
   "slug": "seedance",
   "name": "Seedance",
   "job": "models",
   "definition": "An AI video model from ByteDance: it creates short video clips from a text prompt or an image, and a business calls it through an API.",
   "url": "https://seed.bytedance.com/en/seedance",
   "price": "",
   "readOn": "2026-10-13",
   "freeTier": "free trial only",
   "about": [
    "Seedance is a family of AI video generation models made by ByteDance Seed, ByteDance's group for frontier model research. A video generation model is a neural network that produces a video clip from a text description (text-to-video) or from a starting picture (image-to-video). Seedance 1.0 makes 1080p videos with several connected shots and keeps the main subject and the visual style the same across the shot changes.",
    "Seedance 2.5 is an audio-video joint generation model: it produces the sound together with the picture. It accepts text prompts and image, video or audio references, up to 50 reference files in one prompt, which helps keep the same character across clips. It generates videos of 4 to 30 seconds in 480p, 720p or 1080p at 24 frames per second, as MP4 or MOV files, and it can extend a video or edit one part of it.",
    "Businesses call the model through ModelArk on BytePlus, a cloud platform for AI models, and pay per token used, or buy prepaid resource plans valid for three months; when a plan is used up, each further use is billed separately by actual usage."
   ],
   "maker": "ByteDance Seed (ByteDance)",
   "links": {
    "docs": "https://docs.byteplus.com/en/docs/ModelArk/1541594",
    "pricing": "https://docs.byteplus.com/en/docs/ModelArk/1544106"
   },
   "page": "https://aiolum.com/tool/seedance/"
  },
  {
   "slug": "deepseek",
   "name": "DeepSeek",
   "job": "models",
   "definition": "A family of large language models from the AI company DeepSeek, offered as open-source models, a chat app, and a pay-per-use API for other programs.",
   "url": "https://www.deepseek.com/en/",
   "price": "Pay per use: from US$0.15 per million input tokens and US$0.60 per million output tokens (deepseek-flash, off-peak hours; peak hours cost twice as much)",
   "readOn": "2026-10-27",
   "freeTier": "unknown",
   "about": [
    "DeepSeek is an AI research company that develops large language models (LLMs), programs that read a prompt and write an answer. It publishes models such as DeepSeek-V4, DeepSeek-R1 and DeepSeek-Coder as open source. People use the models through a chat website, a mobile app and a desktop program called DeepSeek Harness; other programs use them through an API, an interface that a program calls over the internet.",
    "The API accepts requests in the OpenAI and Anthropic formats, so software written for those services can switch by changing the base address and key. In October 2026 it served two models, deepseek-flash and deepseek-v4-pro, each with a context of 1 million tokens, a thinking mode and a non-thinking mode, JSON output and tool calls.",
    "The API is pay per use. The price is set per million input and output tokens (a token is the smallest unit of text that the model reads, such as a word, a number or a punctuation mark), and off-peak hours cost half."
   ],
   "maker": "DeepSeek (Hangzhou DeepSeek Artificial Intelligence Basic Technology Research Co., Ltd.)",
   "links": {
    "docs": "https://api-docs.deepseek.com/",
    "pricing": "https://api-docs.deepseek.com/quick_start/pricing",
    "github": "https://github.com/deepseek-ai"
   },
   "aka": [
    "DeepSeek API"
   ],
   "page": "https://aiolum.com/tool/deepseek/"
  },
  {
   "slug": "groq",
   "name": "Groq",
   "job": "models",
   "definition": "An AI inference cloud: programs send prompts or audio to open models running on Groq's own LPU chips and get fast answers or transcripts through an API.",
   "url": "https://groq.com/",
   "price": "Pay per use: from US$0.075 per million input tokens (GPT OSS 20B); Whisper speech-to-text from US$0.04 per hour of audio",
   "readOn": "2026-10-28",
   "freeTier": "yes, free tier with lower limits",
   "about": [
    "Groq is an AI inference cloud. Inference means running an already trained AI model to produce answers, as opposed to training it. Groq runs models on the LPU, a processor for inference that Groq pioneered, in 13 data centers on four continents, and it is building LPX racks that connect LPU accelerators to NVIDIA's next-generation GPUs.",
    "Developers use GroqCloud through an API that is compatible with OpenAI's: a program sends text or audio to api.groq.com and receives the model's output. The models come from other makers, such as OpenAI's open-weight GPT-OSS, Llama and Qwen, plus Whisper for speech-to-text and Orpheus for text-to-speech. The documentation covers reasoning, structured outputs, tool use, prompt caching and batch processing. Companies can also rent dedicated bare-metal capacity (GroqMetal), with an inference stack and enterprise controls on top.",
    "GroqCloud has a free tier with lower limits and is otherwise billed by usage: per million tokens for language models, per hour of audio for speech-to-text and per million characters for text-to-speech."
   ],
   "maker": "Groq",
   "links": {
    "docs": "https://console.groq.com/docs/overview"
   },
   "aka": [
    "Groq API"
   ],
   "page": "https://aiolum.com/tool/groq/"
  },
  {
   "slug": "deepgram",
   "name": "Deepgram",
   "job": "models",
   "definition": "A speech AI service: a program sends audio and receives a written transcript, or sends text and receives spoken audio, through Deepgram's API.",
   "url": "https://deepgram.com/",
   "price": "Pay as you go: US$0.0043 per minute of pre-recorded audio with the Nova-3 Monolingual model",
   "readOn": "2026-10-28",
   "freeTier": "US$200 free credit at sign-up",
   "about": [
    "Deepgram is a voice AI company that sells speech-to-text, text-to-speech and voice agent APIs; an API is an interface that another program calls over the internet. Its Nova speech-to-text models support more than 45 languages, and its Flux models are built for live conversations with voice agents.",
    "A developer sends a pre-recorded audio file or a live audio stream to Deepgram and receives the transcript. Options include speaker diarization (labels that show which speaker said each part), smart formatting for readability and automatic language detection. The text-to-speech models do the reverse and turn text into spoken audio. The Voice Agent API combines speech-to-text, a language model and text-to-speech in one API for real-time voice conversations. SDKs exist for Python, JavaScript, Go, .NET and Java.",
    "Deepgram runs in its own cloud or self-hosted on the customer's servers. The cloud API is billed by usage, per minute of audio, with free credit at sign-up and prepaid yearly plans for larger use."
   ],
   "maker": "Deepgram, Inc.",
   "links": {
    "docs": "https://developers.deepgram.com/home",
    "pricing": "https://deepgram.com/pricing",
    "github": "https://github.com/deepgram"
   },
   "page": "https://aiolum.com/tool/deepgram/"
  },
  {
   "slug": "grok",
   "name": "Grok",
   "job": "models",
   "definition": "A family of AI language models and a chatbot: people chat with Grok in apps, and programs send prompts to the Grok models through an API.",
   "url": "https://x.ai/grok",
   "price": "API, pay per use: US$2.00 per million input tokens and US$6.00 per million output tokens for grok-4.7",
   "readOn": "2026-10-28",
   "freeTier": "chatbot free to try; API billed per token",
   "about": [
    "Grok is an AI assistant and a family of large language models, which are neural networks trained on large amounts of text to understand and generate language. It is made by SpaceX Super Intelligence LLC (SpaceXSI) at x.ai; older milestones on the company page use the name xAI.",
    "People use Grok as a chatbot on the web at grok.com, in iOS and Android apps and on X. It answers with step-by-step reasoning, searches the web and X live with citations, writes and explains code, analyzes files and images, holds voice conversations and generates images and short videos. Developers reach the same models through the API: a program sends a prompt to api.x.ai and receives the model's answer. The API works with existing SDKs, including OpenAI's client library, and also offers voice, image and video models, function calling and web search.",
    "The chatbot is free to try, with a paid SuperGrok subscription for higher limits. The API is billed by usage, per million tokens (a token is a piece of a word), with prepaid credits or enterprise invoicing."
   ],
   "maker": "SpaceX Super Intelligence LLC (SpaceXSI, formerly shown as xAI)",
   "links": {
    "docs": "https://docs.x.ai",
    "pricing": "https://x.ai/pricing"
   },
   "page": "https://aiolum.com/tool/grok/"
  },
  {
   "slug": "microsoft-azure",
   "name": "Microsoft Azure",
   "job": "models",
   "definition": "Microsoft's cloud computing platform: a business rents virtual machines, databases, storage and hosted AI models in Microsoft's data centers and pays for what it uses.",
   "url": "https://azure.microsoft.com/en-us",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "free trial and some free services",
   "about": [
    "Microsoft Azure is the cloud computing platform of Microsoft. Cloud computing means renting computing resources, such as servers, storage and databases, over the internet instead of owning the hardware. Azure offers more than 200 products, from Windows and Linux virtual machines and Kubernetes containers (AKS) to managed databases such as Azure SQL, Azure Cosmos DB and Azure Database for PostgreSQL, and serverless code in Azure Functions.",
    "For AI, Microsoft Foundry is the part of Azure for building AI applications and agents. Its Foundry Models catalog lists more than 11,000 models from Microsoft, OpenAI, Anthropic, Mistral AI, Meta, xAI and other makers. An application calls a deployed model through an API, without provisioning or managing servers, and the Azure AI model inference API lets developers switch between models and compare their performance.",
    "Azure uses consumption-based pricing: customers pay only for the resources they use. There is a free trial and a set of free services, and committed use is cheaper through Azure reservations and savings plans."
   ],
   "maker": "Microsoft",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/azure/",
    "pricing": "https://azure.microsoft.com/en-us/pricing/"
   },
   "aka": [
    "Azure"
   ],
   "page": "https://aiolum.com/tool/microsoft-azure/"
  },
  {
   "slug": "mistral-ai",
   "name": "Mistral AI",
   "job": "models",
   "definition": "A European AI company and its family of language models: programs send prompts to Mistral's models through an API, or run the open-weight models on their own servers.",
   "url": "https://mistral.ai/",
   "price": "API, pay per use: US$0.5 per million input tokens and US$1.5 per million output tokens for Mistral Large",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with access to Mistral Studio",
   "about": [
    "Mistral AI is a European AI company, founded in April 2023 by Arthur Mensch, Guillaume Lample and Timothee Lacroix. It trains large language models (neural networks that read and generate text) and releases many of them as open-weight models, which means the trained model files can be downloaded and run outside Mistral's own servers.",
    "The models cover general tasks and coding (Mistral Large, Mistral Medium and Mistral Small), document OCR (reading text from scanned pages) and speech (Voxtral). A developer calls them through the API with a key from Mistral Studio, which is also used to build and govern agents and applications. Forge customizes models with an organization's own data, and Vibe is an assistant for research, coding and everyday tasks. The models run on Mistral's cloud, in a customer's VPC (virtual private cloud) or on the customer's own servers.",
    "The API is billed by usage: most models are priced per million input and output tokens, OCR per 1,000 pages and speech per minute. Vibe has a free plan and monthly subscriptions for individuals and teams."
   ],
   "maker": "Mistral AI",
   "links": {
    "docs": "https://docs.mistral.ai",
    "pricing": "https://mistral.ai/pricing/"
   },
   "aka": [
    "Mistral 7B",
    "Mistral AI API",
    "Mistral API"
   ],
   "page": "https://aiolum.com/tool/mistral-ai/"
  },
  {
   "slug": "perplexity",
   "name": "Perplexity",
   "job": "models",
   "definition": "An AI answer engine: a person or a program asks a question, and it searches the web and replies with a written answer that cites its sources.",
   "url": "https://www.perplexity.ai/",
   "price": "API, pay per use: US$0.25 per million input tokens and US$2.50 per million output tokens for Perplexity's Sonar model",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited (free Standard plan)",
   "about": [
    "Perplexity is an answer engine made by Perplexity AI: an AI search service that answers a question in conversational text instead of a list of links. It combines real-time web search with large language models (neural networks trained on large amounts of text, which generate text). These include its in-house model Sonar and models from OpenAI, Anthropic and Google.",
    "For each question, Perplexity interprets the request, searches the web at that moment, and summarizes what the sources say. Each answer has numbered citations that link to the original sources, so a reader can check them. Pro Search handles multi-step questions in more depth, and Research mode runs dozens of searches, reads hundreds of sources and writes a report in two to four minutes. Through the Agent API, a program gets such a web-grounded answer, with citations, in one call.",
    "The service has a free Standard plan with limits and paid subscriptions: Pro, Max, and Enterprise plans priced per seat. The API is billed per use, per token (a piece of a word) of input and output, plus a fee for each web search call."
   ],
   "maker": "Perplexity AI",
   "links": {
    "docs": "https://docs.perplexity.ai/",
    "pricing": "https://docs.perplexity.ai/docs/getting-started/pricing"
   },
   "page": "https://aiolum.com/tool/perplexity/"
  },
  {
   "slug": "gemini",
   "name": "Gemini",
   "job": "models",
   "definition": "Google's AI assistant app: a person types or speaks a request, and it answers with text, code, images or research reports, using Google's Gemini models.",
   "url": "https://gemini.google.com/",
   "price": "Free plan; Google AI Plus is US$4.99 a month and Google AI Pro US$19.99 a month in the USA",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "Gemini is an AI assistant made by Google. It is an interface to a multimodal large language model (LLM): a neural network that reads and generates text, audio, images and more. Google launched it in March 2023 under the name Bard. It runs on the web and in mobile apps; its newest model is Gemini 4 Argon.",
    "A person writes or speaks a request in a conversation, and Gemini answers: it summarizes uploaded documents, helps with code, drafts text, and generates images and videos. Gemini Live is a spoken conversation. Deep Research is an agent feature: it turns a prompt into a research plan, browses up to hundreds of websites (and, with permission, the user's Gmail, Drive and Chat), and writes a multi-page report in minutes. Gemini also works inside Google apps such as Gmail and Docs, and in the Chrome browser.",
    "The app is free with a Google account, with usage limits. Google AI Plus, Pro and Ultra subscriptions raise the limits and add newer models; Gemini Enterprise is priced per seat for businesses. Developers reach the models through the separate Gemini API."
   ],
   "maker": "Google",
   "links": {
    "pricing": "https://gemini.google/subscriptions/"
   },
   "aka": [
    "Google Gemini"
   ],
   "page": "https://aiolum.com/tool/gemini/"
  },
  {
   "slug": "vertex-ai",
   "name": "Gemini Enterprise Agent Platform (formerly Vertex AI)",
   "job": "models",
   "definition": "Google Cloud's AI platform, called Vertex AI until April 2026: programs call Gemini, Imagen, Veo and other models through it, and teams build agents and train models.",
   "url": "https://cloud.google.com/products/gemini-enterprise-agent-platform",
   "price": "Pay per use: Imagen 4 costs US$0.04 per generated image (Imagen 4 Fast US$0.02); text models are billed by input and output",
   "readOn": "2026-10-28",
   "freeTier": "new Google Cloud customers get US$300 in free credits",
   "about": [
    "Gemini Enterprise Agent Platform is Google Cloud's platform for building AI applications and agents and for training and serving machine learning models. Until April 2026 it was called Vertex AI, and its parts were renamed; for example, Vertex AI Studio became Agent Studio. Through Model Garden it offers more than 200 models: Google's own, such as Gemini for text, Imagen for images and Veo for video; third-party models such as Anthropic's Claude; and open models such as Gemma.",
    "A developer sends requests to the platform's API from Python, JavaScript, Java, Go or curl, or tests prompts in Agent Studio. Common tasks are text generation, summarization, classification and extraction with Gemini, and image generation with Imagen 3 and Imagen 4. For agents, the platform adds the Agent Development Kit (ADK), a RAG Engine that connects private data to a model, and Vector Search. It also offers custom model training, deployment for online or batch predictions, pipelines and a model registry.",
    "Use is billed per request and per resource: generative models by input and output, training and serving by compute time."
   ],
   "maker": "Google Cloud",
   "links": {
    "docs": "https://docs.cloud.google.com/gemini-enterprise-agent-platform",
    "pricing": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing"
   },
   "aka": [
    "Google Cloud Vertex AI",
    "Google Vertex AI",
    "Vertex AI"
   ],
   "page": "https://aiolum.com/tool/vertex-ai/"
  },
  {
   "slug": "nvidia-parakeet",
   "name": "NVIDIA Parakeet",
   "job": "models",
   "definition": "NVIDIA's open speech recognition models: they turn recorded speech into punctuated text with timestamps, and can run locally on a user's own computer.",
   "url": "https://huggingface.co/nvidia/parakeet-tdt-0.6b-v3",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Parakeet is a family of automatic speech recognition (ASR) models, models that convert spoken audio into written text, published by NVIDIA as open model weights on Hugging Face. parakeet-tdt-0.6b-v2 transcribes English; parakeet-tdt-0.6b-v3 extends it to 25 European languages and detects the language of the audio automatically, without a prompt. Each model has 600 million parameters.",
    "The architecture combines a FastConformer encoder, a neural network that turns the audio signal into a compact sequence of features, with a TDT decoder, a transducer that predicts each text token together with its duration. The input is 16 kHz audio in .wav or .flac format. The output is text with punctuation and capitalization, plus word-level and segment-level timestamps. On an A100 80GB GPU, one pass can transcribe up to 24 minutes of audio with full attention, or up to 3 hours with local attention. The models run with NVIDIA NeMo, with Hugging Face Transformers, or with NeMo-Speech.cpp, a lightweight C++ runtime for local inference.",
    "The weights are free to download under the CC BY 4.0 license, and the model card says they are ready for commercial and non-commercial use."
   ],
   "maker": "NVIDIA",
   "links": {
    "docs": "https://docs.nvidia.com/nemo-framework/user-guide/latest/nemotoolkit/asr/models.html",
    "github": "https://github.com/NVIDIA/NeMo"
   },
   "aka": [
    "Parakeet"
   ],
   "page": "https://aiolum.com/tool/nvidia-parakeet/"
  },
  {
   "slug": "veo",
   "name": "Veo",
   "job": "models",
   "definition": "Google DeepMind's video generation model: it turns a text prompt or a still image into a short video clip with generated sound.",
   "url": "https://deepmind.google/models/veo/",
   "price": "Pay per use on Google Cloud: US$0.40 per billed unit (\"1 count\" on the price list) for Veo 3.1 video with audio at 720p or 1080p; US$0.20 without audio",
   "readOn": "2026-10-28",
   "freeTier": "new Google Cloud customers get US$300 in free credits",
   "about": [
    "Veo is a family of video generation models made by Google DeepMind. A video generation model is a neural network that produces a video clip from a text prompt and, optionally, from reference images. Veo 3.1, the current line, generates the audio together with the picture: sound effects, ambient noise and dialogue.",
    "Veo 3.1 supports text to video, image to video, and video between a given first and last frame; it can also extend a video and use reference images of assets. Clips are 4, 6 or 8 seconds long at 24 frames per second, in 16:9 or 9:16, at 720p, 1080p or (for the main model) 4K, and come as MP4 files. One prompt can return up to 4 videos. People use Veo in the Gemini app and in Google Flow. Developers call Veo 3.1 and its Fast and Lite variants through Google Cloud's Gemini Enterprise Agent Platform, formerly Vertex AI; the Veo 3.1 preview in the separate Gemini API was shut down on 22 October 2026.",
    "On Google Cloud, Veo is billed per use, with prices that depend on the variant, the resolution and whether audio is generated."
   ],
   "maker": "Google DeepMind",
   "links": {
    "docs": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/veo/3-1-generate",
    "pricing": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing"
   },
   "page": "https://aiolum.com/tool/veo/"
  },
  {
   "slug": "whisper",
   "name": "Whisper",
   "job": "models",
   "definition": "OpenAI's open-source speech recognition model: it turns spoken audio into text in many languages and can run on the user's own computer.",
   "url": "https://github.com/openai/whisper",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Whisper is a general-purpose automatic speech recognition (ASR) model made by OpenAI: it turns spoken audio into text. It was trained on 680,000 hours of multilingual and multitask supervised data collected from the web. Besides transcription in many languages, it can translate speech into English and identify the spoken language.",
    "Whisper is a Transformer sequence-to-sequence model, an encoder-decoder neural network. The audio is cut into 30-second chunks and converted into a log-Mel spectrogram, a picture of sound frequencies over time. The encoder processes the spectrogram, and the decoder predicts the text, with special tokens that select the task, such as transcription, translation or timestamps. There are six model sizes: from tiny (39 million parameters, about 1 GB of graphics memory) to large (1,550 million parameters, about 10 GB), plus turbo, an optimized version of large-v3. Smaller models are faster and less accurate. Whisper runs locally from the command line or from Python and needs the ffmpeg tool.",
    "Whisper's code and model weights are free and open source under the MIT license."
   ],
   "maker": "OpenAI",
   "links": {
    "github": "https://github.com/openai/whisper"
   },
   "page": "https://aiolum.com/tool/whisper/"
  },
  {
   "slug": "amazon-bedrock",
   "name": "Amazon Bedrock",
   "job": "models",
   "definition": "A hosted AWS service that gives a program access to many AI models from different companies through one API, billed per token.",
   "url": "https://aws.amazon.com/bedrock/",
   "price": "Pay per use, by model: for example US$0.14 per million input tokens and US$0.40 per million output tokens for Google's Gemma 4 31B (on-demand)",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited free start",
   "about": [
    "Amazon Bedrock is a fully managed service from Amazon Web Services (AWS) that gives programs access to foundation models: large AI models trained on broad data that other software adapts to many tasks. AWS runs the servers, and the customer calls the models through an API (an interface that another program calls over the internet).",
    "Bedrock supports more than 100 foundation models from providers that include Amazon, Anthropic, DeepSeek, Moonshot AI, MiniMax, OpenAI and xAI. A program sends a request to the bedrock-runtime endpoint through one of several APIs (Messages, Responses, Chat Completions, Converse or Invoke) and receives the model's answer. Other parts add a company's own data to the answers (Knowledge Bases and fine-tuning), block harmful content (Guardrails), and build and run AI agents (AgentCore). AWS states that Bedrock does not store or use customer data to train models.",
    "Bedrock is billed per use. The price depends on the modality, the provider and the model, usually per million input and output tokens (a token is a short piece of text). Batch inference, where requests are processed later in bulk, costs 50% less for some models."
   ],
   "maker": "Amazon Web Services, Inc.",
   "links": {
    "docs": "https://docs.aws.amazon.com/bedrock/latest/userguide/getting-started.html",
    "pricing": "https://aws.amazon.com/bedrock/pricing/"
   },
   "aka": [
    "AWS Bedrock"
   ],
   "page": "https://aiolum.com/tool/amazon-bedrock/"
  },
  {
   "slug": "glm",
   "name": "GLM (Z.ai)",
   "job": "models",
   "definition": "A family of large language models from Z.ai: a program sends text or images through an API and gets generated text or code back, priced per token.",
   "url": "https://z.ai/",
   "price": "Pay per use: US$1.40 per million input tokens and US$4.40 per million output tokens for GLM-5.3; the smaller GLM-5.3-Flash costs US$0.15 and US$0.50",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "GLM is a family of large language models made by Z.ai (Zhipu.ai). A large language model (LLM) is a neural network trained on large amounts of text that writes text and code in reply to a prompt. Z.ai offers the models through its API platform for developers and through Z.ai, its own chatbot and agent app.",
    "The current models are GLM-5.3, the flagship model for coding and agent tasks; GLM-5.3-Flash, a native multimodal model (it also reads images) at a much lower price; and GLM-5.3-FlashX, tuned for speed. All three read English and Chinese and accept a context of 1 million tokens (the amount of text a model can take in at once). A developer creates an API key on the Z.AI Open Platform and calls the RESTful API, the official Python or Java SDK, or an OpenAI SDK, because the API is compatible with OpenAI's. Features include a thinking mode, function calling, structured output, context caching and a built-in web search tool.",
    "API use is billed per million input and output tokens. The GLM Coding Plan is a monthly subscription for use in coding tools."
   ],
   "maker": "Z.ai (Zhipu.ai)",
   "links": {
    "docs": "https://docs.z.ai/guides/overview/overview",
    "pricing": "https://docs.z.ai/guides/overview/pricing",
    "github": "https://github.com/zai-org"
   },
   "aka": [
    "GLM",
    "Z.ai API"
   ],
   "page": "https://aiolum.com/tool/glm/"
  },
  {
   "slug": "google-ai-mode",
   "name": "Google AI Mode",
   "job": "models",
   "definition": "The generative AI search mode of Google Search, powered by Gemini: it answers a question in its own words with links to the web pages it draws on.",
   "url": "https://search.google/ways-to-search/ai-mode/",
   "price": "Free to use in Google Search",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Google AI Mode is a generative AI search experience inside Google Search, made by Google and powered by its Gemini models. Generative AI here means a model that writes a new answer in its own words instead of only listing pages. AI Mode answers questions in a conversation, with follow-up questions and links to web pages. A related feature, AI Overviews, shows a short AI summary with links above the normal results for some searches.",
    "A person types, speaks, or uploads a photo; AI Mode reads the question with multimodal models (models that handle text, images and voice), organizes the information and writes an answer with links to supporting websites. Google says both features may use a technique it calls query fan-out: they run multiple related searches across subtopics and data sources and combine the results. A page can appear as a supporting link only if Google has indexed it and can show it with a snippet; there are no additional requirements.",
    "AI Mode is free to use in Google Search. Google calls it experimental and warns that answers may contain mistakes."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/search/docs/appearance/ai-features"
   },
   "page": "https://aiolum.com/tool/google-ai-mode/"
  },
  {
   "slug": "voyage-ai",
   "name": "Voyage AI",
   "job": "models",
   "definition": "An embedding model API from MongoDB: it turns text, code or images into vectors so a program can search by meaning.",
   "url": "https://www.voyageai.com/",
   "price": "Pay per use: voyage-4 embeddings cost US$0.06 per million tokens after 200 million free tokens",
   "readOn": "2026-10-28",
   "freeTier": "yes, 200 million free tokens per account for the main models",
   "about": [
    "Voyage AI makes embedding models and rerankers for search and retrieval, and it is part of MongoDB (\"Voyage AI by MongoDB\"). An embedding model turns a piece of text into a vector, a list of numbers, so that texts with similar meaning get nearby vectors; a program then finds related text by comparing vectors. A reranker takes a query and a list of candidate documents and orders them by relevance.",
    "A program sends text to the Voyage API and gets back vectors. The general text models voyage-4-large, voyage-4 and voyage-4-lite accept up to 32,000 tokens per input and return vectors of 256 to 2,048 numbers. Other models are tuned for code, finance and law; multimodal models embed images and video; one model is open-weight. Together these form RAG pipelines (retrieval-augmented generation: relevant documents are found and given to a language model before it answers), and the vectors work with any vector database and LLM.",
    "Voyage AI is a hosted API, also offered through cloud marketplaces and inside a customer's own VPC. Pricing is pay per use, per token, after a free allowance for each account."
   ],
   "maker": "Voyage AI by MongoDB (MongoDB, Inc.)",
   "links": {
    "docs": "https://docs.voyageai.com/docs/introduction",
    "pricing": "https://docs.voyageai.com/docs/pricing"
   },
   "page": "https://aiolum.com/tool/voyage-ai/"
  },
  {
   "slug": "wan",
   "name": "Wan",
   "job": "models",
   "definition": "A family of AI video generation models from Alibaba Cloud that make video clips from text or images, as open models and as a paid API.",
   "url": "https://wan.video/",
   "price": "API in Alibaba Cloud Model Studio (international): wan2.7 text-to-video US$0.10 per second of 720P video; open models free",
   "readOn": "2026-10-28",
   "freeTier": "yes: open models, and a 50-second free API quota",
   "about": [
    "Wan is a family of large generative models for video and images from Alibaba Cloud, with its own creative platform at wan.video. A video generation model is a neural network that creates a video clip from a text prompt or from a starting image. The platform offers text-to-image, image-to-image, text-to-video, image-to-video and image editing.",
    "Some versions are open. Wan2.1 and Wan2.2 are on GitHub under the Apache-2.0 license, with inference code and model weights. Wan2.2 uses a Mixture-of-Experts (MoE) design, in which separate expert networks handle different steps of the denoising process, and its 5B model makes 720P video from text or an image. Newer versions such as Wan2.7 run as an API in Alibaba Cloud Model Studio: a program sends a prompt, and optionally an audio file, and gets back a 720P or 1080P video; without audio, the model adds matching music or sound effects.",
    "The open models are free to download and run. The hosted API is pay per use, priced per second of output video, with a free quota that lasts 90 days."
   ],
   "maker": "Alibaba Cloud",
   "links": {
    "docs": "https://www.alibabacloud.com/help/en/model-studio/text-to-video-api-reference",
    "pricing": "https://www.alibabacloud.com/help/en/model-studio/model-pricing",
    "github": "https://github.com/Wan-Video"
   },
   "page": "https://aiolum.com/tool/wan/"
  },
  {
   "slug": "assemblyai",
   "name": "AssemblyAI",
   "job": "models",
   "definition": "A speech AI API: a program sends recorded or live audio and gets back a written transcript, speaker labels, summaries and other analysis.",
   "url": "https://www.assemblyai.com/",
   "price": "Usage-based: speech-to-text from US$0.15 per hour of audio (Universal-2); US$0.21 per hour for Universal-3.5 Pro",
   "readOn": "2026-10-28",
   "freeTier": "yes, start free",
   "about": [
    "AssemblyAI, Inc. builds speech AI models and sells them through APIs. Its main product is speech-to-text, also called automatic speech recognition (ASR): software that turns recorded or live speech into written text.",
    "A program sends an audio file to the pre-recorded Speech-to-Text API, or streams live audio to the Realtime Speech-to-Text API, and gets back a transcript. The Universal-2 model supports 99 languages. Universal-3.5 Pro covers 18 languages, handles a change of language inside one conversation, and does speaker diarization, which means labeling which speaker said each part. The Speech Understanding API extracts speaker IDs, sentiment, chapters and summaries. Guardrails removes personal data (PII) from audio and transcripts. An LLM Gateway sends requests to language models such as GPT, Claude and Gemini through one endpoint. AssemblyAI also offers Dictation and Text-to-Speech APIs and a self-hosted option.",
    "AssemblyAI is a hosted API. Use starts free and is then billed per hour of audio used, with extra per-hour charges for add-on features."
   ],
   "maker": "AssemblyAI, Inc.",
   "links": {
    "docs": "https://www.assemblyai.com/docs",
    "pricing": "https://www.assemblyai.com/pricing"
   },
   "page": "https://aiolum.com/tool/assemblyai/"
  },
  {
   "slug": "cerebras",
   "name": "Cerebras",
   "job": "models",
   "definition": "An AI inference cloud: a program sends a prompt to open-weight models such as GPT OSS 120B through Cerebras's API and gets the answer back very fast.",
   "url": "https://www.cerebras.ai/inference",
   "price": "Pay per use (Developer tier): GPT OSS 120B at US$0.35 per million input tokens and US$0.75 per million output tokens",
   "readOn": "2026-10-28",
   "freeTier": "free trial: one-time US$5 credit",
   "about": [
    "Cerebras Inference is a cloud service from Cerebras Systems, a company that designs its own AI chip, the Wafer-Scale Engine. Inference means running an already trained model to produce an answer, as opposed to training it. The chip is built from one whole silicon wafer, and Cerebras says it is 58 times larger than a GPU and runs inference up to 30 times faster than GPU systems.",
    "A developer sends chat messages to the API and receives the model's reply; Cerebras publishes a speed of about 3,000 tokens per second for GPT OSS 120B. The API is compatible with OpenAI's API, so existing code needs only small changes, and Python and Node.js SDKs exist. The documentation lists streaming, structured outputs, tool calling (the model asks the program to run a function) and prompt caching. Companies that need fixed capacity can rent dedicated inference with reserved hardware.",
    "Cerebras Inference is a hosted service. A free trial gives a small credit; the Developer tier is pay per token (a token is a piece of a word); Enterprise is by agreement. AWS Marketplace, OpenRouter and Hugging Face also offer it."
   ],
   "maker": "Cerebras Systems",
   "links": {
    "docs": "https://inference-docs.cerebras.ai/",
    "pricing": "https://www.cerebras.ai/pricing",
    "github": "https://github.com/cerebras"
   },
   "page": "https://aiolum.com/tool/cerebras/"
  },
  {
   "slug": "cohere",
   "name": "Cohere",
   "job": "models",
   "definition": "An AI model company for businesses: its API gives programs access to Cohere's language, embedding, reranking and speech models, billed per token.",
   "url": "https://cohere.com/",
   "price": "Pay per use (production API key): from US$0.0375 per million input tokens and US$0.15 per million output tokens (Command R7B); Command R US$0.15 and US$0.60",
   "readOn": "2026-10-28",
   "freeTier": "yes: free trial API key, rate-limited, not for production",
   "about": [
    "Cohere is a company that trains its own AI models and sells them to businesses, mainly through an API (an interface that another program calls over the internet). Its model families are Command (large language models that generate text), Embed (models that turn text into vectors, lists of numbers that capture meaning, for semantic search), Rerank (models that reorder search results by relevance), Transcribe (speech recognition), Translate, Parse (document parsing) and Aya (multilingual models).",
    "A developer calls endpoints such as /chat, /embed and /rerank and gets generated text, vectors or ranked results back. On top of the models, Cohere sells North, an enterprise platform for AI agents and assistants, and Compass, a search system over a company's own documents. Companies that need isolation can run models on Model Vault, a dedicated hosted inference service, or in private deployments on their own servers or isolated cloud networks.",
    "A trial API key is free but rate-limited and not for commercial use. A production API key is billed per use, priced per million tokens; North, Compass and private deployments have custom enterprise pricing."
   ],
   "maker": "Cohere",
   "links": {
    "docs": "https://docs.cohere.com/",
    "pricing": "https://cohere.com/pricing"
   },
   "page": "https://aiolum.com/tool/cohere/"
  },
  {
   "slug": "deepl",
   "name": "DeepL",
   "job": "models",
   "definition": "A machine translation service: people and programs send text, documents or speech and get them back translated into one of more than 100 languages.",
   "url": "https://www.deepl.com/en",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "yes: free API plan",
   "about": [
    "DeepL is a machine translation service from DeepL SE, a company founded in Cologne in 2017 by its CEO Jarek Kutylowski. Machine translation means that a computer model, not a person, translates text from one language to another. DeepL trains its own language models with proprietary methods and refines them with thousands of professional language experts.",
    "People use the DeepL Translator in the browser or in desktop and mobile apps, and DeepL Write to improve their own writing. Programs use the DeepL API: they send text or HTML to an endpoint such as /v2/translate with a target language and receive the translation, with the source language detected automatically. Glossaries fix how certain terms are translated, and a formality setting chooses a formal or informal tone. The Document API translates files such as PDF, DOCX and PPTX and keeps their layout, and the Voice API transcribes and translates speech in real time. Official client libraries exist for Python, JavaScript, PHP, .NET, Java and Ruby.",
    "DeepL is a hosted service. The API has a free plan and paid plans; the Translator apps are sold as subscriptions per user."
   ],
   "maker": "DeepL SE",
   "links": {
    "docs": "https://developers.deepl.com/",
    "pricing": "https://www.deepl.com/en/pro",
    "github": "https://github.com/DeepL"
   },
   "page": "https://aiolum.com/tool/deepl/"
  },
  {
   "slug": "dreambooth",
   "name": "DreamBooth",
   "job": "models",
   "definition": "A research method from Google for fine-tuning a text-to-image model on a few photos of one subject, so that the model can draw that subject in new scenes.",
   "url": "https://dreambooth.github.io/",
   "price": "Free (published research method)",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "DreamBooth is a fine-tuning method for text-to-image diffusion models, published by researchers at Google Research (Nataniel Ruiz, Yuanzhen Li, Varun Jampani, Yael Pritch, Michael Rubinstein and Kfir Aberman). A diffusion model creates an image by starting from random noise and removing the noise step by step under the guidance of a text prompt. Fine-tuning means training an already trained model further on new data.",
    "The input is a few photos of one subject, typically 3 to 5, and the name of its class, such as \"dog\". The method trains the model to link a unique identifier word with that subject, using prompts like \"a photo of a [V] dog\". A class-specific prior preservation loss keeps the model able to draw other members of the class, so it does not forget what a normal dog looks like. After training, prompts with the identifier place the subject in new scenes, poses, viewpoints, lighting or art styles. The paper used Google's Imagen model, but the method is not limited to it.",
    "DreamBooth is a published research method, not a product. Google's official repository holds the paper's dataset under the CC-BY-4.0 license."
   ],
   "maker": "Google Research (research method)",
   "links": {
    "github": "https://github.com/google/dreambooth"
   },
   "aka": [
    "Dreambooth"
   ],
   "page": "https://aiolum.com/tool/dreambooth/"
  },
  {
   "slug": "exa",
   "name": "Exa",
   "job": "models",
   "definition": "A web search API built for AI agents: a program sends a natural-language query and gets back matching web pages, text excerpts or structured answers with sources.",
   "url": "https://exa.ai/",
   "price": "Pay per use: Search API from US$4 per 1,000 requests (Lite search, up to 10 results); Auto search US$7, Deep search US$12 per 1,000 requests",
   "readOn": "2026-10-28",
   "freeTier": "yes: US$10 of credits each month plus a US$10 onboarding bonus",
   "about": [
    "Exa is a web search API for AI agents, made by Exa Labs Inc., which calls itself an applied AI lab. It crawls and indexes more than 500 billion web pages and ranks them with its own embedding models (neural networks that turn text into vectors of numbers, so that pages with similar meaning lie close together), trained on its own GPU cluster.",
    "A program sends a query in plain language and receives a list of results with titles, links and highlights: short excerpts that a separate model picks as the most relevant parts of each page. Searches can run in a fast mode (about half a second) or a deep mode (about ten seconds) that returns structured output following a JSON schema. Filters cover categories such as news, companies, research papers, people and financial data. Other endpoints return full page contents, run asynchronous deep-research tasks with citations (Agent), and repeat a search on a schedule and report new results by webhook (Monitors). Python and JavaScript SDKs and an MCP server are available.",
    "Exa is a hosted service with free monthly credits, then pay per request."
   ],
   "maker": "Exa Labs Inc.",
   "links": {
    "docs": "https://exa.ai/docs",
    "pricing": "https://exa.ai/pricing",
    "github": "https://github.com/exa-labs"
   },
   "page": "https://aiolum.com/tool/exa/"
  },
  {
   "slug": "fireworks-ai",
   "name": "Fireworks AI",
   "job": "models",
   "definition": "A cloud platform that runs open AI models on its own GPUs and sells access through an API, priced per token or per GPU time.",
   "url": "https://fireworks.ai/",
   "price": "Pay per use: dedicated GPU deployments, which the audio models need, from US$8.00 an hour for one H100 GPU; serverless models priced per million tokens",
   "readOn": "2026-10-28",
   "freeTier": "not stated; usage is paid from prepaid credits",
   "about": [
    "Fireworks AI is an inference and training platform for open AI models, made by Fireworks AI, Inc. Inference means running a trained model to produce outputs. Fireworks runs open models such as DeepSeek, Kimi, GLM, Qwen and OpenAI gpt-oss on its own GPU servers and exposes them through an API.",
    "A program sends a request to an API that works as a drop-in replacement for the OpenAI API and gets text, vision, audio or embedding results back. Serverless inference needs no setup: popular models are shared and billed per token. Dedicated deployments reserve GPUs for one customer, with autoscaling, and some models need them, including Qwen3 Omni, which accepts audio input and can transcribe it. Customers can also fine-tune models on their own data and serve the result. The service runs in more than 30 regions with data-residency options.",
    "It is a hosted, pay-per-use service: serverless use is billed per million tokens from prepaid credits, dedicated deployments per GPU second, and fine-tuning per million training tokens."
   ],
   "maker": "Fireworks AI, Inc.",
   "links": {
    "docs": "https://docs.fireworks.ai/getting-started/introduction",
    "pricing": "https://fireworks.ai/pricing"
   },
   "aka": [
    "Fireworks"
   ],
   "page": "https://aiolum.com/tool/fireworks-ai/"
  },
  {
   "slug": "google-ai-overviews",
   "name": "Google AI Overviews",
   "job": "models",
   "definition": "A Google Search feature that places an AI-written summary with source links above the search results for some queries.",
   "url": "https://search.google/ways-to-search/ai-overviews/",
   "price": "Free to use (part of Google Search)",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "AI Overviews is a feature of Google Search, made by Google. For some queries the results page shows an AI-generated snapshot of key information about the topic, with links to web pages for further reading. It uses generative AI, models that write new text from given material.",
    "Google's systems decide for each query whether an overview adds value beyond the classic results, so it often does not appear. To build a response, AI Overviews may use a query fan-out technique: it issues several related searches across subtopics and data sources, then shows a set of supporting links. People can ask with text, voice or an image. Google warns that AI responses may include mistakes. For site owners there is no special markup or file: a page that is indexed and eligible for a snippet in Google Search can be shown as a supporting link, clicks are counted in the Search Console Performance report, and the nosnippet, data-nosnippet, max-snippet and noindex controls limit what is shown.",
    "AI Overviews is part of Google Search, not a separate product, so it has no plan or price of its own."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/search/docs/appearance/ai-features"
   },
   "page": "https://aiolum.com/tool/google-ai-overviews/"
  },
  {
   "slug": "ideogram",
   "name": "Ideogram",
   "job": "models",
   "definition": "A text-to-image AI platform whose own image models, including the open-weight Ideogram 4, create and edit pictures with readable text from written prompts.",
   "url": "https://ideogram.ai/",
   "price": "Self-Serve Commercial License for self-hosting: US$300 a month for 10,000 images; customer-facing platforms need a custom Enterprise license",
   "readOn": "2026-10-28",
   "freeTier": "yes: weights free for non-commercial use",
   "about": [
    "Ideogram is a generative media platform from Ideogram, Inc., built around its own text-to-image models. A text-to-image model is a neural network that turns a written description, the prompt, into a picture. The Ideogram 4.0 and 4.5 models aim at close prompt following, readable text inside images and reliable editing.",
    "Ideogram 4 is the company's first open-weight model: 9.3 billion parameters, trained from scratch, with quantized weights (stored with fewer bits per number to save memory) on Hugging Face and inference code on GitHub under the Apache 2.0 license. It takes a structured JSON prompt with bounding-box layout and color-palette controls and produces native 2K images. Ideogram also offers a web workspace with apps such as background and object removal, one API that reaches its own and other labs' image and video models, and an MCP connection for AI agents.",
    "The weights are free for research and personal projects under a non-commercial agreement. Commercial self-hosting needs a monthly license with an image allowance, or an Enterprise license for customer-facing products. The hosted app is sold as subscriptions, the API per request."
   ],
   "maker": "Ideogram, Inc.",
   "links": {
    "docs": "https://developer.ideogram.ai/ideogram-api/api-overview",
    "pricing": "https://ideogram.ai/pricing/",
    "github": "https://github.com/ideogram-oss/ideogram-4"
   },
   "page": "https://aiolum.com/tool/ideogram/"
  },
  {
   "slug": "microsoft-copilot",
   "name": "Microsoft Copilot",
   "job": "models",
   "definition": "Microsoft's AI chat assistant: on the web, in a mobile app and inside Microsoft 365 apps, it answers questions and drafts, summarizes and analyzes content.",
   "url": "https://copilot.microsoft.com/",
   "price": "Free version with limits; Microsoft 365 Personal with Copilot US$9.99 a month (monthly billing)",
   "readOn": "2026-10-28",
   "freeTier": "yes: limited free version",
   "about": [
    "Microsoft Copilot is an AI assistant from Microsoft. It is a chat service built on large language models (LLMs), programs trained on large amounts of text that answer questions and write text. The consumer version runs on the web at copilot.microsoft.com and as a mobile app, and Copilot is also built into the Microsoft 365 apps.",
    "A user types or speaks a request. The standalone assistant answers questions, brainstorms ideas, gathers information and creates content. Paid plans add more use of visual help from the screen or camera, AI-generated audio and AI image creation. Inside Word, Excel, PowerPoint and Outlook, Copilot drafts documents, analyzes data, builds presentations and summarizes email. Microsoft states that Copilot brings several AI models together and can choose a model for each request by weighing accuracy, speed and cost.",
    "Microsoft offers a limited free version of Copilot, subject to available capacity and usage limits. Higher limits and Copilot in the desktop Office apps come with Microsoft 365 subscriptions for individuals (Personal, Family, Premium and Pro), billed monthly or yearly."
   ],
   "maker": "Microsoft",
   "links": {
    "pricing": "https://www.microsoft.com/en-us/copilot/pricing/individuals"
   },
   "page": "https://aiolum.com/tool/microsoft-copilot/"
  },
  {
   "slug": "moonshot-ai",
   "name": "Moonshot AI",
   "job": "models",
   "definition": "An AI company that trains the Kimi family of large language models and sells access to them through the Kimi API, billed per token.",
   "url": "https://www.moonshot.ai/",
   "price": "Pay per use through the Kimi API: Kimi K3.1 Pro US$2.00 per million input tokens and US$10.00 per million output tokens",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Moonshot AI is an AI company that trains large language models (LLMs), programs trained on large amounts of text to understand and generate language and code. Its model family is called Kimi. The company runs the Kimi chat app and the Kimi API Platform for developers.",
    "The current flagship models, Kimi K3 and Kimi K3.1 Pro, accept text and images and have a context window of 1 million tokens: the amount of text a model can read in one request, where a token is a piece of a word. Kimi K3 has 2.8 trillion parameters, the learned numbers inside the model. A developer sends requests to the Kimi API and can use tool calling, in which the model asks the program to run a function; official tools include web search, memory, Python code execution and URL fetching. Moonshot AI publishes some models openly on GitHub, including Kimi K3.",
    "The API is pay per use. Each model has a price per million input tokens and per million output tokens, with a lower price for cached input."
   ],
   "maker": "Moonshot AI",
   "links": {
    "docs": "https://platform.kimi.ai/docs/overview",
    "pricing": "https://platform.kimi.ai/docs/pricing/chat",
    "github": "https://github.com/MoonshotAI"
   },
   "aka": [
    "Moonshot AI API"
   ],
   "page": "https://aiolum.com/tool/moonshot-ai/"
  },
  {
   "slug": "perplexity-api",
   "name": "Perplexity API",
   "job": "models",
   "definition": "Perplexity's developer APIs: a program sends a query and gets ranked live web results, or answers grounded in web search with citations, billed per request or per token.",
   "url": "https://www.perplexity.ai/api-platform",
   "price": "Search API: US$5.00 per 1,000 successful requests (Fast Search: US$1.00 per 1,000)",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "The Perplexity API Platform is the developer offer of Perplexity, the AI search company. It is a set of web APIs, interfaces that another program calls over the internet, that give software access to Perplexity's real-time web search and to language models. Perplexity states that its own product runs on the same building blocks.",
    "The Search API is one endpoint, POST /search. A program sends a query, or up to five related queries, and gets back ranked web results as JSON: for each result the page title, URL, a snippet of text extracted from the page, and the publication and update dates. There is no generated answer. Filters limit the results to chosen domains, languages, dates or a country. The Agent API instead returns answers grounded in web search, with citations, and can also call models from OpenAI, Anthropic, Google and xAI. The Embeddings API turns text into vectors for semantic search.",
    "The platform is pay per use. The Search API is billed per successful request, with no token charges; the Embeddings API is billed per token."
   ],
   "maker": "Perplexity AI",
   "links": {
    "docs": "https://docs.perplexity.ai/docs/getting-started/overview",
    "pricing": "https://docs.perplexity.ai/docs/getting-started/pricing"
   },
   "page": "https://aiolum.com/tool/perplexity-api/"
  },
  {
   "slug": "qwen",
   "name": "Qwen",
   "job": "models",
   "definition": "A family of open-weight large language models from Alibaba's Qwen team, including Qwen3-Coder for writing code; companies run them locally or call them through Alibaba Cloud's API.",
   "url": "https://qwen.ai/",
   "price": "API, pay per use on Alibaba Cloud Model Studio (international): US$0.30 per million input tokens and US$1.50 per million output tokens for qwen3-coder-flash, requests up to 32K tokens; open weights are free",
   "readOn": "2026-10-28",
   "freeTier": "open weights free; 1 million free API tokens in Singapore for 90 days",
   "about": [
    "Qwen is the series of large language models and multimodal models made by the Qwen Team of Alibaba Group. A large language model (LLM) is a neural network trained on very large amounts of text to predict the next token, so that it can answer questions, write text and write code. The Qwen models handle text generation, tool use, image and audio understanding, and more than 100 languages.",
    "Qwen3-Coder is the code version of Qwen3. Its largest variant, Qwen3-Coder-480B-A35B-Instruct, is a Mixture-of-Experts (MoE) model: of its 480 billion parameters, only 35 billion are active for each token, because each token goes to 8 of its 160 expert sub-networks. It reads 256K tokens of context natively, extendable to 1M, and it works inside coding agents such as Qwen Code, Cline and Claude Code through a special function call format.",
    "The weights are open: they are published on Hugging Face and ModelScope under the Apache 2.0 license and run locally with tools such as vLLM, SGLang, llama.cpp and Ollama. Alibaba Cloud Model Studio also sells the models through an API, billed per million tokens."
   ],
   "maker": "Qwen Team, Alibaba Group",
   "links": {
    "docs": "https://qwen.readthedocs.io/en/latest/",
    "pricing": "https://www.alibabacloud.com/help/en/model-studio/model-pricing",
    "github": "https://github.com/QwenLM"
   },
   "page": "https://aiolum.com/tool/qwen/"
  },
  {
   "slug": "recraft",
   "name": "Recraft",
   "job": "models",
   "definition": "An AI image company and design tool: its own text-to-image models, such as Recraft V3, create raster images and vector graphics from text prompts, in its app or through an API.",
   "url": "https://www.recraft.ai/",
   "price": "API, pay per use: US$0.04 per image for Recraft V3 and US$0.08 per image for Recraft V3 Vector",
   "readOn": "2026-10-28",
   "freeTier": "Free plan in Recraft Studio; images are public and not for commercial use",
   "about": [
    "Recraft is an AI image generation company and design tool for designers, illustrators and marketers. It trains its own text-to-image models, which turn a written description (a prompt) into an image, and offers them in its design app, Recraft Studio, and through an API. Recraft was founded in the US in 2022 and is headquartered in London.",
    "Recraft V3, released in October 2024, generates raster images and, as a second model, vector images (graphics described by shapes instead of pixels, so that they scale without loss). It renders text inside images, can place text at given positions, and keeps a consistent style from a few example images without retraining. An Artistic level parameter moves results from standard images to less conventional compositions. Newer models, V4 and V4.1, are also offered. Recraft Studio adds an infinite canvas for real-time collaboration and editing tools such as background removal, upscaling and vectorizing.",
    "Recraft Studio is sold as subscriptions with monthly credits, and a Free plan exists for public, non-commercial images. The API is billed per request in prepaid API units."
   ],
   "maker": "Recraft, Inc.",
   "links": {
    "docs": "https://www.recraft.ai/docs",
    "pricing": "https://www.recraft.ai/pricing"
   },
   "aka": [
    "Recraft API"
   ],
   "page": "https://aiolum.com/tool/recraft/"
  },
  {
   "slug": "runway",
   "name": "Runway",
   "job": "models",
   "definition": "An AI company that makes video generation models such as Gen-4.5 and sells them in a web app for creators and through an API for developers.",
   "url": "https://runway.com/",
   "price": "API, pay per use: credits cost US$0.01 each, and Gen-4.5 video uses 12 credits per second (US$0.12 a second); the Creative app starts at US$12 a month billed annually",
   "readOn": "2026-10-28",
   "freeTier": "yes, 125 one-time credits in the app",
   "about": [
    "Runway is an AI company that builds generative models for video, images and audio. A video generation model turns a text prompt, an image or another video into a new video clip. Runway's models include the Gen-4.5 video model and GWM-1, a general world model. It has offices in New York, San Francisco, Seattle, London, Paris, Tel Aviv and Tokyo.",
    "Runway offers three platforms built on the same models. Runway Creative is a cloud-based workspace where people generate and edit video, images and audio, with Runway's models and with models from other labs such as Kling and Seedance, plus 4K upscaling and voice and music generation. Runway Dev is an API: a program sends a generation task with a prompt and input media, using the Node or Python SDK, and receives the finished file. Runway Robotics uses the world model to test robot control policies in photorealistic simulation and to generate synthetic training data.",
    "Runway Creative is a subscription that includes monthly credits, with a free plan of 125 one-time credits. The API is pay per use: each model costs a set number of credits per second of video."
   ],
   "maker": "Runway",
   "links": {
    "docs": "https://docs.dev.runwayml.com/",
    "pricing": "https://runway.com/pricing"
   },
   "page": "https://aiolum.com/tool/runway/"
  },
  {
   "slug": "tripo",
   "name": "Tripo",
   "job": "models",
   "definition": "An AI 3D model generator: it turns a text prompt or an image into a textured 3D model for games, animation, 3D printing and product visuals.",
   "url": "https://www.tripo3d.ai/",
   "price": "Tripo Studio Pro: US$20 a month, billed yearly as US$240 (3,000 credits a month)",
   "readOn": "2026-10-28",
   "freeTier": "free plan, 200 credits a month, non-commercial use",
   "about": [
    "Tripo, from Tripo AI by VAST, generates 3D models with AI. A user types a text prompt or uploads a photo, sketch or concept art, and the model produces a textured 3D model, a mesh of polygons with surface images, that can be downloaded and used at once.",
    "Tripo Studio runs in the browser. It makes two kinds of geometry: High Detail models with up to 2 million polygons, for rendering, effects and 3D printing, and Smart Mesh quad meshes of 500 to 25,000 polygons for game engines. A quad mesh is built from four-sided faces, which animators and game engines handle well. Other tools create PBR texture sets up to 8K (physically based rendering maps: albedo, normal, metallic and roughness), split a model into parts, and rig characters with a skeleton for animation. Exports include GLB, FBX, OBJ and USD, and STL for 3D printers.",
    "Tripo Studio has a free plan with monthly credits for public, non-commercial models, and paid subscriptions with more credits, private models and commercial use. An API is offered to developers."
   ],
   "maker": "VAST (Tripo AI)",
   "links": {
    "docs": "https://developers.tripo3d.ai/",
    "pricing": "https://www.tripo3d.ai/pricing"
   },
   "aka": [
    "Tripo API"
   ],
   "page": "https://aiolum.com/tool/tripo/"
  },
  {
   "slug": "ace-step",
   "name": "ACE-Step",
   "job": "models",
   "definition": "An open-source AI model that generates songs with vocals and instruments from a text description and lyrics, and can edit, remix or extend existing audio.",
   "url": "https://github.com/ace-step/ACE-Step",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "ACE-Step is an open-source foundation model for music generation, co-led by ACE Studio and StepFun. A foundation model is a large model trained on broad data that other tasks are built on; ACE-Step aims to be that base for music tools. Version 1.5 was released in January 2026.",
    "A user gives a style description (short tags or text) and lyrics, and the model returns a full piece of music with vocals and instruments, in 19 languages. Technically it combines diffusion-based generation (a method that turns random noise step by step into audio) with a Deep Compression AutoEncoder and a lightweight linear transformer; it can make up to 4 minutes of music in about 20 seconds on an A100 GPU. Without extra training it can generate variations of a song, repaint (regenerate) one part, and edit lyrics while keeping melody and accompaniment, also on uploaded audio. Fine-tuned LoRA adapters (small add-on weight sets) add tasks such as generating vocals from lyrics and a rap model, RapMachine.",
    "The code and model are free and open source under the Apache 2.0 license; users run them on their own GPU."
   ],
   "maker": "ACE Studio and StepFun (open source)",
   "links": {
    "github": "https://github.com/ace-step/ACE-Step"
   },
   "page": "https://aiolum.com/tool/ace-step/"
  },
  {
   "slug": "ai21-studio",
   "name": "AI21 Studio",
   "job": "models",
   "definition": "AI21 Labs' developer platform: a web console and API through which a program calls AI21's Jamba language models and builds on them.",
   "url": "https://docs.ai21.com/docs/overview",
   "price": "Pay per use (API): Jamba Mini US$0.2 per million input tokens and US$0.4 per million output tokens; Jamba Large US$2 / US$8",
   "readOn": "2026-10-28",
   "freeTier": "free trial: US$10 credits for 7 days",
   "about": [
    "AI21 Studio is the developer platform of AI21 Labs, which its documentation now calls the AI21 Developer Platform. It gives access to AI21's foundation models (large language models trained on broad data and then adapted to tasks), the Jamba family of open models, which AI21 designs for long-context work such as grounded question answering over long documents and RAG (retrieval-augmented generation, where the model first retrieves relevant text and then answers from it).",
    "In the web console at studio.ai21.com a developer tests prompts in a playground, creates API keys and stores files in a file library. Programs call the models through a public REST API or a Python SDK, and the models are also offered on large cloud platforms. The Jamba models can be fine-tuned, that is, trained further on a company's own examples, with full fine-tuning, LoRA or QLoRA.",
    "The API is billed by usage, per million tokens (pieces of text), after a free trial; a custom plan adds private cloud hosting."
   ],
   "maker": "AI21 Labs",
   "links": {
    "docs": "https://docs.ai21.com/docs/overview",
    "pricing": "https://www.ai21.com/pricing/"
   },
   "aka": [
    "AI21"
   ],
   "page": "https://aiolum.com/tool/ai21-studio/"
  },
  {
   "slug": "api-easy",
   "name": "APIYI (API易)",
   "job": "models",
   "definition": "An AI model API reseller: one API key and one balance give access to hundreds of text, image and video models, including Google's Nano Banana and Veo.",
   "url": "https://api.apiyi.com/",
   "price": "Pay per use: Nano Banana Pro images US$0.09 per request (any resolution up to 4K), from a prepaid balance",
   "readOn": "2026-10-28",
   "freeTier": "no; prepaid balance, unused balance refundable within 30 days",
   "about": [
    "APIYI, written API易 in Chinese (易 means easy), is an AI model API hub: a relay service that resells access to models from many providers through one account, one API key and one prepaid balance. Its documentation names APIYI, LLC in the United States as the operating entity and lists more than 400 models from OpenAI, Anthropic, Google, xAI and Chinese labs such as DeepSeek, Qwen and Kimi. The same brand runs apieasy.net, a site focused on Chinese models.",
    "A program sends its requests to APIYI's endpoint instead of the provider's own, in the OpenAI request format or in the native Claude and Gemini formats, and changes models by changing the model name. Image models include Google's Nano Banana series (the Gemini image models, such as Nano Banana Pro, model gemini-3-pro-image, up to 4K resolution), GPT-Image and FLUX; video models include Google's VEO 3.1, Seedance and Wan.",
    "Use is billed per request or per million tokens and drawn from a prepaid balance, with bonuses for larger top-ups and a 30-day refund of unused balance. For the Nano Banana models, the prices are below Google's official prices."
   ],
   "maker": "APIYI, LLC",
   "links": {
    "docs": "https://docs.apiyi.com/en",
    "pricing": "https://docs.apiyi.com/en/api-capabilities/nano-banana-pricing"
   },
   "aka": [
    "API-Easy"
   ],
   "page": "https://aiolum.com/tool/api-easy/"
  },
  {
   "slug": "apple-on-device-model",
   "name": "Apple on-device Foundation Model",
   "job": "models",
   "definition": "Apple's small language model that runs on the user's iPhone, iPad or Mac, called by apps through the Foundation Models framework without a key or per-request fee.",
   "url": "https://developer.apple.com/documentation/foundationmodels",
   "price": "No per-request cost for the on-device model; App Store distribution requires the Apple Developer Program, US$99 a year",
   "readOn": "2026-10-28",
   "freeTier": "yes; on-device inference is free of cost",
   "about": [
    "The Apple on-device Foundation Model is the language model at the core of Apple Intelligence, the AI system in Apple's operating systems. Apple describes it as a compact model of about 3 billion parameters (the learned numbers inside a neural network), optimized to run on Apple silicon. App developers reach it through the Foundation Models framework, a Swift API; in code the model is the SystemLanguageModel class.",
    "The model runs on the device itself, built for low-latency inference with minimal resource use. It is meant for text tasks such as summarization, entity extraction, text understanding, refinement and short dialog, and Apple states that it is not a chatbot for general world knowledge. Guided generation makes the model fill a developer's own Swift data structures, and tool calling lets it call functions in the app. Apple updates the model in routine operating system updates, and it works only on devices and regions that support Apple Intelligence.",
    "Apple describes the on-device inference as free of cost; publishing an app on the App Store requires the paid Apple Developer Program."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/documentation/foundationmodels",
    "pricing": "https://developer.apple.com/programs/"
   },
   "aka": [
    "Apple on-device model"
   ],
   "page": "https://aiolum.com/tool/apple-on-device-model/"
  },
  {
   "slug": "apple-speech-recognition",
   "name": "Apple Speech framework",
   "job": "models",
   "definition": "Apple's built-in speech recognition framework that lets iPhone, iPad, Mac and Vision Pro apps turn live or recorded speech into text.",
   "url": "https://developer.apple.com/documentation/speech",
   "price": "No separate price; distributing apps requires the Apple Developer Program, US$99 a year",
   "readOn": "2026-10-28",
   "freeTier": "yes (free developer account for building and testing on one's own devices)",
   "about": [
    "Speech is Apple's framework, a library that is part of the operating system, for speech recognition: it turns spoken words into written text. It is available on iOS and iPadOS 10 and later, macOS 10.15 and later, Mac Catalyst and visionOS, and it gives an app the same kind of recognition that keyboard dictation uses, but without the keyboard, for example to understand spoken commands.",
    "An app feeds it live audio from the microphone or audio from a file. In the current API, a SpeechAnalyzer object manages an analysis session and passes time-coded audio to modules: SpeechTranscriber transcribes normal conversation, DictationTranscriber works like system dictation and supports older devices, and SpeechDetector performs voice activity detection (finding the parts of the audio that contain speech). Results include the transcription, alternative interpretations and confidence levels. The AssetInventory class downloads the language-specific model assets the device needs, and custom language models can add a specialized vocabulary.",
    "The framework has no separate price; distributing apps requires the paid Apple Developer Program."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/documentation/speech",
    "pricing": "https://developer.apple.com/programs/"
   },
   "aka": [
    "Apple Speech Recognition"
   ],
   "page": "https://aiolum.com/tool/apple-speech-recognition/"
  },
  {
   "slug": "azure-document-intelligence",
   "name": "Azure Document Intelligence",
   "job": "models",
   "definition": "A Microsoft Azure cloud service that reads documents such as PDFs, forms and invoices with AI models and returns their text, tables and layout as structured data.",
   "url": "https://azure.microsoft.com/en-us/products/ai-foundry/tools/document-intelligence",
   "price": "Pay per use: US$10 per 1,000 pages for the prebuilt models, including Layout (S0 tier, US East region); the Read model US$1.50 per 1,000 pages",
   "readOn": "2026-10-28",
   "freeTier": "yes, 500 pages a month",
   "about": [
    "Azure Document Intelligence is a Microsoft Azure cloud service that reads documents with AI models and returns their content as data. Microsoft now lists it as part of Azure Content Understanding in Foundry Tools. It uses OCR (optical character recognition, which turns an image of text into characters) and then finds the structure: key-value pairs, tables, titles, paragraphs and selection marks such as checkboxes.",
    "A program sends a document, such as a scanned form, a receipt or an invoice, to the REST API and receives structured data back. The Layout model returns the text together with its structure; other prebuilt models read receipts, invoices, ID documents, W-2 tax forms and contracts. A customer can also train a custom extraction model on its own forms from only a few sample documents. The service runs in the Azure cloud, or in containers on premises and at the edge.",
    "It is a pay-per-use cloud service billed per 1,000 pages, with a free tier of 500 pages a month and discounted monthly commitment tiers for high volume."
   ],
   "maker": "Microsoft",
   "links": {
    "pricing": "https://azure.microsoft.com/en-us/pricing/details/document-intelligence/"
   },
   "page": "https://aiolum.com/tool/azure-document-intelligence/"
  },
  {
   "slug": "azure-openai-service",
   "name": "Azure OpenAI Service",
   "job": "models",
   "definition": "Microsoft's cloud service that runs OpenAI's language and reasoning models on Azure, so a business's software can generate text through an API.",
   "url": "https://azure.microsoft.com/en-us/products/ai-foundry/models/openai/",
   "price": "Pay per use, by model: for example GPT-5.4 mini (Global Standard) US$0.75 per million input tokens and US$4.50 per million output tokens",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "Azure OpenAI Service is Microsoft's cloud service that runs OpenAI's language, reasoning and multimodal models on Microsoft Azure. Microsoft now presents it as Azure OpenAI in Foundry Models, part of its Microsoft Foundry platform. A language model is a neural network that reads text and writes new text, such as an answer, a summary or an email.",
    "A developer deploys a chosen model, sends requests to its API and receives generated text, audio or images back. Around the models, the service adds Azure features: data privacy controls, a choice of regional, data-zone or global processing, tools that filter harmful content, fine-tuning of a model on a company's own data, and connections to other Azure services such as Cosmos DB and Azure AI Search.",
    "Use is billed per million tokens (a token is a piece of a word) with pay-per-use pricing, or as reserved capacity in Provisioned Throughput Units (PTUs). The Batch API returns results within 24 hours at half the Global Standard price."
   ],
   "maker": "Microsoft (models by OpenAI)",
   "links": {
    "pricing": "https://azure.microsoft.com/en-us/pricing/details/azure-openai/"
   },
   "page": "https://aiolum.com/tool/azure-openai-service/"
  },
  {
   "slug": "baseten",
   "name": "Baseten",
   "job": "models",
   "definition": "An AI inference platform: it runs open-source and custom AI models on GPUs and serves them to other software through APIs, billed by use.",
   "url": "https://www.baseten.co/",
   "price": "Model APIs, pay per use: GLM-5.3 US$1.40 per million input tokens and US$4.40 per million output tokens; no monthly fee on the Basic plan",
   "readOn": "2026-10-28",
   "freeTier": "free credits for new accounts",
   "about": [
    "Baseten is an inference platform. Inference means running a trained AI model to produce answers, as opposed to training it. Baseten runs open-source, fine-tuned and custom models on its own GPU infrastructure, which it calls the Baseten Inference Stack, and serves them to other software over the internet.",
    "It has two main offers. Model APIs give instant access to pre-optimized open models such as GLM, DeepSeek, Kimi and gpt-oss: a program sends text and receives the model's output, priced per token. Dedicated deployments run a customer's own model on GPUs reserved for it, with autoscaling (adding and removing servers as traffic changes) and fast cold starts. Baseten also serves image generation, transcription, text-to-speech and embedding models, and offers training jobs. Models run in Baseten Cloud, in a customer's own VPC (virtual private cloud), or both.",
    "It is a hosted service billed by use: per million tokens for Model APIs and per minute of GPU time for dedicated deployments, with no charge for idle time."
   ],
   "maker": "Baseten",
   "links": {
    "docs": "https://docs.baseten.co/",
    "pricing": "https://www.baseten.co/pricing/",
    "github": "https://github.com/basetenlabs"
   },
   "page": "https://aiolum.com/tool/baseten/"
  },
  {
   "slug": "bytedance-seed3d",
   "name": "ByteDance Seed3D",
   "job": "models",
   "definition": "An image-to-3D AI model from ByteDance Seed: it turns a single image into a textured 3D asset that physics simulators can use directly.",
   "url": "https://seed.bytedance.com/en/seed3d",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Seed3D 1.0 is a 3D generation model from the ByteDance Seed team. It is a foundation model, a large neural network trained on broad data so that it can serve many tasks, and its task is to turn one input image into a 3D asset: a mesh (the geometric surface of an object) with textures and physically based rendering (PBR) materials, which describe how a surface reflects light.",
    "The model generates the geometry and the textures, including multi-view images and PBR materials. A vision-language model (VLM), a model that reads both images and text, estimates the real-world size of each object, so the asset can be imported into physics simulators such as Isaac Sim, which builds collision meshes from the watertight geometry for robot grasping tests. For a whole scene, a VLM finds the objects in an image and their positions, Seed3D generates each object, and the scene is assembled from them, from offices to large urban scenes.",
    "A technical report on the model appeared on arXiv in October 2025. The model is offered on the Ark console of volcengine.com; the downloaded pages show no price."
   ],
   "maker": "ByteDance Seed",
   "page": "https://aiolum.com/tool/bytedance-seed3d/"
  },
  {
   "slug": "bytedance-seedream",
   "name": "ByteDance Seedream",
   "job": "models",
   "definition": "An image generation and editing model from ByteDance Seed: it creates or edits images from text prompts and reference images, sold by API through BytePlus.",
   "url": "https://seed.bytedance.com/en/seedream5_0_lite",
   "price": "Pay per use through BytePlus ModelArk: US$0.035 per output image for Seedream 5.0 Lite; input images free",
   "readOn": "2026-10-28",
   "freeTier": "free-trial offers for new BytePlus users",
   "about": [
    "Seedream is a family of image generation models from the ByteDance Seed team. Seedream 5.0 Lite, the version listed here, is a unified multimodal model: one neural network that takes text and images as input and produces images, so the same model creates new pictures and edits existing ones.",
    "The model follows long, detailed instructions on style and layout, for example for posters, slides, app screens and charts. It has an online search capability, so a prompt can ask for current news, weather or prices and the image shows them. It also infers the intent behind a prompt; one example on the maker's page asks it to annotate the calories of the food in a photo. Sequential generation produces a series of related images from one request.",
    "Developers call the model through ModelArk, the model API platform of BytePlus, ByteDance's enterprise cloud. Use is billed per output image, and input images are free."
   ],
   "maker": "ByteDance Seed (API sold by BytePlus)",
   "links": {
    "pricing": "https://docs.byteplus.com/en/docs/modelark/model-pricing"
   },
   "page": "https://aiolum.com/tool/bytedance-seedream/"
  },
  {
   "slug": "byteplus",
   "name": "BytePlus",
   "job": "models",
   "definition": "ByteDance's enterprise cloud: it sells API access to ByteDance AI models, such as the Seedance video and Seedream image models, plus cloud infrastructure.",
   "url": "https://www.byteplus.com/en",
   "price": "Pay per use: Seedance 2.0 video generation from US$4.3 per million tokens (with video input), through ModelArk",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "BytePlus is an enterprise technology and cloud business built on ByteDance's technology. It launched in March 2021 with personalization, AR and data intelligence services, and it now sells AI models, cloud infrastructure and security services to companies.",
    "Its AI models are served through ModelArk, a platform for calling large models by API with one key, with a browser playground and a command-line tool. The catalog includes ByteDance's Seed models: Seed 2.1 for coding and agents, Seedream for image generation and editing, and Seedance for video. Seedance 2.0 and 2.5 generate video from text together with image, video and audio references, with synchronized sound; Seedance 2.5 makes clips up to 30 seconds long and can edit a generated video. Other products include GPU compute, a Kubernetes service, databases, object storage, a CDN and a web application firewall.",
    "Model use is pay per use: video models are billed per million tokens, image models per image and language models per million input and output tokens. Prepaid plans for Seedance are also sold."
   ],
   "maker": "BytePlus (ByteDance)",
   "links": {
    "docs": "https://docs.byteplus.com/en/docs",
    "pricing": "https://www.byteplus.com/en/pricing"
   },
   "page": "https://aiolum.com/tool/byteplus/"
  },
  {
   "slug": "cartesia",
   "name": "Cartesia",
   "job": "models",
   "definition": "A real-time voice AI service: its API turns text into speech, transcribes speech, clones voices from short clips and runs phone voice agents.",
   "url": "https://www.cartesia.ai/",
   "price": "From US$5 a month (Pro plan: 100K credits, commercial use, instant voice cloning)",
   "readOn": "2026-10-28",
   "freeTier": "yes, 20K credits a month",
   "about": [
    "Cartesia is an AI lab that builds real-time voice models and voice agents. Its models run on state space models (SSMs), a neural network architecture for long sequences such as audio that keeps a compact running state instead of comparing every part of the input with every other part, which keeps latency low. Its team has worked on SSM architectures such as Mamba.",
    "Sonic is the text-to-speech model; it streams the first audio in about 90 milliseconds. Ink is the streaming speech-to-text model, with built-in turn detection that tells when a speaker starts and stops. Voice cloning copies a voice from a 10-second clip into more than 40 languages and accents. Managed Agents combines Ink, a language model chosen by the customer and Sonic into voice agents for phone calls, and handles turn-taking, tools and telephony. The models run in the cloud through regional API endpoints, on-premise or on-device.",
    "Cartesia is a hosted API with a free plan and monthly subscriptions that include credits for the speech models; voice agent calls are billed per minute."
   ],
   "maker": "Cartesia",
   "links": {
    "docs": "https://docs.cartesia.ai",
    "pricing": "https://www.cartesia.ai/pricing",
    "github": "https://github.com/cartesia-ai"
   },
   "page": "https://aiolum.com/tool/cartesia/"
  },
  {
   "slug": "clearbit",
   "name": "Clearbit",
   "job": "models",
   "definition": "A B2B data provider, now part of HubSpot: it adds company and contact facts to CRM records, helps score leads and shows which companies visit a website.",
   "url": "https://clearbit.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "no; enrichment needs a paid HubSpot subscription",
   "about": [
    "Clearbit is a B2B data provider: it supplies facts about companies and business contacts to sales and marketing teams. HubSpot acquired Clearbit in December 2023, and Clearbit is now a native data provider inside HubSpot's CRM, the customer database software. HubSpot's Breeze Intelligence, unveiled at INBOUND 2024, replaces the main functions of Clearbit's free platform, and Clearbit's free tools, such as the Logo API, were shut down during 2025.",
    "Clearbit combines public web data, its own data and large language models into standardized data sets. Enrichment fills in a record from an email address or a company domain: industry codes (NAICS, GICS and SIC), corporate hierarchies, employee range, location, revenue and technologies used, and for contacts the normalized role and seniority. The data helps score and route leads in real time. IP intelligence (matching a visitor's IP address to a company) turns anonymous website traffic into buying-intent signals, and form shortening hides form fields that the data can fill.",
    "Clearbit is now sold as part of HubSpot. HubSpot's data enrichment comes with its paid Starter, Professional and Enterprise subscriptions and does not consume HubSpot Credits."
   ],
   "maker": "Clearbit (part of HubSpot)",
   "links": {
    "docs": "https://knowledge.hubspot.com/records/get-started-with-data-enrichment"
   },
   "page": "https://aiolum.com/tool/clearbit/"
  },
  {
   "slug": "cloudflare-workers-ai",
   "name": "Cloudflare Workers AI",
   "job": "models",
   "definition": "A serverless AI inference service: a program calls open-source models such as Whisper or Llama on Cloudflare's GPUs and pays per use.",
   "url": "https://www.cloudflare.com/products/workers-ai/",
   "price": "Pay per use: US$0.011 per 1,000 Neurons; the Whisper speech-to-text model costs US$0.0005 per audio minute",
   "readOn": "2026-10-28",
   "freeTier": "yes, 10,000 Neurons a day",
   "about": [
    "Workers AI is a serverless inference service from Cloudflare, Inc. Inference means running a trained AI model on new input to get an output; serverless means that the customer does not rent, manage or scale the GPUs (graphics processors) that run the models. The models run on GPUs in Cloudflare's network, in more than 200 cities.",
    "The catalog has more than 50 open-source models for tasks such as text generation, image generation, embeddings, image classification and speech. Code calls a model by name in one call: from a Cloudflare Worker (a small program that runs on Cloudflare's servers), through the REST API from any language, or through the OpenAI SDK, because the API is OpenAI-compatible. For speech, the catalog includes OpenAI's Whisper, a speech recognition model that turns audio into text, translates speech and identifies the language.",
    "Workers AI is a hosted, pay-per-use service. Use is measured in Neurons, a unit for the GPU compute that a request needs, and a free allocation of Neurons each day is included."
   ],
   "maker": "Cloudflare, Inc.",
   "links": {
    "docs": "https://developers.cloudflare.com/workers-ai/",
    "pricing": "https://developers.cloudflare.com/workers-ai/platform/pricing/"
   },
   "page": "https://aiolum.com/tool/cloudflare-workers-ai/"
  },
  {
   "slug": "codeformer",
   "name": "CodeFormer",
   "job": "models",
   "definition": "A research model for face restoration: it turns blurry, damaged or AI-distorted faces in images into clean, detailed faces.",
   "url": "https://shangchenzhou.com/projects/CodeFormer/",
   "price": "Free source code for non-commercial use; commercial use needs permission from the authors",
   "readOn": "2026-10-28",
   "freeTier": "free for non-commercial use",
   "about": [
    "CodeFormer is a face-restoration model: it takes a blurry, noisy or otherwise damaged face in an image and produces a clean, detailed face. Shangchen Zhou, Kelvin C.K. Chan, Chongyi Li and Chen Change Loy of S-Lab, Nanyang Technological University, made it and published it at NeurIPS 2022. The task is called blind face restoration because the kind of damage in the input is not known.",
    "The model first learns a codebook, a fixed set of learned parts of high-quality face images, and a decoder that rebuilds faces from these parts. A Transformer, a type of neural network that models a whole sequence at once, then reads the low-quality face and predicts which codebook entries make up the clean face. A weight w trades quality against fidelity: a smaller w gives a cleaner face, a larger w stays closer to the input. Scripts also process whole images and videos, colorize faces and fill in masked parts of faces.",
    "The PyTorch code and pretrained models are on GitHub under the S-Lab License 1.0, which permits non-commercial use; commercial use requires contacting the authors."
   ],
   "maker": "Shangchen Zhou and co-authors, S-Lab, Nanyang Technological University",
   "links": {
    "github": "https://github.com/sczhou/CodeFormer"
   },
   "page": "https://aiolum.com/tool/codeformer/"
  },
  {
   "slug": "controlnet",
   "name": "ControlNet",
   "job": "models",
   "definition": "A neural network add-on for image models such as Stable Diffusion: a condition image like edges, depth, pose or a pattern controls the layout of the generated picture.",
   "url": "https://github.com/lllyasviel/ControlNet",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "ControlNet is a neural network architecture that adds spatial control to text-to-image diffusion models such as Stable Diffusion. A diffusion model makes an image by starting from random noise and removing noise step by step, guided by a text prompt. ControlNet adds a second input, a condition image such as edges, a depth map, a human pose or a segmentation map, so that the picture follows its layout. Lvmin Zhang, Anyi Rao and Maneesh Agrawala published it at ICCV 2023.",
    "ControlNet copies the weights of the model's encoder blocks into a locked copy, which keeps the original model unchanged, and a trainable copy, which learns the new condition. Zero convolutions, layers whose weights start at zero, join the two, so training starts with no effect on the output and does not damage the original model. Training therefore works with small datasets of image pairs. The repository has pretrained models and demo apps for Canny edges, lines, scribbles, depth, normal maps, pose and segmentation.",
    "The official code and models are free and open source under the Apache 2.0 license."
   ],
   "maker": "Lvmin Zhang, Anyi Rao and Maneesh Agrawala (open source)",
   "links": {
    "github": "https://github.com/lllyasviel/ControlNet"
   },
   "page": "https://aiolum.com/tool/controlnet/"
  },
  {
   "slug": "copyleaks",
   "name": "Copyleaks",
   "job": "models",
   "definition": "A plagiarism and AI-content detection service: it checks text, code and images against web and document sources and reports copied or AI-generated parts.",
   "url": "https://copyleaks.com/",
   "price": "Personal plan: US$13.99 a month billed yearly (US$167.88 a year, 1,200 credits), or US$16.99 billed monthly (100 credits)",
   "readOn": "2026-10-28",
   "freeTier": "free start for students; otherwise paid plans",
   "about": [
    "Copyleaks is a content analysis platform from the company Copyleaks that detects plagiarism and AI-generated content. Plagiarism detection compares a text with other texts to find copied or closely paraphrased passages; AI detection estimates whether a text, image or video was produced by an AI model.",
    "The plagiarism checker compares a document with a database that includes millions of assignments and with pages found by real-time web indexing. It finds paraphrasing, matches translated from other languages and copied source code, in more than 100 languages. The AI detector covers text from models such as ChatGPT, Gemini, DeepSeek and Claude in more than 30 languages, plus AI images and video, and both checks can run in one report. Scans run in the web app, a browser extension, a Google Docs add-on, school LMS integrations, or through the API, with official SDKs for Python, Node.js, Java, C#, PHP and Ruby.",
    "Copyleaks is a hosted service sold as monthly or yearly subscriptions that include a number of credits; extra credits can be bought at any time."
   ],
   "maker": "Copyleaks",
   "links": {
    "docs": "https://docs.copyleaks.com",
    "pricing": "https://copyleaks.com/pricing"
   },
   "page": "https://aiolum.com/tool/copyleaks/"
  },
  {
   "slug": "cube-3d",
   "name": "Cube 3D",
   "job": "models",
   "definition": "A generative AI model from Roblox that creates 3D object meshes from a text prompt, for use in games.",
   "url": "https://github.com/Roblox/cube",
   "price": "Free download; the repository license limits use to research, and the newest weights list an OpenRAIL license",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Cube 3D is a generative AI model from Roblox that creates 3D objects from text. It is the first part of Cube, Roblox's foundation model for 3D intelligence; a foundation model is a large model trained on broad data that can serve many tasks. Roblox's longer goal is a model that helps developers produce whole Roblox experiences, from objects and scenes to rigged characters and scripts.",
    "Cube 3D has two parts. A shape tokenizer, a VQ-VAE (a neural network that compresses data into entries of a learned codebook), turns a 3D shape into a sequence of discrete tokens and back. An autoregressive text-to-shape model then predicts these tokens one after another from a text prompt, the way a language model predicts words. The output is a mesh saved as an .obj file. Version 0.5 adds bounding box conditioning, which sets the overall proportions of the object.",
    "The model weights are on Hugging Face and the inference code is on GitHub, free to download. The repository's license is a research-only RAIL license; the Hugging Face page for version 0.5 lists an OpenRAIL license."
   ],
   "maker": "Roblox Corporation",
   "links": {
    "github": "https://github.com/Roblox/cube"
   },
   "page": "https://aiolum.com/tool/cube-3d/"
  },
  {
   "slug": "deepinfra",
   "name": "DeepInfra",
   "job": "models",
   "definition": "An AI inference cloud: it runs hundreds of open-source AI models on its own GPUs and sells their output to other programs through an OpenAI-compatible API.",
   "url": "https://deepinfra.com/",
   "price": "Pay per use, API: US$0.14 per million input tokens and US$0.42 per million output tokens for DeepSeek-V4.1-Flash (GLM-5.3-Flash: US$0.15 and US$0.50)",
   "readOn": "2026-10-28",
   "freeTier": "no; pay per use without minimums",
   "about": [
    "DeepInfra is an AI inference cloud, a hosted service that runs machine learning models and returns their output to programs over an API. Inference is the step in which a trained model turns an input into an output. The company was founded in September 2022 and runs hundreds of open-source models on its own hardware in US data centers.",
    "A developer sends requests to an OpenAI-compatible API, so code written for OpenAI's SDK works after a change of the base URL. The catalog covers large language models such as DeepSeek, Qwen, Kimi and GLM, as well as embeddings and rerankers, image and video generation, speech recognition and text-to-speech. Under its zero-retention policy, inputs and outputs are not kept; the company is SOC 2 and ISO 27001 certified. Customers can also deploy their own fine-tuned models on dedicated GPUs or rent GPU clusters.",
    "Pricing is pay as used: language models per million input and output tokens, most other models by inference execution time, with no long-term contract."
   ],
   "maker": "DeepInfra",
   "links": {
    "docs": "https://docs.deepinfra.com/",
    "pricing": "https://deepinfra.com/pricing",
    "github": "https://github.com/DeepInfra"
   },
   "page": "https://aiolum.com/tool/deepinfra/"
  },
  {
   "slug": "demucs",
   "name": "Demucs",
   "job": "models",
   "definition": "An open-source music source separation model: it splits a finished song into separate stems such as vocals, drums, bass and the other instruments.",
   "url": "https://github.com/facebookresearch/demucs",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Demucs is an open-source music source separation model, published in the Facebook Research (Meta) repository on GitHub. Source separation means splitting a mixed recording into its parts. Version 4, Hybrid Transformer Demucs (htdemucs), works on both the waveform and the spectrogram of the audio and uses a cross-domain Transformer, a neural network that relates the parts of a sequence through attention.",
    "A user installs the Python package with pip and runs the demucs command on an audio file. The result is one stereo WAV file at 44.1 kHz for each stem: drums, bass, vocals and other; MP3 output is an option. Flags choose the model, for example a fine-tuned or a smaller quantized one, or ask for two stems only, such as vocals and the rest. An experimental six-source model adds guitar and piano. Separation runs on a GPU or on the CPU, and the repository also has the code to train new models.",
    "Demucs is free under the MIT license. Its author has left Meta, so this repository is no longer maintained; his fork at github.com/adefossez/demucs receives only important bug fixes."
   ],
   "maker": "Meta, Facebook Research (open source)",
   "links": {
    "github": "https://github.com/facebookresearch/demucs"
   },
   "page": "https://aiolum.com/tool/demucs/"
  },
  {
   "slug": "deoldify",
   "name": "DeOldify",
   "job": "models",
   "definition": "An open-source deep-learning model that adds color to old black-and-white photos and film footage and reduces their visual defects.",
   "url": "https://github.com/jantic/DeOldify",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "DeOldify is an open-source deep-learning model that colorizes and restores old black-and-white images and film footage. A developer named Jason (GitHub user jantic) started it in 2018. He archived the repository on 19 October 2024, so it receives no more updates.",
    "The model is a generative adversarial network (GAN), in which a generator network makes images and a critic network judges them; here the generator is a pretrained U-Net with self-attention. DeOldify trains it with NoGAN, a method developed in the project that keeps the benefits of GAN training while spending little time on direct GAN training; this removes most glitches and the flicker in video. Three models are offered: artistic and stable for still images, and video for film, which is colorized frame by frame and then rebuilt. The code runs in Google Colab notebooks or on a local machine with the pretrained weights.",
    "DeOldify is free: the code and the pretrained weights are released under the MIT license."
   ],
   "maker": "Jason (GitHub user jantic), open source",
   "links": {
    "github": "https://github.com/jantic/DeOldify"
   },
   "page": "https://aiolum.com/tool/deoldify/"
  },
  {
   "slug": "distil-whisper",
   "name": "Distil-Whisper",
   "job": "models",
   "definition": "An open-source English speech recognition model from Hugging Face: a smaller, faster distilled version of OpenAI's Whisper that turns audio into text with timestamps.",
   "url": "https://github.com/huggingface/distil-whisper",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Distil-Whisper is an open-source speech recognition model from Hugging Face, a distilled version of OpenAI's Whisper for English only. Knowledge distillation trains a smaller student model to copy the outputs of a larger teacher model. Distil-Whisper is about 6 times faster than Whisper and about half its size, and stays within 1% word error rate (WER) on test sets unlike its training data.",
    "The authors kept Whisper's whole encoder unchanged and only two of its decoder layers, then trained on 22,000 hours of pseudo-labelled audio, that is, audio transcribed by Whisper itself, from 10 domains. A developer runs the model with the Hugging Face Transformers library: audio goes in and text comes out, with segment-level timestamps on request; long recordings are split into chunks. The checkpoints also run in whisper.cpp, Transformers.js and Candle. As an assistant model for speculative decoding, it gives exactly Whisper's output about 2 times faster.",
    "Distil-Whisper is free under the MIT license, which allows commercial use."
   ],
   "maker": "Hugging Face (open source)",
   "links": {
    "docs": "https://huggingface.co/distil-whisper/distil-large-v3",
    "github": "https://github.com/huggingface/distil-whisper"
   },
   "page": "https://aiolum.com/tool/distil-whisper/"
  },
  {
   "slug": "evolink",
   "name": "EvoLink",
   "job": "models",
   "definition": "An AI model API gateway: one API key gives access to many providers' language, image, video and audio models, billed per use.",
   "url": "https://evolink.ai/",
   "price": "Pay per use: Seedance 2.0 video from US$0.057 per second of input plus output video (480p, with video input)",
   "readOn": "2026-10-28",
   "freeTier": "free credits at sign-up",
   "about": [
    "EvoLink is an AI model API platform, also called an API gateway: a single service that forwards each request to one of many model providers behind one interface. Its site says it gives access to more than 170 models from over 30 providers, including GPT, Claude, Gemini, Seedance, Kling, Veo and Suno. It is made by a company of the same name.",
    "A developer creates one API key and calls EvoLink in the request format of OpenAI, Anthropic or Google, so existing SDK code works after a change of base URL and key. Video models such as Seedance 2.5 and Seedance 2.0 generate clips from 480p to 4K, with native audio, first-and-last-frame control and reference inputs. Asynchronous jobs with status checks, callbacks and retries are supported. A smart router picks the fastest, cheapest or most reliable provider endpoint for each request and fails over automatically, and a dashboard shows usage and cost in real time.",
    "Pricing is pay per use, per token, image or second of video depending on the model, with free credits at sign-up and no monthly minimum."
   ],
   "maker": "EvoLink",
   "links": {
    "docs": "https://evolink.ai/docs",
    "pricing": "https://evolink.ai/pricing",
    "github": "https://github.com/EvoLinkAI"
   },
   "page": "https://aiolum.com/tool/evolink/"
  },
  {
   "slug": "fashn",
   "name": "FASHN",
   "job": "models",
   "definition": "A fashion AI service whose virtual try-on model shows a garment from a product photo on a chosen person, through a web app or an API.",
   "url": "https://fashn.ai/",
   "price": "API: pay per use from US$0.075 per credit on demand (most tools start at 1 credit per image); app plans from US$19 a month",
   "readOn": "2026-10-28",
   "freeTier": "10 free credits at sign-up",
   "about": [
    "FASHN is a set of AI image and video tools for fashion e-commerce, made by FASHN LTD. Its core is a proprietary virtual try-on model: an image-generation model that takes a photo of a product and a photo of a person and produces an image of that person wearing the product.",
    "The try-on keeps product details such as prints, logos, colors and textures, and keeps the person's face, skin tone, body proportions, pose and background. Inputs can be phone snapshots, existing on-model photos or studio packshots; outputs go up to 4K, and several clothing items and accessories can be combined into one outfit. Other tools turn product photos into on-model shots, swap the model in a photo, make catalog packshots and add short video. An agent picks the right tool from a plain-language request. Developers call the same tools through the FASHN API, and online stores use it for virtual fitting rooms where shoppers upload their own photo.",
    "The web and mobile app is sold as subscriptions billed monthly or yearly, and the API is billed per credit, on demand or through monthly tiers."
   ],
   "maker": "FASHN LTD",
   "links": {
    "docs": "https://docs.fashn.ai/",
    "pricing": "https://fashn.ai/pricing",
    "github": "https://github.com/fashn-AI"
   },
   "page": "https://aiolum.com/tool/fashn/"
  },
  {
   "slug": "firebase-ai-logic",
   "name": "Firebase AI Logic",
   "job": "models",
   "definition": "A Google Firebase service whose client SDKs let mobile and web apps send prompts to Google's Gemini AI models directly, without a separate back-end server.",
   "url": "https://firebase.google.com/docs/ai-logic",
   "price": "Free to use; Gemini API calls are billed per use by the chosen provider, at per-model rates",
   "readOn": "2026-10-28",
   "freeTier": "yes: Firebase AI Logic is free, and the Gemini Developer API has a free tier",
   "about": [
    "Firebase AI Logic is a service in Firebase, Google's platform for building mobile and web apps. It gives apps access to Google's Gemini models, generative AI models that accept text, images, PDFs, video and audio as input. It provides client SDKs (software development kits, libraries that an app includes in its own code) in Swift for Apple platforms, Kotlin and Java for Android, JavaScript for the web, Dart for Flutter, and Unity.",
    "The app sends a prompt from the user's device through the SDK. A Firebase proxy service forwards the request to the chosen Gemini API provider, the Gemini Developer API or the Agent Platform Gemini API (formerly Vertex AI), so the API key stays on the server and is not built into the app. Firebase App Check can reject requests from unauthorized clients, and per-user rate limits are on by default. The SDKs support chat, structured JSON output, image and speech generation, streaming and function calling.",
    "Firebase AI Logic itself is free of charge. Gemini use is billed by the chosen provider on a pay-per-use basis; the Gemini Developer API also has a free tier."
   ],
   "maker": "Google (Firebase)",
   "links": {
    "docs": "https://firebase.google.com/docs/ai-logic",
    "pricing": "https://firebase.google.com/docs/ai-logic/pricing",
    "github": "https://github.com/firebase/"
   },
   "page": "https://aiolum.com/tool/firebase-ai-logic/"
  },
  {
   "slug": "fish-audio",
   "name": "Fish Audio",
   "job": "models",
   "definition": "A voice AI service: a program sends text to its API and receives spoken audio in a chosen or cloned voice; it also transcribes speech to text.",
   "url": "https://fish.audio/",
   "price": "API, pay per use: US$15 per million UTF-8 bytes of text for the S2.1 Pro voice model; web app plans from US$11 a month billed yearly",
   "readOn": "2026-10-28",
   "freeTier": "yes: free credits for the API, and a free web plan",
   "about": [
    "Fish Audio is a voice AI service made by Hanabi AI Inc. Its main product is text-to-speech (TTS), software that turns written text into spoken audio. It also offers voice cloning, which builds a synthetic copy of a voice from a short recording, and speech-to-text transcription.",
    "A developer sends text to the Fish Audio API over REST or a WebSocket stream and receives audio, for example an MP3 file; official SDKs exist for Python and TypeScript. Tags written inside the text, such as [whispering] or [laughing], control emotion and delivery. The platform hosts over 2,000,000 voices uploaded by users, clones a voice from 15 to 30 seconds of audio, and speaks more than 30 languages. Its own models (fish-speech, S1 and S2) are also published as open weights, model files that others can download, under a paid commercial license; running them on a company's own servers is an Enterprise offer.",
    "The API is pay per use, billed by the amount of text, with free credits to start. A web app for creators is sold as a monthly or yearly subscription with a free tier."
   ],
   "maker": "Hanabi AI Inc.",
   "links": {
    "docs": "https://docs.fish.audio",
    "pricing": "https://fish.audio/plan/",
    "github": "https://github.com/fishaudio"
   },
   "page": "https://aiolum.com/tool/fish-audio/"
  },
  {
   "slug": "gladia",
   "name": "Gladia",
   "job": "models",
   "definition": "A speech-to-text API: a program sends recorded or live audio and receives a written transcript, with optional analysis such as speaker labels and summaries.",
   "url": "https://www.gladia.io/",
   "price": "Pay per use: from €0.16 per hour of pre-recorded (async) audio, self-serve; real-time from €0.68 per hour",
   "readOn": "2026-10-28",
   "freeTier": "€50 of free credits at sign-up",
   "about": [
    "Gladia is a speech-to-text API, a service that another program calls over the internet to turn spoken audio into written text. Gladia SAS makes it.",
    "A program sends a recorded file through a REST upload (asynchronous, or batch, transcription) or streams live audio over a WebSocket (real-time transcription), and gets a transcript back. Common formats such as MP3, WAV, FLAC and Opus are accepted, in more than 100 languages with automatic language detection. Optional audio intelligence features enrich the transcript: speaker diarization (labelling which speaker said each sentence), translation, subtitles, named entity recognition, removal of personal data (PII redaction), sentiment analysis and summaries. SDKs exist for Python and Node.js, and the API connects to voice-agent tools such as Pipecat, LiveKit and Twilio.",
    "Gladia is a hosted service billed per hour of audio with prepaid credits and no subscription; data can stay in the EU. Enterprise customers can buy an annual plan with custom models."
   ],
   "maker": "Gladia SAS",
   "links": {
    "docs": "https://docs.gladia.io/",
    "pricing": "https://www.gladia.io/pricing"
   },
   "page": "https://aiolum.com/tool/gladia/"
  },
  {
   "slug": "google-translate",
   "name": "Google Translate",
   "job": "models",
   "definition": "Google's machine translation service: people translate text, speech, images, documents and websites in its apps, and programs translate text through the Cloud Translation API.",
   "url": "https://translate.google.com/about/",
   "price": "Cloud Translation API, pay per use: US$20 per million characters above the first 500,000 free characters each month (NMT text translation)",
   "readOn": "2026-10-28",
   "freeTier": "yes, 500,000 API characters a month free",
   "about": [
    "Google Translate is Google's translation service on the web and in apps for Android and iOS. It uses machine translation, in which software translates between languages automatically. For programs, Google Cloud sells the Cloud Translation API, which uses Google's neural machine translation (NMT, a neural network that translates whole sentences) or a translation-specialized large language model.",
    "In the apps a person can type, speak or handwrite text, point the camera at text, hold a conversation across two languages, follow speech with Transcribe, translate uploaded documents without losing their formatting and translate whole web pages; languages can be downloaded for use without an internet connection. A developer instead creates a Google Cloud project, enables the API and calls it through client libraries. The Basic edition suits short, casual text; the Advanced edition adds glossaries, custom models, batch jobs and document translation. Cloud Translation covers 189 languages.",
    "The pages state no price for the apps. The API is billed per character, and the first 500,000 characters each month are free."
   ],
   "maker": "Google",
   "links": {
    "pricing": "https://cloud.google.com/products/translate/pricing"
   },
   "page": "https://aiolum.com/tool/google-translate/"
  },
  {
   "slug": "gpt-image",
   "name": "GPT Image",
   "job": "models",
   "definition": "OpenAI's image generation models: a program sends a text prompt, and optionally images, through the OpenAI API and receives a new or edited image.",
   "url": "https://developers.openai.com/api/docs/guides/image-generation",
   "price": "API, pay per use: US$30 per million image output tokens and US$8 per million image input tokens (gpt-image-2.5 models, standard processing)",
   "readOn": "2026-10-28",
   "freeTier": "no (free tier not supported)",
   "about": [
    "GPT Image is OpenAI's family of image generation models, offered through the OpenAI API, an interface that other programs call over the internet. GPT Image 2 (model gpt-image-2, snapshot of 21 April 2026) generates and edits images from text and image input, supports flexible image sizes and accepts high-fidelity image inputs. The image generation guide now names two newer models: gpt-image-2.5-sunburst, for edits that need precision, and gpt-image-2.5-flare, for fast everyday generation.",
    "Developers reach the models in two ways. The Image API has a Generations endpoint, which creates an image from a text prompt, and an Edits endpoint, which changes part or all of an existing image. The Responses API offers image generation as a built-in tool inside a conversation, which allows multi-turn editing and file IDs as image inputs. Both set quality, size, file format and compression. An organization may have to complete API Organization Verification before it can use GPT Image models.",
    "Use is billed per token, a small unit of text or image data, with separate prices for text input, image input and image output; GPT Image 2 is not available on the free API tier."
   ],
   "maker": "OpenAI",
   "links": {
    "docs": "https://developers.openai.com/api/docs/guides/image-generation",
    "pricing": "https://developers.openai.com/api/docs/pricing"
   },
   "page": "https://aiolum.com/tool/gpt-image/"
  },
  {
   "slug": "gpt-2",
   "name": "GPT-2",
   "job": "models",
   "definition": "An open language model released by OpenAI in 2019: a transformer that writes text by predicting the next word, published as code and weights for fine-tuning.",
   "url": "https://github.com/openai/gpt-2",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "GPT-2 is a large language model from OpenAI, described in the 2019 paper \"Language Models are Unsupervised Multitask Learners\". It is a transformer, a type of neural network for sequences such as text, with 1.5 billion parameters in its largest version. It was trained on 40 GB of Internet text from 8 million web pages with one objective: predict the next word from all the previous words.",
    "Given a prompt, GPT-2 writes a continuation that follows the style and topic of that text. Without task-specific training it also does basic reading comprehension, summarization, translation and question answering. Fine-tuning, which means further training on a smaller dataset, steers it toward one kind of text; OpenAI's example was product reviews conditioned on star rating and category. Because of concerns about misuse, OpenAI released it in stages: a small model in February 2019, larger ones later, and the full 1.5B model with code and weights on 5 November 2019.",
    "The official GitHub repository holds the code and models under a modified MIT license. It is archived: the code is provided as-is, with no updates expected."
   ],
   "maker": "OpenAI (open source)",
   "links": {
    "github": "https://github.com/openai/gpt-2"
   },
   "page": "https://aiolum.com/tool/gpt-2/"
  },
  {
   "slug": "grok-voice",
   "name": "Grok Voice",
   "job": "models",
   "definition": "A voice AI service from SpaceXSI: programs hold real-time spoken conversations with Grok, turn text into speech and transcribe audio through an API.",
   "url": "https://x.ai/api/voice",
   "price": "Pay per use: US$0.08 per minute for speech-to-speech agents; text-to-speech US$15 per million characters",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Grok Voice is the voice part of the Grok API from SpaceX Super Intelligence LLC (SpaceXSI), the company at x.ai that makes the Grok models. It has three services, all powered by Grok: speech-to-speech voice agents, text-to-speech and speech-to-text.",
    "The speech-to-speech API runs full-duplex conversations, in which both sides can speak at once and the caller can interrupt, over a WebSocket connection to the /v1/realtime endpoint with sub-second latency. During a call the agent can reason, call tools and search the web; client-side apps connect with short-lived ephemeral tokens instead of the API key. Text-to-speech offers more than 25 voices in over 25 languages, speech tags for tone, pauses, whispers and laughter, and formats such as PCM, MP3 and WAV. Speech-to-text transcribes files and live streams, with speaker diarization (labeling who said what). Custom voices can be cloned from two minutes of speech.",
    "It is a hosted API billed by usage: per minute of conversation, per million characters of speech and per hour of transcribed audio. Enterprise options include zero data retention."
   ],
   "maker": "SpaceX Super Intelligence LLC (SpaceXSI)",
   "links": {
    "docs": "https://docs.x.ai/developers/model-capabilities/audio/voice",
    "pricing": "https://docs.x.ai/developers/pricing#voice-api-pricing"
   },
   "page": "https://aiolum.com/tool/grok-voice/"
  },
  {
   "slug": "hailuo-ai",
   "name": "Hailuo AI",
   "job": "models",
   "definition": "MiniMax's AI video generator: it turns text prompts or photos into short video clips, in a web app and through the MiniMax API.",
   "url": "https://hailuoai.video/",
   "price": "MiniMax API, pay per use: from US$0.19 per 6-second 768P video (MiniMax-Hailuo-2.3-Fast)",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Hailuo AI is a web app that creates videos and images with AI from text or photos, and Hailuo is also the name of a line of video generation models from MiniMax. MiniMax, founded in early 2022, builds multimodal foundation models: large neural networks that understand and generate text, audio, images, video and music. A video generation model produces a short clip from a text description or from images.",
    "In the app a user writes a prompt or uploads a photo to make a clip; the newest model there is MiniMax H3, which accepts images, video and audio as references. Developers use the models through the MiniMax API. Generation is asynchronous: a program creates a task, polls its status with the task ID and downloads the finished video from a returned URL. Modes include text-to-video, image-to-video from a first or last frame, and generation from reference images, videos or audio. The API price list now shows MiniMax-Hailuo-2.3, Hailuo-2.3-Fast and Hailuo-02 as legacy models, with clips at 512P to 1080P.",
    "The app sells subscriptions; the API is billed per generated video, by model, resolution and length."
   ],
   "maker": "MiniMax",
   "links": {
    "docs": "https://platform.minimax.io/docs/guides/video-generation",
    "pricing": "https://platform.minimax.io/docs/pricing/overview"
   },
   "page": "https://aiolum.com/tool/hailuo-ai/"
  },
  {
   "slug": "happy-horse",
   "name": "HappyHorse",
   "job": "models",
   "definition": "A video generation model from Alibaba that makes short cinematic video clips with sound from a text prompt or images, and edits existing videos.",
   "url": "https://www.happyhorse.com/",
   "price": "API on Alibaba Cloud Model Studio: from US$0.07 per second of 480P output video (happyhorse-1.1-t2v, Singapore region); the HappyHorse website shows its plan prices only by script",
   "readOn": "2026-10-27",
   "freeTier": "yes, limited: 10 seconds of free API video in Singapore; free plan with daily login credits on the website",
   "about": [
    "HappyHorse is a video generation model from Alibaba, developed by its Alibaba Token Hub (ATH) business unit; version 1.0 entered a limited beta in April 2026. The model creates a video clip from a text prompt (text-to-video), animates a still image (image-to-video), or puts a subject from a reference image into a new video. It can also edit an existing video while it keeps the original structure and motion.",
    "Clips are up to 15 seconds long, in 1080p, with several shots, and come with matching audio such as lip-synced dialogue and ambient sound. Through the API, a program sends a prompt and settings for resolution (480P to 1080P), aspect ratio and duration. The call is asynchronous: the program creates a task and then polls for the result, which usually takes 1 to 5 minutes.",
    "HappyHorse is offered on its own website with Free, Standard and Pro plans and credit packs, in Alibaba's Qwen app, and as a pay-per-use API on Alibaba Cloud Model Studio, billed per second of output video."
   ],
   "maker": "Alibaba (Alibaba Token Hub business unit)",
   "links": {
    "docs": "https://www.alibabacloud.com/help/en/model-studio/happyhorse-text-to-video-api-reference",
    "pricing": "https://www.happyhorse.com/pricing"
   },
   "aka": [
    "Happy Horse"
   ],
   "page": "https://aiolum.com/tool/happy-horse/"
  },
  {
   "slug": "heygen",
   "name": "HeyGen",
   "job": "models",
   "definition": "An AI video platform and API that turns a written script into a video of a talking digital presenter, with lip-sync, cloned voices and translation.",
   "url": "https://www.heygen.com/",
   "price": "API, pay as you go: from US$5; the web app's Creator plan is US$29 a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan (3 watermarked videos a month) and a free API start",
   "about": [
    "HeyGen is an AI video platform made by HeyGen, Inc. Its core product is the AI avatar: a digital presenter, made from a recording or a photo of a real person or from ready-made presenters, that speaks any script with matching lip movements.",
    "A user or a program gives a script, an avatar and a voice, and HeyGen renders the video. The avatar engines (Avatar III, IV and V) learn how a person talks and moves from one recording, and the lip-sync works at the level of phonemes (single speech sounds) in 175+ languages and dialects. Video Agent turns a short prompt into a finished video with a presenter, motion graphics and B-roll. Video translation takes an uploaded file or a YouTube link, clones the speaker's voice in another language and re-syncs the lips. Through the API a program posts a request and polls for the finished video; batch calls take up to 100 requests, and a CLI and an MCP server serve AI agents.",
    "HeyGen is a hosted service: a web app with free and monthly subscription plans, an API billed per use from prepaid funds, and enterprise contracts."
   ],
   "maker": "HeyGen, Inc.",
   "links": {
    "docs": "https://developers.heygen.com/docs/quick-start",
    "pricing": "https://www.heygen.com/pricing"
   },
   "page": "https://aiolum.com/tool/heygen/"
  },
  {
   "slug": "hitem3d",
   "name": "Hi3D (formerly Hitem3D)",
   "job": "models",
   "definition": "An AI service, earlier named Hitem3D, that generates detailed, print-ready 3D models from one image or a text prompt, through a web app and an API.",
   "url": "https://www.hi3d.ai/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with 100 credits (attribution required)",
   "about": [
    "Hi3D is an AI 3D creation platform that turns text or images into editable, print-ready 3D models. The old address hitem3d.ai now serves the same Hi3D site. The copyright holder named on the site is Oceano HK Holding Limited.",
    "The main function is image to 3D: from a single picture, the model rebuilds the shape, fills in the hidden parts and adds a texture. The site lists several model generations: v2.1, which has fast and quality modes, and v3.0, which advertises 2048³ geometry and 8K PBR textures (PBR, physically based rendering, means texture maps that describe how a surface reflects light). Text to image models such as Nano Banana and GPT Image 2 can make the input picture first. For 3D printing, Hi3D splits a model into parts with connectors, separates color regions for multi-color printers, and exports STL, OBJ, 3MF, GLB and USDZ files or sends them to a slicer. An API platform and an MCP server give programs access to the models.",
    "Hi3D is a hosted service paid with credits: a free plan with 100 credits, and monthly or yearly subscriptions."
   ],
   "maker": "Oceano HK Holding Limited",
   "links": {
    "pricing": "https://www.hi3d.ai/pricing"
   },
   "aka": [
    "Hitem3D"
   ],
   "page": "https://aiolum.com/tool/hitem3d/"
  },
  {
   "slug": "hunyuan",
   "name": "Hunyuan3D",
   "job": "models",
   "definition": "Tencent's AI models that turn an image or a text prompt into a textured 3D model, offered as downloadable weights and on Tencent's 3D creation website.",
   "url": "https://3d.hunyuan.tencent.com/",
   "price": "Model weights free to download under the Tencent Hunyuan community license",
   "readOn": "2026-10-28",
   "freeTier": "free weights; web platform prices not shown on the downloaded page",
   "about": [
    "Hunyuan3D is the family of 3D generation models in Tencent's Hunyuan AI program. It produces 3D assets: a mesh (a surface built from many small triangles) with a texture painted on it. Tencent offers it as open code on GitHub with model weights on Hugging Face, and through the Tencent Hunyuan 3D creation platform, which is based on version 2.5.",
    "Version 2.1 works in two stages. Hunyuan3D-Shape (3.3 billion parameters) turns an input image into an untextured mesh. Hunyuan3D-Paint (2 billion parameters) then paints PBR textures on it; PBR (physically based rendering) maps describe how light reflects, so metal and skin look real under any lighting. The release includes the full weights and training code, runs on Linux, Windows and macOS, and needs about 29 GB of GPU memory for both stages. The web platform adds text to 3D, 3D animation and texture generation.",
    "The weights are free under the Tencent Hunyuan 3D 2.1 Community License, which excludes the European Union, the United Kingdom and South Korea and requires a separate license above 1 million monthly users."
   ],
   "maker": "Tencent (Tencent Hunyuan)",
   "links": {
    "github": "https://github.com/Tencent-Hunyuan/Hunyuan3D-2.1"
   },
   "aka": [
    "Hunyuan"
   ],
   "page": "https://aiolum.com/tool/hunyuan/"
  },
  {
   "slug": "hyper3d-rodin",
   "name": "Hyper3D Rodin",
   "job": "models",
   "definition": "An AI 3D model generator from Deemos that turns images or text prompts into textured 3D assets, through a web workspace, plug-ins and an API.",
   "url": "https://hyper3d.ai/",
   "price": "API access with the Business plan: US$120 a month billed monthly (US$96 a month billed yearly); a generation costs from 0.5 credit",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan: generate and preview, pay per confirmed result",
   "about": [
    "Rodin is the AI 3D model generator of Hyper3D, a product of Deemos Corporation. It turns a text prompt or one or more reference images into a 3D asset: a mesh (a surface made of many small polygons) with materials, exported in several standard 3D formats such as GLB.",
    "One image is enough for most objects; extra views add detail. A user picks a model tier: older Sketch, Regular, Detail and Smooth tiers, and Gen-2 and Gen-2.5, where a higher effort setting takes from about 4 to 80 seconds. Options include PBR materials (texture maps that describe how light reflects), a smart low-poly mesh, and 3D ControlNet, which guides the shape with a bounding box, voxels or a point cloud. Partial edits change one region without rebuilding the model. Through the API a program submits a text-to-3D, image-to-3D or texture-only job, checks its status and downloads the files. Plug-ins exist for Blender, Unity, Unreal, Godot, Maya and 3ds Max.",
    "Hyper3D is a hosted service with monthly or yearly subscriptions and credits; full API access comes with the Business plan."
   ],
   "maker": "Deemos Corporation",
   "links": {
    "docs": "https://hyper3d.ai/features/api",
    "pricing": "https://hyper3d.ai/pricing"
   },
   "page": "https://aiolum.com/tool/hyper3d-rodin/"
  },
  {
   "slug": "ibm-watson",
   "name": "IBM Watson Natural Language Understanding",
   "job": "models",
   "definition": "IBM's text analysis API: a program sends text and receives the keywords, entities, categories, concepts, sentiment and emotions found in it.",
   "url": "https://www.ibm.com/products/natural-language-understanding",
   "price": "Standard plan, pay per use: from US$0.003 per NLU item",
   "readOn": "2026-10-28",
   "freeTier": "yes, Lite plan: 30,000 NLU items and one custom model a month",
   "about": [
    "IBM Watson Natural Language Understanding (NLU) is a natural language processing service from IBM, offered within the IBM Cloud. Natural language processing (NLP) is software that reads human language and turns it into structured data. NLU is an API that uses deep learning to extract meaning and metadata from unstructured text, such as web pages or documents.",
    "A program sends text to the API and asks for one or more features. The answer lists keywords; entities such as people, places and events; categories from a five-level hierarchy; concepts that the text implies without naming them; sentiment (positive, negative or neutral) and emotions such as joy or anger, for the whole document or for chosen phrases; relations; and semantic roles, which split sentences into subject, action and object. Users can also train custom models for their own labels, entities and relations.",
    "NLU runs as a managed IBM Cloud service or self-hosted. Use is billed per NLU item: a free Lite plan covers a monthly quota, and the Standard plan is pay per use."
   ],
   "maker": "IBM",
   "links": {
    "docs": "https://cloud.ibm.com/docs/natural-language-understanding?topic=natural-language-understanding-getting-started#getting-started",
    "github": "https://github.com/watson-developer-cloud"
   },
   "aka": [
    "IBM Watson"
   ],
   "page": "https://aiolum.com/tool/ibm-watson/"
  },
  {
   "slug": "kie-ai",
   "name": "Kie.ai",
   "job": "models",
   "definition": "An AI API aggregator: one API key and one credit balance give a program access to many other companies' video, image, music and language models.",
   "url": "https://kie.ai/",
   "price": "Pay per use with prepaid credits: Google Veo 3.1 Fast 1080p video US$0.325 per video (Veo 3.1 Lite US$0.175); no monthly fee",
   "readOn": "2026-10-28",
   "freeTier": "free credits to test",
   "about": [
    "Kie.ai is an AI API platform, an aggregator that resells access to generative models made by other companies through one programming interface. With one API key a developer can call video models such as Veo, Kling and Seedance, image models such as GPT Image and Nano Banana, Suno for music, and language models such as GPT, Claude, Gemini and Grok. It is operated by NEXUSAI SERVICES LLC of Denver, Colorado, USA.",
    "All models share one parameter schema, so a program switches models by changing one parameter. The program sends an asynchronous request (it submits a generation task and does not wait for the result); when the video or image is ready, Kie.ai calls a webhook URL that the program gave it, or the program polls for the status. A browser playground tests each model before any code is written.",
    "It is a hosted pay-per-use service with no monthly fee: credits are bought in advance, never expire, are spent per image, per video, per second of video or per million tokens, and are not charged for failed tasks."
   ],
   "maker": "NEXUSAI SERVICES LLC",
   "links": {
    "docs": "https://docs.kie.ai/",
    "pricing": "https://kie.ai/pricing"
   },
   "aka": [
    "kie.ai"
   ],
   "page": "https://aiolum.com/tool/kie-ai/"
  },
  {
   "slug": "llama",
   "name": "Llama",
   "job": "models",
   "definition": "Meta's family of large language models whose weights anyone can download, fine-tune and run on their own servers or devices.",
   "url": "https://dev.meta.ai/llama",
   "price": "Free to download under Meta's Llama Community License",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Llama is a family of large language models made by Meta. A large language model is a neural network trained on large amounts of text to predict the next word, so it can answer questions and write text. Meta publishes the model weights (the learned parameters) for anyone to download.",
    "The Llama 3 family covers Llama 3, 3.1, 3.2 and 3.3. The first Llama 3 release had pre-trained and instruction-tuned models of 8B to 70B parameters (B means billion). Llama 3.1 added a 405B model; Llama 3.2 added 1B and 3B text models for phones and edge devices and 11B and 90B models that also read images; Llama 3.3 is a 70B text model. The newer Llama 4 models are natively multimodal and use a mixture-of-experts architecture, in which each input activates only part of the network. Developers fine-tune the models and run them on their own servers, on Mac, Linux or Windows, or in the cloud.",
    "The weights are free to download under Meta's Llama Community License, a royalty-free license that requires companies with more than 700 million monthly active users to ask Meta for a separate license."
   ],
   "maker": "Meta Platforms, Inc.",
   "links": {
    "docs": "https://dev.meta.ai/llama/docs/getting-the-models/",
    "github": "https://github.com/meta-llama/llama"
   },
   "page": "https://aiolum.com/tool/llama/"
  },
  {
   "slug": "llava",
   "name": "LLaVA",
   "job": "models",
   "definition": "An open vision-language model from university and Microsoft researchers: it reads an image with a text question and answers in text.",
   "url": "https://llava-vl.github.io/",
   "price": "Free and open source code; model and data licensed for research use only",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "LLaVA (Large Language and Vision Assistant) is an open vision-language model, a model that takes an image together with a text instruction and answers in text. Its authors are Haotian Liu, Chunyuan Li, Qingyang Wu and Yong Jae Lee of the University of Wisconsin-Madison, Microsoft Research and Columbia University; the first paper was presented at NeurIPS 2023.",
    "LLaVA connects a pre-trained CLIP ViT-L/14 visual encoder (a network that turns an image into numeric features) to the language model Vicuna through a simple projection matrix. Training has two stages: first only the projection is trained, so that image features line up with the language model; then the projection and the language model are fine-tuned on 158,000 image-and-instruction examples that GPT-4 generated. Later versions, LLaVA-1.5 and LLaVA-NeXT, improved accuracy, processed more pixels per image and added larger language models such as Llama 3 and Qwen.",
    "The code is open source under the Apache 2.0 license, and the model weights and training data are free to download. The authors state that data, code and checkpoints are licensed for research use only."
   ],
   "maker": "Haotian Liu, Chunyuan Li, Qingyang Wu and Yong Jae Lee (University of Wisconsin-Madison, Microsoft Research, Columbia University)",
   "links": {
    "github": "https://github.com/haotian-liu/LLaVA"
   },
   "page": "https://aiolum.com/tool/llava/"
  },
  {
   "slug": "lm-studio",
   "name": "LM Studio",
   "job": "models",
   "definition": "A desktop app that downloads open large language models and runs them on the user's own computer, with a local API for other software.",
   "url": "https://lmstudio.ai/",
   "price": "Free for running local models; Bionic+ cloud plan US$20 a month",
   "readOn": "2026-10-28",
   "freeTier": "free for local models",
   "about": [
    "LM Studio is a desktop application for running large language models locally, on the user's own computer instead of on a hosted provider's servers. Its maker is Element Labs, Inc. The current app, LM Studio Bionic, adds an AI agent that creates and edits documents, writes code and controls the computer.",
    "Users download open models inside the app and use them for chats or agent tasks. The models run on the LM Studio runtime, which uses llama.cpp and MLX (Apple's machine learning framework for Apple silicon) underneath. For developers, LM Studio starts a local server with its own REST API and with OpenAI-compatible and Anthropic-compatible endpoints, so software written for those hosted APIs can call a local model instead. TypeScript and Python SDKs and a command-line tool (lms) download models, start the server and script workflows; llmster, the core packaged as a daemon, runs on servers without the graphical app.",
    "Running local models is free. Paid subscriptions add US-hosted cloud inference with open models, with zero data retention: prompts and responses are not stored by the provider."
   ],
   "maker": "Element Labs, Inc.",
   "links": {
    "docs": "https://lmstudio.ai/docs/developer",
    "pricing": "https://lmstudio.ai/pricing",
    "github": "https://github.com/lmstudio-ai"
   },
   "page": "https://aiolum.com/tool/lm-studio/"
  },
  {
   "slug": "lightricks-ltx",
   "name": "LTX",
   "job": "models",
   "definition": "A family of open-weight AI video generation models from LTX, originally part of Lightricks: text, images or audio go in and video comes out, through an API or self-hosted.",
   "url": "https://ltx.io/model",
   "price": "API, pay per use: LTX-2.3 Pro from US$0.04 per second of 720p video (US$0.08 at 1080p); LTX-2.5 Pro from US$0.12 per second",
   "readOn": "2026-10-28",
   "freeTier": "open weights free for companies under US$10M revenue",
   "about": [
    "LTX models (LTX-2, LTX-2.3, LTX-2.5) are multimodal video generation models: AI models that create and edit video from text prompts, still images or audio. They are made by LTX, a lab founded in 2024 that began as a division of Lightricks.",
    "LTX-2.5 is a diffusion transformer, a neural network that turns random noise into video step by step under the guidance of the prompt, with 22 billion parameters and two streams that generate audio and video together. The models do text-to-video, image-to-video and audio-to-video, extend clips, regenerate parts of a video (retake), and upscale to HDR, with output up to 4K. LTX-2.5 adds multi-shot scenes that keep characters and lighting consistent across shots. The API offers each of LTX-2.3 and LTX-2.5 in a fast and a pro variant.",
    "There are two ways to use them. The weights and code are published on GitHub and Hugging Face; LTX-2.5 is free for companies under US$10 million in revenue, with a commercial license for larger ones; they also run in the free LTX Desktop app. The LTX API is a hosted pay-per-use service billed per second of generated video."
   ],
   "maker": "LTX (began as a division of Lightricks)",
   "links": {
    "docs": "https://docs.ltx.io/welcome",
    "pricing": "https://docs.ltx.io/pricing",
    "github": "https://github.com/Lightricks/LTX-2"
   },
   "aka": [
    "Lightricks LTX"
   ],
   "page": "https://aiolum.com/tool/lightricks-ltx/"
  },
  {
   "slug": "mai-image",
   "name": "MAI-Image",
   "job": "models",
   "definition": "Microsoft AI's family of image models: they create images from text prompts and edit existing images, offered to developers through Microsoft Foundry on Azure.",
   "url": "https://microsoft.ai/models/mai-image-2-6/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "MAI-Image is a family of image generation models made by Microsoft AI, part of Microsoft. A text-to-image model creates a picture from a written description (a prompt); the newer versions also edit an existing image according to an instruction. The versions offered on Microsoft Foundry are MAI-Image-2.5, 2.5-Flash, 2.5-Pro, 2.6 and 2.6-Flash; MAI-Image-2.7, an image editing model, entered preview on 27 October 2026.",
    "MAI-Image-2.6 is a diffusion model: it starts from random noise and transforms it step by step into an image that matches the prompt, trained with a flow-matching loss. It accepts text and images as input, can use current web content and documents as context, and makes targeted edits, such as changing objects, layouts or text in an image or removing motion blur. MAI-Image-2.6-Flash costs less than half the price of the flagship model.",
    "Developers deploy the models in Microsoft Foundry, Microsoft's Azure platform for AI models, and call an image generations API and an image edits API, billed by use on an Azure subscription. The MAI Playground lets people try them."
   ],
   "maker": "Microsoft AI (Microsoft)",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-mai-image",
    "pricing": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/microsoft/"
   },
   "page": "https://aiolum.com/tool/mai-image/"
  },
  {
   "slug": "microsoft-mai-transcribe",
   "name": "MAI-Transcribe",
   "job": "models",
   "definition": "Microsoft AI's speech-to-text models, offered as a cloud API: a program sends recorded audio in one of 60 languages and receives a written transcript.",
   "url": "https://microsoft.ai/models/mai-transcribe-2/",
   "price": "Pay per use: US$0.10 per hour of audio for MAI-Transcribe-2 (introductory price; the live streaming model costs US$0.54 per hour)",
   "readOn": "2026-10-28",
   "freeTier": "unknown (the pages read show no free allowance)",
   "about": [
    "MAI-Transcribe is a family of speech-to-text models built in-house by the Microsoft AI team: a model takes recorded audio and returns a written transcript. The current version, MAI-Transcribe-2, transcribes 60 languages and detects the spoken language automatically. Microsoft reports that it ranks first on FLEURS, a public multilingual speech benchmark, with an average word error rate of 5.2%.",
    "A program sends an audio file (WAV, MP3 or FLAC) to the Azure Speech REST API and names the model in the request. Options control the output: speaker diarization splits the transcript by speaker, word-level timestamps give the start and length of every word, keyword biasing takes a list of domain terms such as product names, and the transcription style is either verbatim, with fillers such as \"um\", or clean. The model also handles code switching, speech that moves between two languages. A separate model, MAI-Transcribe-2-Streaming, transcribes live audio in real time.",
    "The models are offered as a cloud API through Microsoft Foundry (Azure Speech), with a web playground for tests, and are billed per hour of audio."
   ],
   "maker": "Microsoft AI (Microsoft)",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/azure/ai-services/speech-service/mai-transcribe"
   },
   "aka": [
    "Microsoft MAI-Transcribe"
   ],
   "page": "https://aiolum.com/tool/microsoft-mai-transcribe/"
  },
  {
   "slug": "meshy-api",
   "name": "Meshy API",
   "job": "models",
   "definition": "An AI 3D generation API: a program sends a text prompt or images and receives a textured 3D model, billed in prepaid credits per request.",
   "url": "https://www.meshy.ai/api",
   "price": "Prepaid credits: meshy-6 image or text to 3D costs 20 to 35 credits per request; credits come with plans from US$20 a month (Pro, billed monthly, 1,000 credits)",
   "readOn": "2026-10-28",
   "freeTier": "free plan with 100 monthly credits; API access from the Pro plan",
   "about": [
    "The Meshy API is the developer interface to the 3D generation models of Meshy LLC. A program uses it to create 3D models from a text prompt or from one or more images: a mesh (the network of points and triangles that describes a 3D surface) plus textures (the images painted on that surface).",
    "A program calls an endpoint such as Text to 3D, Image to 3D or Multi-Image to 3D, chooses a model (for example meshy-6 or the newer meshy-7.1) and a texture resolution of 2K, 4K or 8K, and receives the finished model; webhooks report when a task ends. Text to 3D runs in two requests: a preview mesh, then a refine step that adds textures. Other endpoints retexture, remesh, rig and animate characters, convert file formats and prepare models for 3D printing. An MCP server lets AI agents such as Claude Code or Cursor call Meshy, and plugins connect it to Blender and Unity.",
    "The API is billed in prepaid credits: each request costs a fixed number of credits that depends on the endpoint, the model and the options. Credits come with the paid subscription plans."
   ],
   "maker": "Meshy LLC",
   "links": {
    "docs": "https://docs.meshy.ai/en/api",
    "pricing": "https://docs.meshy.ai/en/api/pricing"
   },
   "page": "https://aiolum.com/tool/meshy-api/"
  },
  {
   "slug": "microsoft-text-to-speech",
   "name": "Microsoft Text to Speech (Azure Speech)",
   "job": "models",
   "definition": "The text-to-speech feature of Microsoft's Azure Speech cloud service: a program sends text and receives natural-sounding speech in one of many neural voices.",
   "url": "https://azure.microsoft.com/en-us/products/ai-foundry/tools/speech",
   "price": "Pay per use: US$15 per million characters for standard neural voices (real-time and batch, US East region); free tier of 0.5 million characters a month",
   "readOn": "2026-10-28",
   "freeTier": "yes: 0.5 million characters a month (Free F0 tier)",
   "about": [
    "Text to speech is a feature of Azure Speech in Foundry Tools (formerly AI Speech), Microsoft's cloud speech service. It converts text into synthesized speech, a process also called speech synthesis. Its standard voices are neural voices, generated by deep neural networks, in more than 100 languages and locales. A business can also create a custom voice for its brand from a set of audio files and their transcripts; access to custom voice is limited for responsible use.",
    "A program sends text through the Speech SDK or the REST API and receives audio in real time; a batch synthesis API produces audio files longer than 10 minutes, such as audiobooks. SSML (Speech Synthesis Markup Language, an XML format) controls pitch, pauses, pronunciation, speaking rate, volume and speaking style. Viseme events return lip and jaw positions that can animate a face. Each standard voice is available at 24 kHz and 48 kHz. Speech Studio offers a no-code tool for creating audio.",
    "Use is billed per character of input text, with no upfront cost, and a free tier exists."
   ],
   "maker": "Microsoft (Azure)",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/azure/ai-services/speech-service/text-to-speech",
    "pricing": "https://azure.microsoft.com/en-us/pricing/details/speech/"
   },
   "aka": [
    "Microsoft Text to Speech"
   ],
   "page": "https://aiolum.com/tool/microsoft-text-to-speech/"
  },
  {
   "slug": "minimax",
   "name": "MiniMax",
   "job": "models",
   "definition": "An AI company that builds its own language, video, speech and music models and sells them through an API; its H3 model turns prompts and reference media into short videos.",
   "url": "https://www.minimax.io/",
   "price": "API, pay per use: MiniMax-H3 video US$0.08 per second of output at 768P (US$0.13 at 2K); MiniMax-H3-Lite from US$0.025 per second at 480P",
   "readOn": "2026-10-28",
   "freeTier": "unknown (the first 5 input images per video task are free)",
   "about": [
    "MiniMax is an AI company, founded in early 2022, that develops its own multimodal foundation models: models that understand and generate several kinds of data, here text, audio, images, video and music. Its model lines include MiniMax M3 for language, MiniMax H3 for video and MiniMax Speech 2.8. Its products include MiniMax Code, MiniMax Design, MiniMax Audio, Talkie, and an open platform with an API for developers.",
    "The video model MiniMax H3 follows the earlier Hailuo 01 and Hailuo 02 models. It takes a text prompt plus optional images, video clips and audio, and generates a video of 4 to 15 seconds at 768p or 2K resolution, with native stereo sound. Its modes are text-to-video, image-to-video from a first and a last frame, and reference generation, which copies a character, motion, camera movement or voice from the inputs. A program creates a generation task through the API, polls its status with the task ID, and downloads the finished video.",
    "API use is billed per second of output video for video models and per million tokens for language models; audio and video packages are also sold."
   ],
   "maker": "MiniMax",
   "links": {
    "docs": "https://platform.minimax.io/docs/guides/video-generation",
    "pricing": "https://platform.minimax.io/docs/pricing/overview"
   },
   "page": "https://aiolum.com/tool/minimax/"
  },
  {
   "slug": "nano-banana",
   "name": "Nano Banana",
   "job": "models",
   "definition": "Google's family of Gemini image models, which create and edit pictures from text instructions and reference images, in the Gemini app or through the Gemini API.",
   "url": "https://deepmind.google/models/gemini-image/",
   "price": "Gemini API paid tier, pay per use: US$0.039 per generated image for Gemini 2.5 Flash Image, the original Nano Banana (deprecated); newer models are priced per million tokens",
   "readOn": "2026-10-28",
   "freeTier": "no free tier for these models in the Gemini API",
   "about": [
    "Nano Banana is the name that Google DeepMind gives to the native image generation of Gemini, Google's multimodal AI model. Multimodal means that one model reads and writes several kinds of data; here it takes text, images or video as input and returns images. The first model with the name, Gemini 2.5 Flash Image, is now the legacy member of a family that also includes Nano Banana 2 (Gemini 3.1 Flash Image), Nano Banana 2.1, Nano Banana 2 Lite and Nano Banana Pro (Gemini 3 Pro Image).",
    "A user describes a picture in everyday language, or uploads images with instructions, and keeps the conversation going to refine the result. The newer models render legible text inside images and can use Google Search for real-world facts. Every generated image carries a SynthID watermark, a mark embedded in the image that identifies it as AI-generated.",
    "The models are offered in the Gemini app, in Google AI Studio and, for developers, through the Gemini API with pay-per-use prices. Google deprecated Gemini 2.5 Flash Image and set its shutdown for 2 October 2026."
   ],
   "maker": "Google DeepMind (Google)",
   "links": {
    "docs": "https://ai.google.dev/gemini-api/docs/image-generation",
    "pricing": "https://ai.google.dev/gemini-api/docs/pricing"
   },
   "page": "https://aiolum.com/tool/nano-banana/"
  },
  {
   "slug": "nano-banana-pro",
   "name": "Nano Banana Pro",
   "job": "models",
   "definition": "Google's premium Gemini image model (Gemini 3 Pro Image), which creates and edits detailed images with legible text from prompts and reference images.",
   "url": "https://deepmind.google/models/gemini-image/pro/",
   "price": "Gemini API paid tier, pay per use: US$0.134 per 1K or 2K image and US$0.24 per 4K image; text and image input US$2.00 per million tokens",
   "readOn": "2026-10-28",
   "freeTier": "no free tier for this model in the Gemini API",
   "about": [
    "Nano Banana Pro is the name that Google DeepMind gives to Gemini 3 Pro Image, an image generation model built on Gemini 3. Its model ID in the Gemini API is gemini-3-pro-image. It is the premium member of the Nano Banana family, meant for the most complex visual tasks; the Flash models of the family are faster and cheaper.",
    "The model takes text and reference images and returns new or edited images at 1K, 2K or 4K resolution, in a chosen aspect ratio. It renders sharp, legible text for posters and diagrams and can translate the text inside an image for another market. It keeps up to five characters and up to fourteen objects consistent across images, and it uses Gemini's world knowledge, with optional Google Search grounding, for infographics and accurate scenes. Every generated image carries a SynthID watermark, a mark embedded in the image that identifies it as AI-generated.",
    "The model is available in the Gemini app and Google AI Studio, and to developers through the paid tier of the Gemini API, billed per use: per million input tokens and per generated image."
   ],
   "maker": "Google DeepMind (Google)",
   "links": {
    "docs": "https://ai.google.dev/gemini-api/docs/image-generation",
    "pricing": "https://ai.google.dev/gemini-api/docs/pricing"
   },
   "page": "https://aiolum.com/tool/nano-banana-pro/"
  },
  {
   "slug": "novita-ai",
   "name": "Novita AI",
   "job": "models",
   "definition": "A cloud platform that hosts more than 200 AI models behind one pay-per-token API, and also rents GPUs and sandboxes for AI agents.",
   "url": "https://novita.ai/",
   "price": "Pay per use: GLM 5.1 costs US$1.38 per million input tokens and US$4.4 per million output tokens",
   "readOn": "2026-10-28",
   "freeTier": "free to start; some models listed at US$0",
   "about": [
    "Novita AI is a cloud platform for AI developers. Its main product is a set of serverless model APIs: more than 200 hosted AI models for text, images, audio and video, all reached through one API. Serverless means that the customer does not rent or manage servers; Novita AI runs the models and bills for each use.",
    "A developer creates an API key and sends requests to an OpenAI-compatible API, so code written for OpenAI's API can switch to Novita AI by changing the address and the model name. The catalog includes language models such as DeepSeek V4 Pro, Kimi K2.6, Qwen3.5 and Z.ai's GLM series. For more control, Novita AI also offers dedicated endpoints with isolated resources, GPU instances (rented machines with graphics processors), serverless GPUs, and Agent Sandbox, isolated runtimes in which AI agents run code. Novita AI models are also offered through Hugging Face and Poe.",
    "Use is paid from prepaid account credit. Model APIs are billed by the token, with separate prices for input and output tokens."
   ],
   "maker": "Novita AI",
   "links": {
    "docs": "https://docs.novita.ai/guides/introduction",
    "pricing": "https://novita.ai/pricing"
   },
   "page": "https://aiolum.com/tool/novita-ai/"
  },
  {
   "slug": "nvidia",
   "name": "NVIDIA",
   "job": "models",
   "definition": "NVIDIA's hosted AI inference: NIM API endpoints on build.nvidia.com that run models such as Nemotron and DeepSeek for applications.",
   "url": "https://build.nvidia.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "free access for development and testing",
   "about": [
    "NVIDIA Corporation offers hosted inference for AI models at build.nvidia.com. Inference means running a trained model to get its output, as opposed to training it. The hosted endpoints are NVIDIA NIM APIs. NIM is NVIDIA's family of prebuilt, optimized inference microservices: packaged services that each run one model behind a standard API.",
    "A developer picks a model from the catalog, for example one of NVIDIA's Nemotron models or a DeepSeek model, and calls its endpoint over the internet; the hosted APIs run on NVIDIA DGX Cloud. The same NIM microservices can be downloaded and self-hosted on NVIDIA-accelerated machines in the cloud, a data center or a workstation, so an application can move from the hosted endpoint to its own servers without code changes. The site also lists agent skills, blueprints (reference workflows with code samples) and the NemoClaw agent stack.",
    "Access is free for development and testing: hosted APIs for prototyping, and self-hosted NIM for research and development as part of the NVIDIA Developer Program. For production use, NVIDIA directs customers to an NVIDIA AI Enterprise license."
   ],
   "maker": "NVIDIA Corporation",
   "links": {
    "docs": "https://docs.api.nvidia.com/"
   },
   "page": "https://aiolum.com/tool/nvidia/"
  },
  {
   "slug": "nvidia-nemotron",
   "name": "NVIDIA Nemotron",
   "job": "models",
   "definition": "NVIDIA's family of open AI models for reasoning, vision, speech, retrieval and safety, including a speaker-diarization model that labels who spoke when.",
   "url": "https://www.nvidia.com/en-us/ai-data-science/foundation-models/nemotron/",
   "price": "Free to download (open models); hosted use priced by each inference provider",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "NVIDIA Nemotron is a family of open AI models made by NVIDIA, built mainly for AI agents. Open means that the models and their training data are published on Hugging Face and may be used, changed and deployed commercially under open licenses such as the NVIDIA Open Model License. The family covers reasoning language models, vision-language models, speech, retrieval (document parsing, embeddings and reranking) and safety models.",
    "The speech models do automatic speech recognition, text-to-speech and machine translation. One of them, Nemotron 3 Diarization, performs speaker diarization: it takes audio and outputs which speaker spoke when, for up to eight speakers, on a live stream or on a finished recording, and it can be combined with streaming speech recognition to label each part of a transcript. This model uses the OpenMDW-1.1 license. Nemotron models run on NVIDIA hardware, from RTX PRO workstations and DGX Spark to the cloud.",
    "The models are free to download. NVIDIA also offers free API endpoints for prototyping, and third-party inference providers host Nemotron with usage-based pricing."
   ],
   "maker": "NVIDIA",
   "page": "https://aiolum.com/tool/nvidia-nemotron/"
  },
  {
   "slug": "octoai",
   "name": "OctoAI",
   "job": "models",
   "definition": "A former hosted service that ran generative AI models, such as Llama and FLUX image models, for applications through an API; now closed after joining NVIDIA.",
   "url": "https://web.archive.org/web/20241212191528/https://octo.ai/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "not applicable (closed)",
   "about": [
    "OctoAI was a hosted service for running generative AI models, made by the company OctoAI. It served inference, which means running trained models and returning their output, for models such as Llama 3.1, Mistral NeMo and the image model FLUX.1. It was offered as SaaS (software as a service) or, through its product OctoStack, inside a customer's own environment.",
    "Developers called the models through an API. The service let them mix models, fine-tuned versions and LoRAs (small add-on weight files that adapt a model to a task) at the serving layer. It also offered retrieval-augmented generation with embeddings, function calling for AI agents, and a JSON mode for structured output. OctoAI said its platform was built on systems and compiler technologies that it had pioneered, such as TVM and MLC.",
    "The service is closed. The newest archived copy of its own home page, from 12 December 2024 on the Internet Archive, carries the heading \"OctoAI is now NVIDIA\". In October 2026 the address octo.ai redirects to nvidia.com."
   ],
   "maker": "OctoAI (now part of NVIDIA)",
   "status": "closed",
   "page": "https://aiolum.com/tool/octoai/"
  },
  {
   "slug": "ollama",
   "name": "Ollama",
   "job": "models",
   "definition": "Software that downloads open AI models and runs them on a Mac, Windows or Linux computer, with an optional paid cloud for larger models.",
   "url": "https://ollama.com/",
   "price": "Free and open source for local use; optional cloud Pro plan US$20 a month (monthly billing)",
   "readOn": "2026-10-28",
   "freeTier": "free for local use",
   "about": [
    "Ollama is a runtime for large language models (LLMs, neural networks that read and write text). It downloads open models and runs them on a Mac, Windows or Linux computer, or in Ollama's own cloud. The code is published on GitHub under the MIT license.",
    "After installation, the command `ollama run gemma4` downloads a model and opens a chat with it. A REST API (an HTTP interface, here on the local port 11434) lets other programs send chat requests to the model, and official libraries exist for Python and JavaScript. The `ollama launch` command connects Ollama to coding agents such as Claude Code, Codex and OpenCode. Ollama states that prompts are never stored or used for training.",
    "Running models locally is free and needs no subscription. Cloud models are paid per token (a token is a piece of a word), or through Pro, Max and Team plans that include monthly usage credits."
   ],
   "maker": "Ollama (open source)",
   "links": {
    "docs": "https://docs.ollama.com",
    "pricing": "https://ollama.com/pricing",
    "github": "https://github.com/ollama/ollama"
   },
   "page": "https://aiolum.com/tool/ollama/"
  },
  {
   "slug": "oxford-languages",
   "name": "Oxford Languages",
   "job": "models",
   "definition": "Oxford University Press's language-data business, which licenses dictionary data, word lists, phonetic transcriptions and recorded pronunciations to software makers as datasets and an API.",
   "url": "https://languages.oup.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "free API sandbox with 500 calls",
   "about": [
    "Oxford Languages is the language-data business of Oxford University Press. Its lexicographers, linguists and language technologists compile dictionary content, including the Oxford English Dictionary, and license it to companies as datasets and APIs.",
    "Its pronunciation data combines IPA transcriptions (the International Phonetic Alphabet, a standard set of symbols for speech sounds), stress patterns and syllable boundaries, and audio recorded by professional voice artists, with metadata such as preferred and variant forms and regional labels. It covers American and British English, Hindi and Spanish, and is delivered as bulk datasets, through an API, or as tailored subsets. The Oxford Dictionaries API covers 35 languages, returns definitions, pronunciations, word origins, translations and inflections, and can be used from Java, Node, Objective-C, Python, Swift and .NET/C#.",
    "Datasets are licensed after contact with the sales team. The self-service Oxford Dictionaries API has a free sandbox with 500 calls; the pages read show no prices."
   ],
   "maker": "Oxford University Press",
   "links": {
    "docs": "https://developer.oxforddictionaries.com/",
    "pricing": "https://account.oxforddictionaries.com/pricing"
   },
   "page": "https://aiolum.com/tool/oxford-languages/"
  },
  {
   "slug": "p-video",
   "name": "P-Video",
   "job": "models",
   "definition": "A video generation model from Pruna AI that turns a text prompt, an image or audio into a short video clip with sound, through an API.",
   "url": "https://www.pruna.ai/p-video",
   "price": "Pay per use: US$0.02 per second of 720p video (US$0.005 in draft mode)",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "P-Video is a video generation model made by Pruna AI. A video generation model is a neural network that produces video frames from a description. P-Video accepts text, image and audio input and produces clips of up to 15 seconds, with or without sound, at 720p or 1080p.",
    "A program calls Pruna's prediction API with the model name p-video; the model is also offered through other inference providers. It can generate its own audio, including dialogue with lip sync, or use an audio file that the user supplies. A draft mode makes previews four times faster and cheaper, and prompt upsampling expands a short prompt. Pruna recommends prompts built from subject, action, scene, camera, lighting, style and audio. Related models in the same family make a portrait speak, swap characters or edit existing footage.",
    "Pruna sells it pay per use, priced per second of output video, and it can be tried in the Playground of the Pruna user portal."
   ],
   "maker": "Pruna AI",
   "links": {
    "docs": "https://docs.pruna.ai/en/stable/docs_pruna_endpoints/performance_models/p-video.html",
    "pricing": "https://www.pruna.ai/pricing"
   },
   "aka": [
    "p-video"
   ],
   "page": "https://aiolum.com/tool/p-video/"
  },
  {
   "slug": "parasail",
   "name": "Parasail",
   "job": "models",
   "definition": "An inference cloud that runs open AI models such as GLM, Kimi and DeepSeek behind one OpenAI-compatible API and bills per token.",
   "url": "https://www.parasail.io/",
   "price": "Pay per use: GLM-5.3 at US$1.40 per million input tokens and US$4.40 per million output tokens (serverless)",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Parasail is an inference cloud: a service that runs trained AI models on its fleet of GPUs and answers requests from other programs, so the customer does not buy or manage hardware. It hosts 41 or more open and frontier models, among them Z.AI's GLM-5.3, Moonshot's Kimi K3, DeepSeek V4 Flash and MiniMax models, and also customers' own fine-tuned models.",
    "All models are called through one OpenAI-compatible API, an interface that follows the request format of OpenAI's API, so existing client code can be pointed at it. Serverless endpoints have no minimum spend and are billed per million input and output tokens. Elastic endpoints give selected models dedicated GPU performance at 1.25 times the serverless token rates, with no GPU-hour commitment. Dedicated deployments reserve GPUs such as the NVIDIA B300, and batch jobs run offline on spare capacity at lower rates. Parasail states that it applies no hidden quantization, a compression of model weights that can lower quality.",
    "Pricing is pay per use."
   ],
   "maker": "Parasail",
   "links": {
    "docs": "https://docs.parasail.io/parasail-docs",
    "pricing": "https://www.parasail.io/pricing"
   },
   "page": "https://aiolum.com/tool/parasail/"
  },
  {
   "slug": "people-data-labs",
   "name": "People Data Labs",
   "job": "models",
   "definition": "A B2B data provider: software sends a company or person identifier through an API and gets back a standardized profile with firmographics, headcount and contact data.",
   "url": "https://www.peopledatalabs.com/",
   "price": "Company data Pro plan: from US$100 a month for 1,000 records a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to 100 records a month",
   "about": [
    "People Data Labs (PDL) is a B2B data provider made by People Data Labs, Inc. It collects, standardizes and refreshes data about people and companies: a person dataset of about 1.5 billion profiles with resume and contact data, a company dataset with firmographics (company facts such as industry, size and location) and headcount figures, and a job posting dataset taken from company career pages.",
    "The main access is a set of APIs (interfaces that another program calls over the internet) to enrich, search, autocomplete and clean records. Enrichment is a one-to-one match: a program sends what it knows about a company, PDL matches it to one of its company profiles, and returns all the fields of that profile. Larger customers license data feeds delivered through AWS, Google Cloud or Snowflake, or read the data in Snowflake and Databricks; SDKs exist for Python, JavaScript, Ruby, Go and Rust.",
    "PDL is a hosted data service. A free plan gives up to 100 records a month; paid plans are monthly or annual subscriptions priced by record volume."
   ],
   "maker": "People Data Labs, Inc.",
   "links": {
    "docs": "https://docs.peopledatalabs.com/",
    "pricing": "https://www.peopledatalabs.com/pricing/company"
   },
   "page": "https://aiolum.com/tool/people-data-labs/"
  },
  {
   "slug": "pika",
   "name": "Pika",
   "job": "models",
   "definition": "An AI media generation platform that makes video, images and sound from text, images or clips, with its own Pika models and an API to over 100 models.",
   "url": "https://pika.art/",
   "price": "Pika API: US$10 a month membership, plus a price per generation; the app's Starter plan is US$10 a month for 900 credits",
   "readOn": "2026-10-28",
   "freeTier": "yes, free app plan (credit packs only)",
   "about": [
    "Pika is a generative AI platform for video, image and audio, made by Pika Labs. Generative models create new media from a prompt: a text description, a reference image or an existing clip. Pika has its own models, such as Pika 2.5, Pikaframes, Pika Speech, Pika Music and Pika SFX, and also offers models from other labs, such as Seedance, Kling, Veo and Nano Banana.",
    "In the web app, separate tools do single jobs: Video Studio makes anything from short clips to 30-second multi-shot videos, Extend Video generates extra frames to make a clip longer, Pika Soundtrack scores a clip with music and sound effects, Character Studio keeps a character the same across creations, and Product Shot makes product images without a photo shoot. For developers, the Pika API gives one API key for more than 100 image, video, audio and language models, and also works from coding agents.",
    "The app is a subscription paid in monthly credits, with a free plan. The API is a membership with a monthly fee plus a price for each generation."
   ],
   "maker": "Pika Labs",
   "links": {
    "docs": "https://dev.pika.art/",
    "pricing": "https://pika.art/pricing"
   },
   "page": "https://aiolum.com/tool/pika/"
  },
  {
   "slug": "pixal3d",
   "name": "Pixal3D",
   "job": "models",
   "definition": "An open-source research model from Tsinghua University and Tencent ARC Lab that generates a textured 3D mesh of an object from a single photo.",
   "url": "https://github.com/TencentARC/Pixal3D",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Pixal3D is an image-to-3D generation model, a neural network that takes a picture of an object and produces a 3D model of it. It is a research project by Tsinghua University, Tencent ARC Lab and Victoria University of Wellington, accepted to SIGGRAPH 2026, with code published on GitHub.",
    "Earlier methods pass image features to the 3D generator loosely, through attention. Pixal3D instead lifts each pixel's features into 3D space by back-projection (tracing the pixel back along the camera ray), so every pixel has a direct match in 3D. The result has detailed geometry and PBR textures (physically based rendering materials, which describe colour, roughness and metal for realistic lighting). A Python script turns one image into a GLB mesh file; a low-VRAM mode lowers the GPU memory needed, and a multi-view mode uses several photos of the same object. The model works in three stages, sparse structure, shape and texture. The main branch builds on the TRELLIS.2 model; a paper branch reproduces the published results.",
    "Pixal3D is free and open source under the MIT license, with a browser demo on Hugging Face."
   ],
   "maker": "Tsinghua University and Tencent ARC Lab (open source)",
   "links": {
    "github": "https://github.com/TencentARC/Pixal3D"
   },
   "page": "https://aiolum.com/tool/pixal3d/"
  },
  {
   "slug": "pixverse",
   "name": "PixVerse",
   "job": "models",
   "definition": "An AI video generation platform with its own video models: an app or program sends a text prompt or an image and receives a short generated video.",
   "url": "https://pixverse.ai/en",
   "price": "API, pay per use: 225 credits per US$1; PixVerse V6 at 720p without audio uses 9 credits per second (about US$0.20 for 5 seconds)",
   "readOn": "2026-10-28",
   "freeTier": "yes, free basic web plan",
   "about": [
    "PixVerse is an AI video generation platform with its own proprietary video models. A video generation model is a neural network that creates a video clip from a text prompt, an image or reference material. The service is operated by AIVORA PTE. LTD., based in Singapore; its site says PixVerse was founded in 2023.",
    "The main model, PixVerse V6, makes video from text or images with multi-shot options, camera direction and optional generated audio; its API offers clips of 1 to 15 seconds at up to 1080p. In image-to-video, a still image is set in motion following a prompt. The web app adds templates, effects, lip sync, consistent characters, a node-based Canvas, a chat Agent and a command-line tool. Developers send a generation request to the REST API with an API key, then check the task status or receive a webhook when the video is ready. The platform also offers third-party models such as Seedance and MiniMax.",
    "The web app is a subscription with monthly credits and a free basic plan. The API is billed separately, pay per use in credits per second of video."
   ],
   "maker": "PixVerse (AIVORA PTE. LTD.)",
   "links": {
    "docs": "https://docs.platform.pixverse.ai/"
   },
   "page": "https://aiolum.com/tool/pixverse/"
  },
  {
   "slug": "pyannote-ai",
   "name": "pyannoteAI",
   "job": "models",
   "definition": "A speech AI service for speaker diarization: it finds who spoke when in a recording or live audio and labels the transcript by speaker, through an API.",
   "url": "https://www.pyannote.ai/",
   "price": "API Developer plan: €19 a month, which includes €19 of usage credit; the open-source pyannote.audio library is free",
   "readOn": "2026-10-28",
   "freeTier": "30-day free trial without a credit card; open-source library free",
   "about": [
    "pyannoteAI is a speech AI platform for speaker diarization, the task of finding who spoke when in a recording. The company grew out of pyannote.audio, an open-source toolkit with more than 1 billion downloads and more than 10 years of academic research; its co-founders are Hervé Bredin, Vincent Molina and Juan Coria.",
    "A developer sends a recorded audio file or a live audio stream to the API and receives time segments labeled by speaker. Speaker identification matches a voice to a known person through a stored voiceprint, across files and sessions. Speaker separation splits overlapping voices into clean individual audio streams. STT orchestration combines the diarization with the output of a speech-to-text (STT) model in one call, which gives a transcript with each line assigned to a speaker. pyannoteAI states up to 52% lower error than other diarization services. The models run in its cloud, on premises or at the edge.",
    "The open-source library is free. The hosted API is a monthly subscription that includes usage credit, spent at a rate per hour of processed audio; Enterprise customers get volume pricing and on-premise deployment."
   ],
   "maker": "pyannoteAI",
   "links": {
    "docs": "https://docs.pyannote.ai/introduction",
    "pricing": "https://www.pyannote.ai/pricing",
    "github": "https://github.com/pyannote"
   },
   "aka": [
    "pyannote.ai"
   ],
   "page": "https://aiolum.com/tool/pyannote-ai/"
  },
  {
   "slug": "qwen3-asr",
   "name": "Qwen3-ASR",
   "job": "models",
   "definition": "Open-weight speech recognition models from Alibaba Cloud's Qwen team that turn speech in 52 languages and dialects into text, live or from files, and can run locally.",
   "url": "https://github.com/QwenLM/Qwen3-ASR",
   "price": "Free and open source (open weights); also offered through Alibaba Cloud's DashScope API",
   "readOn": "2026-10-28",
   "freeTier": "open weights free",
   "about": [
    "Qwen3-ASR is an open-source series of automatic speech recognition (ASR) models, which turn spoken audio into text, developed by the Qwen team at Alibaba Cloud. The series has two recognition models, Qwen3-ASR-1.7B and Qwen3-ASR-0.6B (with 1.7 and 0.6 billion parameters), built on the audio understanding of the Qwen3-Omni foundation model, and a forced-alignment model, Qwen3-ForcedAligner-0.6B.",
    "The recognition models identify the language and transcribe speech in 52 languages and dialects: 30 languages and 22 Chinese dialects. They handle speech, singing and songs with background music, work in streaming (live) or offline mode with the same model, and transcribe long audio. The smaller 0.6B model trades some accuracy for speed. The forced aligner predicts timestamps, the start and end time of each word or other unit, for up to 5 minutes of speech in 11 languages. A Python package, qwen-asr, runs the models with the transformers or vLLM backend.",
    "The weights are published on Hugging Face and ModelScope, and the repository is under the Apache-2.0 license, so the models can run locally. Alibaba Cloud also offers Qwen3-ASR through its DashScope API."
   ],
   "maker": "Qwen team, Alibaba Cloud",
   "links": {
    "github": "https://github.com/QwenLM/Qwen3-ASR"
   },
   "page": "https://aiolum.com/tool/qwen3-asr/"
  },
  {
   "slug": "retell-ai",
   "name": "Retell AI",
   "job": "models",
   "definition": "A platform to build, test and run AI voice agents that answer and make phone calls for a business, and chat agents for text.",
   "url": "https://www.retellai.com/",
   "price": "Pay per use: US$0.07 to US$0.31 per minute for voice agents, depending on the model and voice chosen",
   "readOn": "2026-10-28",
   "freeTier": "US$10 of free credit at sign-up",
   "about": [
    "Retell AI is a platform for AI voice agents: programs that hold a spoken phone conversation, answer questions and carry out tasks such as booking an appointment or transferring the call to a person. It also builds chat agents for text and SMS.",
    "Each agent runs on four layers. Telephony brings the call in by phone number, SIP trunk (a standard connection between phone systems over the internet) or web. Speech to text turns the caller's audio into text as the caller talks. A large language model (LLM, a neural network that generates text) chooses the reply from the agent's prompt and tools. Text to speech sends the reply back as audio. Retell runs all four layers and handles turn-taking and interruptions. An agent is defined by one prompt or by a conversation flow drawn on a visual canvas, then tested with simulated calls and monitored with call analytics and transcripts.",
    "Retell is a hosted service with an API (an interface other programs call over the internet). The standard plan is pay per use, billed per minute of call, with free credit at sign-up; the Enterprise plan has custom prices."
   ],
   "maker": "Retell AI",
   "links": {
    "docs": "https://docs.retellai.com/",
    "pricing": "https://www.retellai.com/pricing",
    "github": "https://github.com/RetellAI"
   },
   "page": "https://aiolum.com/tool/retell-ai/"
  },
  {
   "slug": "sense2vec",
   "name": "sense2vec",
   "job": "models",
   "definition": "An open-source Python library and set of pretrained word vectors that find words and phrases with a similar meaning to a given word or phrase.",
   "url": "https://github.com/explosion/sense2vec",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "sense2vec is an open-source Python library from Explosion for word vectors. A word vector is a list of numbers that represents a word, learned from large amounts of text so that words used in similar contexts get similar vectors; word2vec is the best-known method. sense2vec (Trask et al., 2015) extends word2vec: each key combines a word or multi-word phrase with its sense, a part-of-speech tag or an entity label, so \"natural_language_processing|NOUN\" has its own vector.",
    "A program loads a vector package from disk and asks for the vector of a key, its frequency, or its most similar keys; for natural language processing, the nearest keys include machine learning and computer vision. The library also works as a component inside spaCy pipelines, and it can train new vectors from raw text with GloVe or Word2Vec via fastText. Pretrained vectors trained on Reddit comments are offered as downloads: s2v_reddit_2015_md (573 MB, comments from 2015) and s2v_reddit_2019_lg (4 GB, 2019).",
    "sense2vec is free and open source under the MIT License and installs with pip."
   ],
   "maker": "Explosion (open source)",
   "links": {
    "github": "https://github.com/explosion/sense2vec"
   },
   "aka": [
    "Sense2vec"
   ],
   "page": "https://aiolum.com/tool/sense2vec/"
  },
  {
   "slug": "speechmatics",
   "name": "Speechmatics",
   "job": "models",
   "definition": "A speech-to-text service: a program sends recorded or live audio to Speechmatics' API and receives the written transcript, in more than 55 languages.",
   "url": "https://www.speechmatics.com/",
   "price": "Pay per use: speech-to-text from US$0.12 an hour of audio (Melia 1 model, pre-recorded audio); the real-time rate is not shown on the page",
   "readOn": "2026-10-28",
   "freeTier": "US$100 free credit for new accounts",
   "about": [
    "Speechmatics is a company that builds its own speech recognition models and sells them through APIs, interfaces that other programs call over the internet. Its main product is speech-to-text; it also offers text-to-speech.",
    "The Batch API transcribes recorded audio or video files. The Realtime API receives live audio over a WebSocket connection, a connection that stays open in both directions, and returns transcript text continuously, within milliseconds of the spoken words. The models cover more than 55 languages, including speech that switches language in the middle of a sentence, and speaker diarization marks which speaker said each part. The models include Melia 1 (multilingual), Enhanced (highest accuracy for one chosen language), Oak 1 (medical vocabulary) and Linden 1 (for voice agents, with turn detection). Add-ons translate, summarize or find topics. Client libraries exist for Python and JavaScript, and the models can run in Speechmatics' cloud, on the customer's own servers or on a device.",
    "Use is billed per hour of audio, with a different rate for each model; new accounts receive US$100 in free credit."
   ],
   "maker": "Speechmatics",
   "links": {
    "docs": "https://docs.speechmatics.com/",
    "pricing": "https://www.speechmatics.com/pricing",
    "github": "https://github.com/speechmatics"
   },
   "page": "https://aiolum.com/tool/speechmatics/"
  },
  {
   "slug": "stability-ai",
   "name": "Stability AI",
   "job": "models",
   "definition": "A generative AI company whose Stable Diffusion models turn written prompts into images, offered as downloadable models and through a pay-per-use API.",
   "url": "https://stability.ai/",
   "price": "API, pay per use: 1 credit = US$0.01; one Stable Image Core image costs 3 credits; 25 free credits at sign-up",
   "readOn": "2026-10-28",
   "freeTier": "25 free API credits; Community license free under US$1M annual revenue",
   "about": [
    "Stability AI is a generative AI company that trains image, video, 3D and audio models. Its best-known family is Stable Diffusion, text-to-image models that turn a written prompt into a picture. A diffusion model starts from random noise and removes the noise step by step until an image that matches the prompt appears.",
    "Stable Diffusion 3.5 comes as Large (8 billion parameters, the highest quality), Large Turbo (a faster variant that needs only four steps) and Medium (designed to run on consumer hardware). The models can be used in three ways: downloaded and run on the customer's own servers under a license, called through the Stability AI API, which also offers upscaling and image-editing services, or used in Stable Assistant, a web application. Other model families are Stable Audio for music and sound effects, Stable Video, and 3D models that build objects from single images or videos.",
    "The self-hosted Community license is free for organizations with less than US$1 million in annual revenue; larger companies need an Enterprise license. The API is pay per use with prepaid credits."
   ],
   "maker": "Stability AI",
   "links": {
    "docs": "https://docs.stability.ai/getting-started",
    "pricing": "https://docs.stability.ai/pricing"
   },
   "page": "https://aiolum.com/tool/stability-ai/"
  },
  {
   "slug": "stepfun-yuewen",
   "name": "StepFun Open Platform",
   "job": "models",
   "definition": "StepFun's model API platform: programs send text, images or audio and get answers, speech or transcripts back from StepFun's own Step and StepAudio models.",
   "url": "https://platform.stepfun.com/",
   "price": "Pay per use (API, in Chinese yuan): from 0.7 yuan per million input tokens and 2.1 yuan per million output tokens for Step 3.5 Flash; Step Plan monthly subscription also offered",
   "readOn": "2026-10-28",
   "freeTier": "some preview voice models free for a limited time",
   "about": [
    "StepFun Open Platform (阶跃星辰开放平台) is the developer service of StepFun (阶跃星辰), a Shanghai company founded in April 2023 that trains its own large models. A large language model (LLM) is a neural network trained on large amounts of text to generate text.",
    "A program calls the API (an interface used by other programs over the internet) with an API key. The platform's code example uses the OpenAI Python library with the base address set to api.stepfun.com/v1. The models include the flagship Step 5 Preview, the faster Step 3.7 Flash and Step 3.5 Flash, a vision model that reads images, and the StepAudio 3 family for real-time voice conversation, speech synthesis (text to speech), speech recognition (speech to text) and music generation. A browser Studio tests models without code, and the Builder Program gives independent developers and startups credits and technical support.",
    "It is a hosted service. API calls are billed by use in Chinese yuan: per million tokens (short pieces of text) for text models, and per character or per hour of audio for some voice models. A monthly subscription, Step Plan, gives a fixed monthly credit instead."
   ],
   "maker": "StepFun (上海阶跃星辰智能科技股份有限公司)",
   "links": {
    "docs": "https://platform.stepfun.com/docs/zh/welcome",
    "github": "https://github.com/stepfun-ai"
   },
   "aka": [
    "StepFun Yuewen (跃问)"
   ],
   "page": "https://aiolum.com/tool/stepfun-yuewen/"
  },
  {
   "slug": "stockfish",
   "name": "Stockfish",
   "job": "models",
   "definition": "A free, open-source chess engine: a program that analyzes chess positions, scores them and finds the best move, used inside chess apps and websites.",
   "url": "https://stockfishchess.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Stockfish is a chess engine: a program that analyzes a chess position, evaluates it and searches for the best move. Players reach it through a separate chess app, a desktop GUI (graphical user interface) or a website, which talks to it through UCI, the Universal Chess Interface: a text protocol in which the app sends a position and a search command, and the engine answers with an evaluation and a best move.",
    "Its evaluation uses NNUE (Efficiently Updatable Neural Networks), a small neural network trained on billions of chess positions. Its search is an alpha-beta search, a method that skips lines of moves that cannot change the result, with aggressive pruning. Every code change is tested on Fishtest, a distributed framework that plays millions of test games on computers lent by the community. Stockfish runs on Windows, macOS, Linux, Android and iOS, and it has won the Top Chess Engine Championship.",
    "The project started in 2008 as a fork of the Glaurung engine and is now maintained by the Stockfish community. It is free and open source under the GNU General Public License version 3 (GPL v3)."
   ],
   "maker": "The Stockfish community (open source)",
   "links": {
    "docs": "https://official-stockfish.github.io/docs/stockfish-wiki/Home.html",
    "github": "https://github.com/official-stockfish/Stockfish"
   },
   "page": "https://aiolum.com/tool/stockfish/"
  },
  {
   "slug": "t5",
   "name": "T5",
   "job": "models",
   "definition": "A family of open-source language models from Google Research that turn every task into text in, text out: translation, summaries, answers and classification.",
   "url": "https://github.com/google-research/text-to-text-transfer-transformer",
   "price": "Free and open source",
   "readOn": "2026-10-27",
   "freeTier": "free",
   "about": [
    "T5 (Text-To-Text Transfer Transformer) is a family of language models from Google Research, introduced in the 2019 paper \"Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer\" by Colin Raffel and eight co-authors. A transformer is a type of neural network for sequences such as text. T5 treats every language task as text-to-text: for example, the input \"translate German to English: Das ist gut.\" gives the output \"That is good.\"",
    "The models were pre-trained on a large text corpus, the Colossal Clean Crawled Corpus (C4), and are then fine-tuned for one task; this is transfer learning. The authors released five checkpoints, from T5-Small (60 million parameters) to T5-11B (11 billion parameters). The t5 library loads and mixes datasets, fine-tunes and evaluates the models, on TPUs with Mesh TensorFlow or on a GPU with PyTorch through Hugging Face Transformers.",
    "The code is open source under the Apache-2.0 license. Since July 2022 the authors recommend T5X, a newer implementation in JAX and Flax."
   ],
   "maker": "Google Research (open source)",
   "links": {
    "github": "https://github.com/google-research/text-to-text-transfer-transformer"
   },
   "page": "https://aiolum.com/tool/t5/"
  },
  {
   "slug": "tencent-cloud",
   "name": "Tencent Cloud",
   "job": "models",
   "definition": "Tencent's cloud computing service; its Tencent HY 3D (Hunyuan3D) API turns a text description or a 2D image into a textured 3D model.",
   "url": "https://cloud.tencent.com/product/ai3d",
   "price": "Pay per use on the China site: 0.12 yuan per credit, billed monthly; prepaid packs from 100 yuan for 1,000 credits",
   "readOn": "2026-10-28",
   "freeTier": "100 free credits for new users",
   "about": [
    "Tencent Cloud is the cloud computing service of Tencent. It sells cloud servers, databases, storage, video delivery and CDN, domain registration and AI model services to companies and developers. One of its AI services is Tencent HY 3D (腾讯混元生3D, also called Hunyuan3D), an API for 3D generation built on Tencent's own generative AI models.",
    "A program sends a text description, a 2D image, or eight views of an object, and the API returns a 3D model. Generation runs in two steps: a geometry model first builds the shape, then a texture model paints high-resolution surface textures on it. The service can also optimize the topology (the mesh of polygons that forms the surface), generate an object as separate components, and unwrap UVs automatically, which means laying the surface flat so that a 2D texture image maps onto it. Tencent also publishes a version of the model, Hunyuan3D-2.1, on GitHub with full model weights and training code.",
    "The API is billed in credits: prepaid credit packs, or use billed after the fact and settled each month. New users receive free trial credits."
   ],
   "maker": "Tencent",
   "links": {
    "docs": "https://cloud.tencent.com/document/product/1804/120696",
    "github": "https://github.com/Tencent-Hunyuan/Hunyuan3D-2.1"
   },
   "page": "https://aiolum.com/tool/tencent-cloud/"
  },
  {
   "slug": "together-ai",
   "name": "Together AI",
   "job": "models",
   "definition": "A cloud platform for open-source AI models: programs call its API to run chat, image, video and speech models, fine-tune them, or rent GPU clusters.",
   "url": "https://www.together.ai/",
   "price": "Pay per use: Whisper Large v3 transcription US$0.0015 per audio minute",
   "readOn": "2026-10-28",
   "freeTier": "some models free for a limited time",
   "about": [
    "Together AI is a cloud platform for running, training and serving open-source AI models. It hosts models for chat and text, code, images, video and voice, and rents GPU clusters (groups of graphics processors, the chips that run AI models) for training and large batch jobs. The company also publishes systems research, such as FlashAttention.",
    "A program sends requests to Together's API, which is compatible with the OpenAI API, so code written for OpenAI can switch by changing the address and the key. Serverless inference runs a model on demand with no servers to manage; batch inference processes large jobs asynchronously; dedicated inference reserves hardware for one model. For speech-to-text, Together hosts OpenAI's Whisper and NVIDIA Parakeet models: a program sends an audio file or a URL and receives the transcript, either as a batch job or as a real-time stream. Fine-tuning trains a model on a customer's own data and then deploys it.",
    "Billing is per use: per million tokens for language models, per audio minute for transcription, per image or video, and per GPU hour for dedicated hardware and clusters."
   ],
   "maker": "Together AI",
   "links": {
    "docs": "https://docs.together.ai/intro",
    "pricing": "https://www.together.ai/pricing"
   },
   "page": "https://aiolum.com/tool/together-ai/"
  },
  {
   "slug": "topaz",
   "name": "Topaz Labs",
   "job": "models",
   "definition": "AI image and video enhancement software and API: its models upscale, sharpen and denoise photos and videos in desktop apps, web apps or other products.",
   "url": "https://www.topazlabs.com/",
   "price": "Topaz API Developer plan: US$50 a month for 500 credits (US$0.10 per credit)",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Topaz Labs makes photo and video enhancement software based on deep learning, a kind of machine learning that uses neural networks with many layers. Its models upscale images and video, which means they add pixels to raise the resolution, and they also reduce noise, sharpen and restore detail.",
    "The models run locally in desktop apps and in the cloud. Topaz Photo and Topaz Gigapixel work on images; Gigapixel upscales an image up to 16 times its pixel count. The web app for video offers precision and creative upscaling, frame interpolation, slow motion and SDR to HDR conversion. The Topaz API gives other products the same models through a REST API, an interface that a program calls over HTTP: image upscaling, denoise and sharpen, video upscaling and video frame interpolation, with upscaling models made for AI-generated images and video.",
    "The apps are sold as subscriptions, and the Topaz Studio plan includes all of them. The API is a monthly plan with a set number of credits; one credit processes one image request of up to 24 megapixels of output, and unused credits roll over."
   ],
   "maker": "Topaz Labs",
   "links": {
    "docs": "https://developer.topazlabs.com/",
    "pricing": "https://www.topazlabs.com/pricing"
   },
   "aka": [
    "Topaz"
   ],
   "page": "https://aiolum.com/tool/topaz/"
  },
  {
   "slug": "microsoft-trellis",
   "name": "TRELLIS",
   "job": "models",
   "definition": "An open-source image-to-3D model from Microsoft Research: it turns a single picture into a textured 3D asset that 3D software and game engines can use.",
   "url": "https://microsoft.github.io/TRELLIS.2/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "TRELLIS is an open-source image-to-3D generative model from Microsoft Research, with co-authors from Tsinghua University and USTC: it takes an image and generates a 3D asset, a textured mesh that 3D software can load. The version on the current project page, TRELLIS.2, has 4 billion parameters. Microsoft describes it as a research project.",
    "TRELLIS.2 stores shapes in O-Voxel, a sparse voxel structure (a voxel is a small cube in a 3D grid; sparse means only occupied cubes are stored) that encodes both geometry and surface materials. A sparse compression VAE (variational autoencoder, a network that compresses data into a small latent code) with 16× spatial downsampling makes each asset compact, and diffusion transformers (DiTs) generate new assets in that compact space. The output can contain open surfaces and internal structures, and PBR materials (physically based rendering: base color, roughness, metallic and opacity), at resolutions up to 1536³. On an NVIDIA H100 GPU, a 1024³ asset takes about 17 seconds.",
    "The code is on GitHub under the MIT license and is free to use; it is tested on Linux and needs an NVIDIA GPU with at least 24 GB of memory."
   ],
   "maker": "Microsoft Research",
   "links": {
    "github": "https://github.com/microsoft/TRELLIS.2"
   },
   "aka": [
    "Microsoft TRELLIS"
   ],
   "page": "https://aiolum.com/tool/microsoft-trellis/"
  },
  {
   "slug": "vapi",
   "name": "Vapi",
   "job": "models",
   "definition": "A developer platform for voice AI agents: it runs AI assistants that answer and make phone calls or talk inside web apps, billed per minute.",
   "url": "https://vapi.ai/",
   "price": "Pay per use: US$0.05 per minute of Vapi hosting, plus model and phone provider costs; optional Core package US$29 a month",
   "readOn": "2026-10-28",
   "freeTier": "US$5 free credits at sign-up",
   "about": [
    "Vapi is a developer platform for voice AI agents, programs that hold spoken conversations with people, made by Vapi, Inc. An agent can make and receive phone calls or run inside a web application.",
    "Every Vapi assistant chains three models: speech-to-text turns the caller's words into text, a large language model (an AI model that reads and writes text) decides the reply, and text-to-speech speaks it. The builder picks each part from many providers, such as Deepgram, OpenAI, Anthropic and ElevenLabs. Assistants can call outside APIs and databases as tools, and Squads join several specialized assistants with transfers between them. Vapi supplies phone numbers and connects to telephony providers such as Twilio. Agents are set up in a dashboard or through the API, SDKs and a command-line tool, and they can be tested with simulated calls before going live.",
    "It is a hosted service billed per minute of calls: a Vapi hosting fee plus the model providers' costs passed through without markup. Optional monthly success packages add support and capacity."
   ],
   "maker": "Vapi, Inc.",
   "links": {
    "docs": "https://docs.vapi.ai/",
    "pricing": "https://vapi.ai/pricing",
    "github": "https://github.com/VapiAI"
   },
   "page": "https://aiolum.com/tool/vapi/"
  },
  {
   "slug": "voiceflow",
   "name": "Voiceflow",
   "job": "models",
   "definition": "A platform for building AI chat and voice agents for customer service: teams design the agent visually, add a knowledge base, and deploy it to chat or phone.",
   "url": "https://www.voiceflow.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "yes, Free plan with a one-time credit grant",
   "about": [
    "Voiceflow is a platform for building, testing, deploying and monitoring chat and voice AI agents for customer service, made by Voiceflow, Inc. An AI agent here is a program that answers customers in natural conversation, using a large language model (an AI model that reads and writes text), and can take actions.",
    "Teams design an agent in a visual editor with a global prompt, playbooks (goal-based conversations in which the model calls tools) and workflows (fixed multi-step processes, with or without AI). A knowledge base holds the company's own content; when a customer asks a question, the agent retrieves the most relevant parts and answers from them. Tools connect the agent to APIs, MCP servers and services such as Zendesk, Salesforce, HubSpot and Shopify. Agents run in a chat widget, on phone numbers or by SMS, can hand a conversation to a human, and are measured with transcripts, tests and analytics.",
    "It is a hosted platform. The bill combines a monthly plan fee, add-ons such as editor seats, and credits used per AI response or call; the Free plan has a one-time credit grant."
   ],
   "maker": "Voiceflow, Inc.",
   "links": {
    "docs": "https://www.voiceflow.com/docs",
    "pricing": "https://www.voiceflow.com/pricing"
   },
   "page": "https://aiolum.com/tool/voiceflow/"
  },
  {
   "slug": "vqgan-clip",
   "name": "VQGAN-CLIP",
   "job": "models",
   "definition": "An open-source method that creates and edits images from a text prompt by letting the CLIP model guide the VQGAN image generator.",
   "url": "https://github.com/EleutherAI/vqgan-clip",
   "price": "Free and open source",
   "readOn": "2026-10-27",
   "freeTier": "free",
   "about": [
    "VQGAN-CLIP (often written VQGAN+CLIP) is an open-source method for generating and editing images from a text prompt, developed by members of EleutherAI. It is described in a 2022 paper by Katherine Crowson, Stella Biderman and five co-authors, accepted at the ECCV 2022 conference. The method joins two existing neural networks: VQGAN, which produces the image, and CLIP, a multimodal encoder (a model that reads both images and text) that guides VQGAN toward the prompt.",
    "Because CLIP does the guiding, the method needs no training for the task. The paper reports images of high visual quality from complex prompts, and higher visual quality than earlier approaches such as DALL-E, GLIDE and Open-Edit.",
    "The code is in a public GitHub repository under the MIT license. A user installs the Python dependencies, downloads a VQGAN checkpoint (the saved weights of a trained model, for example one trained on ImageNet) and runs a script with a prompt such as \"A painting of an apple in a fruit bowl\"."
   ],
   "maker": "EleutherAI (open source)",
   "links": {
    "github": "https://github.com/EleutherAI/vqgan-clip"
   },
   "aka": [
    "VQGAN+CLIP"
   ],
   "page": "https://aiolum.com/tool/vqgan-clip/"
  },
  {
   "slug": "whisperkit",
   "name": "WhisperKit",
   "job": "models",
   "definition": "An open-source Swift framework from Argmax that runs OpenAI's Whisper speech-to-text models on Apple devices, so an app can transcribe audio offline.",
   "url": "https://github.com/argmaxinc/argmax-oss-swift",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "WhisperKit is an on-device inference framework, a library that runs a trained AI model on the user's own device instead of on a server. Its maker, Argmax, built it to run OpenAI's Whisper speech-to-text models on Apple Silicon. Argmax now ships it as one library inside the Argmax Open-Source SDK (repository argmax-oss-swift), next to SpeakerKit for speaker diarization (labelling who speaks when) and TTSKit for text-to-speech.",
    "A developer adds the Swift package in Xcode, creates a WhisperKit object and calls transcribe with the path of an audio file (WAV, MP3, M4A or FLAC); the result is the text. Unless the app names a model, WhisperKit downloads the recommended Whisper model for the device, from tiny to large-v3 turbo. Long recordings can be read from disk in chunks split at silences. A command line app installs through Homebrew and includes a local server that implements the OpenAI Audio API, so existing OpenAI SDK clients can use it.",
    "The SDK is free and open source under the MIT license and needs macOS 14 and Xcode 16 or later. Argmax sells a separate Pro SDK with more models and real-time transcription."
   ],
   "maker": "Argmax, Inc. (open source)",
   "links": {
    "github": "https://github.com/argmaxinc/argmax-oss-swift"
   },
   "page": "https://aiolum.com/tool/whisperkit/"
  },
  {
   "slug": "world-labs-api",
   "name": "World Labs API",
   "job": "models",
   "definition": "An API from World Labs that generates explorable 3D worlds from a text prompt, images, a panorama or a video, and returns them as Gaussian splat and mesh files.",
   "url": "https://platform.worldlabs.ai/",
   "price": "Pay per use with prepaid credits: US$1.00 per 1,250 credits; minimum purchase US$5",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "The World Labs API (also called the World API or Marble API) gives programs access to Marble, the world model of World Labs. A world model is an AI model that generates a consistent 3D environment instead of a single flat image. Marble builds such a world from a text prompt, one or more images, a 360° panorama or a short video.",
    "A program sends a POST request with its API key to the worlds:generate endpoint, names a model such as marble-1.1, and receives an operation ID. It then polls the operation until the world is ready, which takes about five minutes. The result holds Gaussian splat files in SPZ format at several resolutions, a collider mesh, a panorama image and a caption. A Gaussian splat stores a scene as many small, colored 3D blobs that a renderer can draw from any viewpoint.",
    "The API is a hosted, pay-per-use service: credits are bought in advance on the World Labs Platform, separately from Marble app subscriptions. In September 2026 World Labs signed an agreement to join AMD."
   ],
   "maker": "World Labs",
   "links": {
    "docs": "https://docs.worldlabs.ai/api",
    "pricing": "https://docs.worldlabs.ai/api/pricing"
   },
   "page": "https://aiolum.com/tool/world-labs-api/"
  },
  {
   "slug": "mimo",
   "name": "Xiaomi MiMo",
   "job": "models",
   "definition": "Xiaomi's family of large AI models, offered as open weights and through a pay-per-token API, that understand text, images, video and audio and write text.",
   "url": "https://mimo.xiaomi.com/",
   "price": "API, pay per use (overseas prices): mimo-v2.6-flash US$0.14 per million input tokens and US$0.28 per million output tokens; mimo-v2.6-pro US$0.435 and US$0.87",
   "readOn": "2026-10-28",
   "freeTier": "open weights free to download; no free API allowance stated",
   "about": [
    "MiMo is a family of large language models from Xiaomi's MiMo team. MiMo-V2.5, published with open weights under the MIT license, is a native omnimodal model: one model that understands text, images, video and audio. It is a sparse mixture-of-experts (MoE) model, a network in which a router sends each token to a few expert sub-networks, so only 15 billion of its 310 billion parameters are active for each token. Its context window holds up to 1 million tokens.",
    "The model mixes sliding-window attention, which looks only at nearby tokens, with global attention; this cuts the size of the KV cache by nearly 6 times. Post-training with reinforcement learning targets agentic tasks, in which the model calls tools over several steps. The weights can be downloaded from Hugging Face and served with SGLang or vLLM. Xiaomi also sells access through the MiMo API on its Open Platform. On 21 October 2026 Xiaomi retired MiMo-V2.5 and MiMo-V2.5-Pro from the API and asked users to move to the V2.6 series.",
    "The API is billed per million input and output tokens, from an account balance; a Token Plan package is also offered."
   ],
   "maker": "Xiaomi (MiMo team)",
   "links": {
    "pricing": "https://mimo.mi.com/docs/en-US/price/pay-as-you-go"
   },
   "aka": [
    "MiMo"
   ],
   "page": "https://aiolum.com/tool/mimo/"
  },
  {
   "slug": "next-js",
   "name": "Next.js",
   "job": "building",
   "definition": "An open-source framework for building websites and web applications with React: it handles page routing, rendering pages on the server, and the production build.",
   "url": "https://nextjs.org/",
   "price": "Free and open source",
   "readOn": "2026-10-27",
   "freeTier": "free",
   "about": [
    "Next.js is a framework for building full-stack web applications with React, made by Vercel. A framework is a set of libraries and conventions that gives an application its structure; React is a JavaScript library for building user interfaces from components. Next.js adds routing, rendering and build features to React, and it configures lower-level tools such as bundlers and compilers automatically.",
    "Routes come from the file system: the folders and files of the project become the pages and layouts of the site. Each page can be rendered on the server or in the browser, with its own caching options. Server Components add parts of a page without sending more JavaScript to the browser. Route Handlers build API endpoints, and Server Actions run code on the server when the page calls a function. Turbopack, a bundler written in Rust, is built in.",
    "Next.js is open source under the MIT license, and its code is in the vercel/next.js repository on GitHub. It is free to use."
   ],
   "maker": "Vercel Inc. (open source)",
   "links": {
    "docs": "https://nextjs.org/docs",
    "github": "https://github.com/vercel/next.js"
   },
   "page": "https://aiolum.com/tool/next-js/"
  },
  {
   "slug": "react",
   "name": "React",
   "job": "building",
   "definition": "A JavaScript library for building user interfaces: a developer writes small reusable components, and React updates the web page when the data changes.",
   "url": "https://react.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-13",
   "freeTier": "free",
   "about": [
    "React is a JavaScript library for building user interfaces, for web pages and for native apps. Meta owned it until February 2026; since then React, React Native and JSX belong to the React Foundation, an independent foundation hosted by the Linux Foundation, whose eight founding members include Amazon, Meta, Microsoft and Vercel.",
    "A developer builds the interface from components: JavaScript functions that receive data and return what should appear on the screen. The markup is written in JSX, a syntax extension of JavaScript that puts HTML-like tags inside the code. When the data changes, for example when a user types into a field, React updates the screen to match. React handles only the interface, not routing or data fetching; for a full application the React team recommends a framework such as Next.js or React Router. On the server, React can stream HTML to the browser while it is still fetching data. React Native uses the same components to build Android and iOS apps with native views.",
    "React is open source under the MIT license, and its code is in the react/react repository on GitHub. It is free to use."
   ],
   "maker": "React Foundation, hosted by the Linux Foundation (open source; formerly Meta)",
   "links": {
    "docs": "https://react.dev/reference/react",
    "github": "https://github.com/react/react"
   },
   "page": "https://aiolum.com/tool/react/"
  },
  {
   "slug": "github",
   "name": "GitHub",
   "job": "building",
   "definition": "A hosting service for Git repositories: it stores a team's source code with its full change history, and adds code review (pull requests), issue tracking and automated builds.",
   "url": "https://github.com/",
   "price": "From US$4 a month for each user on the Team plan",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "GitHub is a platform for building software, made by GitHub Inc. It is based on Git, an open-source version control system that tracks changes to files: each developer works on a copy of a project, records a history of changes and merges the work with the changes of others. GitHub hosts these projects, called repositories, in the cloud and adds tools for planning and teamwork. Its about page counts more than 225 million developers and 800 million repositories.",
    "Developers push their commits to a repository on GitHub. A pull request proposes a change, and reviewers discuss it before it is merged. Issues and Projects track tasks. GitHub Actions runs CI/CD workflows (continuous integration and delivery: automatic builds, tests and deployments) for each change. Webhooks send an HTTP request to an outside server when an event happens, such as a push, so that the server can deploy the new code. GitHub Copilot, an AI assistant, writes and reviews code, and Codespaces starts a development environment in the cloud.",
    "GitHub is a hosted service. A free plan includes unlimited public and private repositories; paid plans are charged per user each month."
   ],
   "maker": "GitHub Inc.",
   "links": {
    "docs": "https://docs.github.com/",
    "pricing": "https://github.com/pricing"
   },
   "page": "https://aiolum.com/tool/github/"
  },
  {
   "slug": "cursor",
   "name": "Cursor",
   "job": "building",
   "definition": "A code editor with a built-in AI assistant: the developer describes a change in plain language, and the editor writes or edits the code across the project.",
   "url": "https://cursor.com/",
   "price": "From US$8 a month for the Plus plan (Grok models only); US$30 a month for the Premium plan, where models of other companies are billed separately by use",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Cursor is an AI coding agent and code editor made by Anysphere, Inc.; SpaceX completed its acquisition of Cursor in August 2026. A coding agent is a program built on a large language model that reads a codebase, plans changes, writes code and runs commands on behalf of the developer.",
    "The developer describes a task in plain language. The agent explores the files, makes a plan, edits the code and shows the changes for review. Cursor runs as a desktop editor, as a command-line tool in the terminal, inside Slack, and in GitHub, where it reviews pull requests. Cloud agents work on their own computers, in parallel. For each task the developer picks a model from OpenAI, Anthropic, Google (Gemini), SpaceXAI (Grok) or Cursor itself. Rules, skills, plugins and MCP servers (Model Context Protocol, a standard way to connect an AI model to outside tools) adjust its behavior.",
    "Cursor is sold as a subscription, with a free plan of limited AI use. The cheapest paid plan offers only Grok models; on the others, models of other companies are billed separately by usage. Team plans are priced per user."
   ],
   "maker": "Anysphere, Inc. (part of SpaceX)",
   "links": {
    "docs": "https://cursor.com/docs",
    "pricing": "https://cursor.com/pricing"
   },
   "page": "https://aiolum.com/tool/cursor/"
  },
  {
   "slug": "typescript",
   "name": "TypeScript",
   "job": "building",
   "definition": "A programming language from Microsoft that adds static types to JavaScript: a compiler checks the types before the program runs and then outputs plain JavaScript.",
   "url": "https://www.typescriptlang.org/",
   "price": "Free and open source",
   "readOn": "2026-10-13",
   "freeTier": "free",
   "about": [
    "TypeScript is a programming language made by Microsoft. It is a typed superset of JavaScript: JavaScript syntax is also valid TypeScript syntax, and TypeScript adds a syntax for types, which state what kind of value (a number, a string, an object of a given shape) a variable or a function can hold.",
    "The TypeScript compiler is a static type checker: it finds errors before the program runs, for example a read of a property that does not exist, based on the types of the values. The developer writes types (interfaces describe the shape of objects), or the compiler infers them from the code. Code editors use the same information to show errors, auto-complete and documentation while the developer types. To run the program, the compiler removes the types and outputs plain JavaScript, which runs in a browser, on Node.js, Deno or Bun. An existing JavaScript project can add types step by step, also through JSDoc comments.",
    "TypeScript is open source under the Apache 2.0 license; its code is in the microsoft/TypeScript repository on GitHub, and it installs from npm. It is free to use."
   ],
   "maker": "Microsoft (open source)",
   "links": {
    "docs": "https://www.typescriptlang.org/docs/",
    "github": "https://github.com/microsoft/TypeScript"
   },
   "page": "https://aiolum.com/tool/typescript/"
  },
  {
   "slug": "chatgpt",
   "name": "ChatGPT",
   "job": "building",
   "definition": "An AI chat assistant from OpenAI: a person types a question or a task, and it answers with text, code, images or data analysis.",
   "url": "https://chatgpt.com/",
   "price": "From US$8 a month for the Go plan in the USA; the Plus plan is US$20 a month",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "ChatGPT is an AI assistant made by OpenAI. It runs on large language models: neural networks trained on very large amounts of text, which produce text in reply to a request. A person writes a request in plain language, and ChatGPT answers in a conversation that can continue with follow-up questions.",
    "The app has three parts. Chat answers questions, explains concepts, drafts and edits writing, searches the web and generates images. Work connects to files and apps such as Gmail and Slack, and creates documents, slide decks, spreadsheets, charts and PDFs. Codex is a coding agent that helps plan, write, test and review code. A voice mode allows a spoken conversation in real time. ChatGPT runs in a web browser, in mobile apps and in desktop apps for macOS and Windows. Its answers can be wrong at times, so important facts need checking.",
    "ChatGPT is free to use with limits. Paid subscriptions for individuals (Go, Plus and Pro) add more use and features, and Business and Enterprise plans serve companies. OpenAI says it does not train its models on content from its business plans."
   ],
   "maker": "OpenAI",
   "links": {
    "pricing": "https://chatgpt.com/pricing/"
   },
   "page": "https://aiolum.com/tool/chatgpt/"
  },
  {
   "slug": "claude-code",
   "name": "Claude Code",
   "job": "building",
   "definition": "An AI coding agent from Anthropic that works in a developer's terminal or editor: given a task, it reads the project's files, edits code, and runs commands and tests.",
   "url": "https://claude.com/product/claude-code",
   "price": "From US$20 a month as part of the Claude Pro plan (US$17 a month when paid yearly)",
   "readOn": "2026-10-13",
   "freeTier": "no",
   "about": [
    "Claude Code is an agentic coding tool made by Anthropic, built on its Claude models. Agentic means that the program does not only suggest code: it reads the project, edits files and runs commands itself until a task is done.",
    "The developer describes a task in plain language, such as a bug fix or a migration. Claude Code reads the codebase, makes a plan, asks clarifying questions, edits files across the project, runs tests and opens pull requests. It asks for permission before it changes files or runs commands. It runs as a command-line tool in the terminal on macOS, Linux and Windows, as extensions for VS Code and JetBrains IDEs, in a desktop app, on the web, on mobile and in Slack. In the terminal it runs on the developer's machine and talks directly to the model APIs. It also uses command-line tools such as Git, and MCP servers (Model Context Protocol, a standard for connecting AI models to tools).",
    "Claude Code is included in the Claude subscriptions Pro, Max, Team and Enterprise. With a Claude Console account it is instead billed per API token at standard API prices."
   ],
   "maker": "Anthropic",
   "links": {
    "docs": "https://code.claude.com/docs/en/overview",
    "pricing": "https://claude.com/pricing"
   },
   "page": "https://aiolum.com/tool/claude-code/"
  },
  {
   "slug": "python",
   "name": "Python",
   "job": "building",
   "definition": "A general-purpose programming language: businesses write their server software, data processing scripts and machine learning code in it.",
   "url": "https://www.python.org/",
   "price": "Free and open source",
   "readOn": "2026-10-13",
   "freeTier": "free",
   "about": [
    "Python is a general-purpose programming language. Guido van Rossum created it in the early 1990s in the Netherlands, and since 2001 the Python Software Foundation (PSF), a non-profit organization, has owned the rights to it and manages its license.",
    "Python is interpreted: an interpreter reads and runs the source code directly, without a separate compile step, and it can also run commands interactively one at a time. It uses dynamic typing, so the type of a variable is checked while the program runs, not before. It supports object-oriented, procedural and functional programming, with a very clear syntax. A standard library comes with the language, and the Python Package Index (PyPI) hosts thousands of third-party modules, for example for web development, database access, desktop interfaces and scientific and numeric work. Python runs on Linux, macOS and Windows, and it can be extended with modules written in C or C++.",
    "Python is open source under an OSI-approved license, the PSF License, and is free to use, also for commercial purposes."
   ],
   "maker": "Python Software Foundation (open source)",
   "links": {
    "docs": "https://docs.python.org"
   },
   "page": "https://aiolum.com/tool/python/"
  },
  {
   "slug": "tailwind-css",
   "name": "Tailwind CSS",
   "job": "building",
   "definition": "A CSS framework: a developer styles a web page by adding small ready-made class names, such as flex or pt-4, directly in the HTML.",
   "url": "https://tailwindcss.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Tailwind CSS is a utility-first CSS framework made by Tailwind Labs. CSS is the language that sets the layout, colors and fonts of a web page; a utility class is a class name that sets one small style property, such as flex, pt-4 (top padding) or text-center.",
    "A developer combines many of these classes directly in the HTML markup instead of writing a separate style sheet. Prefixes apply a class only in some conditions: a screen-size prefix such as md: applies it from a given breakpoint, and dark: applies it in dark mode. The theme (fonts, colors, sizes) is set with CSS variables. When the project is built for production, Tailwind scans the source files and keeps only the CSS for the classes that are used, so the final style sheet stays small; the site states that most projects send less than 10 kB of CSS to the browser.",
    "Tailwind CSS is open source under the MIT License and free to use. Its code is on GitHub."
   ],
   "maker": "Tailwind Labs Inc.",
   "links": {
    "docs": "https://tailwindcss.com/docs",
    "github": "https://github.com/tailwindlabs/tailwindcss"
   },
   "page": "https://aiolum.com/tool/tailwind-css/"
  },
  {
   "slug": "node-js",
   "name": "Node.js",
   "job": "building",
   "definition": "A JavaScript runtime: it runs JavaScript code outside the browser, so a business can write its server software and build tools in the same language as its web pages.",
   "url": "https://nodejs.org/en",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Node.js is a JavaScript runtime environment, a program that runs JavaScript code outside a web browser, on a server or a developer's computer. It runs the V8 JavaScript engine, the engine at the core of Google Chrome. The site names the OpenJS Foundation and the Node.js contributors as its copyright holders.",
    "Developers use it to write servers, web apps, command line tools and scripts. It is asynchronous and event-driven: a Node.js app runs in a single process, and when it reads from the network, a database or the file system, it does not wait. It continues with other work and runs a callback (a function given in advance) when the response comes back. In this way one server can handle thousands of connections at the same time without one thread per request. The standard library includes modules for HTTP servers, files, cryptography and a test runner, and npm, the package manager, installs libraries written by others.",
    "Node.js is free, open source and runs on several operating systems."
   ],
   "maker": "OpenJS Foundation and Node.js contributors",
   "links": {
    "docs": "https://nodejs.org/docs/latest/api/",
    "github": "https://github.com/nodejs/node"
   },
   "aka": [
    "Node"
   ],
   "page": "https://aiolum.com/tool/node-js/"
  },
  {
   "slug": "astro",
   "name": "Astro",
   "job": "building",
   "definition": "An open-source JavaScript web framework for content sites: it turns pages, components and Markdown into fast HTML pages, built ahead of time or on the server.",
   "url": "https://astro.build/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Astro is an open-source JavaScript web framework, a set of tools and conventions for building websites, designed for content-driven sites such as blogs, marketing sites and online stores. It is developed by the Astro contributors.",
    "Astro is server-first: it renders components to HTML on the server or at build time and sends the browser lightweight HTML with no JavaScript unless a part of the page needs it. Those interactive parts are called islands; each island can be a component written in React, Vue, Svelte, Solid or another UI framework, and only its JavaScript is loaded. Content collections organize Markdown and MDX files and check their frontmatter (the metadata at the top of each file) with TypeScript types. Other built-in features include file-based routing, where the file layout of the pages folder sets the site's addresses, optimized images, view transitions between pages, and deployment adapters for Netlify, Vercel, Cloudflare, AWS and Node.js servers.",
    "Astro is free under the MIT License; its code is on GitHub."
   ],
   "maker": "Astro contributors (open source)",
   "links": {
    "docs": "https://docs.astro.build/",
    "github": "https://github.com/withastro/astro"
   },
   "page": "https://aiolum.com/tool/astro/"
  },
  {
   "slug": "swift",
   "name": "Swift",
   "job": "building",
   "definition": "A general-purpose, open-source programming language, used to write native apps for Apple devices such as the Mac and iPhone, and also server software.",
   "url": "https://www.swift.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Swift is a general-purpose programming language. The open-source Swift project, hosted at Swift.org and led by its Core Team, develops it; Apple Inc. holds the Swift trademark and the copyright of the site. It is used for apps on all Apple platforms (iOS, macOS, watchOS, tvOS and visionOS), for command line tools, for server software on Linux, and for firmware on microcontrollers.",
    "Swift compiles directly to native machine code, with performance on par with C-based languages. It is designed for safety: variables are always initialized before use, arrays and integers are checked for overflow, memory is managed automatically, and a value can be empty (nil) only when its type is declared as an optional, which the compiler checks. It supports object-oriented, functional and generic programming, and it can call C and C++ code directly. The toolchain includes the compiler, the standard library, the LLDB debugger and the Swift package manager, and it works with Xcode, Visual Studio Code and other editors.",
    "Swift is free and open source under the Apache 2.0 license with a Runtime Library Exception."
   ],
   "maker": "The Swift project (Swift.org), with Apple Inc.",
   "links": {
    "docs": "https://docs.swift.org/latest/documentation/",
    "github": "https://github.com/swiftlang"
   },
   "page": "https://aiolum.com/tool/swift/"
  },
  {
   "slug": "claude",
   "name": "Claude (assistant)",
   "job": "building",
   "definition": "An AI assistant from Anthropic: a user writes a request in a chat window, and it answers questions, writes and edits text or code, and creates files.",
   "url": "https://claude.com/",
   "price": "From US$17 a month for the Pro plan when paid yearly (US$200 up front), or US$20 a month when paid monthly",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "Claude is an AI assistant built by Anthropic PBC. It runs on Anthropic's Claude models, such as Opus, Sonnet and Haiku, which are large language models: neural networks trained on large amounts of text that generate text in reply to a prompt. Anthropic trains Claude with a method it calls Constitutional AI.",
    "A user writes a request in a chat, on the web, in the iOS and Android apps or in the desktop app, and Claude answers. It writes and edits text, generates code, explains subjects, searches the web, analyzes data and makes charts, and it can create files and run code. It keeps a memory across conversations, and connectors, which use the Model Context Protocol (MCP), let it read and act in other apps such as Slack and Google Workspace. Paid plans add Claude Code, a coding tool, projects for organizing chats and documents, and more models.",
    "Claude has five plans: Free with limited use, Pro and Max for individuals, and Team and Enterprise for organizations. Paid plans are monthly or yearly subscriptions with usage limits."
   ],
   "maker": "Anthropic PBC",
   "links": {
    "docs": "https://code.claude.com/docs/en/overview",
    "pricing": "https://claude.com/pricing"
   },
   "aka": [
    "Claude",
    "Claude Max"
   ],
   "page": "https://aiolum.com/tool/claude/"
  },
  {
   "slug": "figma",
   "name": "Figma",
   "job": "building",
   "definition": "A collaborative design application: a team draws the screens of a website or app together in one shared file, and developers turn the designs into code.",
   "url": "https://www.figma.com/",
   "price": "From US$16 a month for one Full seat, billed annually (Professional plan)",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "Figma is a collaborative design platform made by the company Figma. Its main product, Figma Design, is an interface design tool: designers draw the screens of apps and websites on an infinite canvas with vector shapes, text and layout tools.",
    "Several people work in the same file at the same time, comment on it and chat with their cursors. A design can be turned into a clickable prototype, a model of the product that users can try before it is built. Teams keep a design system, a shared library of styles, components and variables, so that all screens use the same colors, spacing and parts. Dev Mode helps developers translate designs into code, and the Figma MCP server gives AI coding tools the same design context. Other products are FigJam, a digital whiteboard, Figma Slides for presentations, Figma Make, which builds prototypes from a text prompt, and Figma Sites for publishing websites.",
    "Figma is a hosted service with a free Starter plan; paid plans are billed per seat, monthly or yearly."
   ],
   "maker": "Figma",
   "links": {
    "pricing": "https://www.figma.com/pricing/"
   },
   "page": "https://aiolum.com/tool/figma/"
  },
  {
   "slug": "react-native",
   "name": "React Native",
   "job": "building",
   "definition": "An open-source framework from Meta: a team writes one app in JavaScript with React, and it runs as a native app on both iPhone and Android.",
   "url": "https://reactnative.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "React Native is an open-source framework (a set of libraries and tools that gives an app its structure) for building native mobile apps with React, a JavaScript library for user interfaces. Meta released it in 2015 and has maintained it since; many companies and individual contributors now develop it, and its README points to the React Foundation.",
    "The developer writes the interface as React components in JavaScript. React Native renders them with the platform's own interface elements: core components such as View, Text and Image map to the native building blocks of Android and iOS, so the app uses the same platform APIs as other apps. Native Modules let the JavaScript code call platform code directly. With Fast Refresh, a change to the JavaScript code appears in seconds without a rebuild of the native app. Community projects extend it to Windows, macOS and the web, and the project recommends a framework such as Expo for routing and native features.",
    "React Native is free software under the MIT license, developed in public on GitHub."
   ],
   "maker": "Meta Platforms and community contributors (React Foundation)",
   "links": {
    "docs": "https://reactnative.dev/docs/getting-started",
    "github": "https://github.com/react/react-native"
   },
   "page": "https://aiolum.com/tool/react-native/"
  },
  {
   "slug": "webflow",
   "name": "Webflow",
   "job": "building",
   "definition": "A visual website builder and host: a team designs pages on a canvas, manages content in a built-in CMS, and publishes the site on Webflow's servers.",
   "url": "https://webflow.com/",
   "price": "From US$15 a month per site on the Basic plan, billed yearly; US$25 a month for Premium with the CMS",
   "readOn": "2026-10-28",
   "freeTier": "yes, free Starter plan on a webflow.io address",
   "about": [
    "Webflow is a web platform from Webflow, Inc. for designing, building and hosting websites. It combines a visual editor, a CMS (content management system: it stores items such as blog posts in collections and fills page templates with them) and managed hosting.",
    "A designer sets the layout and typography on a visual canvas, and can add custom code to a page or to the whole site; Interactions, built on the GSAP animation library, add animations. Marketers publish CMS content without a developer, and REST APIs let a program manage that content. Publishing puts the site on Webflow's hosting, which includes SSL/TLS certificates, a global CDN (a network of servers that delivers each page from a location near the visitor), DDoS and bot protection, and automatic backups, with no software updates to run. Other features include A/B tests, localization and an MCP server through which AI tools such as Claude and Cursor edit the site.",
    "Webflow is a hosted service with a plan for each site: a free Starter plan on a webflow.io address, and paid plans that add a custom domain, more pages, CMS items and bandwidth."
   ],
   "maker": "Webflow, Inc.",
   "links": {
    "docs": "https://developers.webflow.com",
    "pricing": "https://webflow.com/pricing"
   },
   "page": "https://aiolum.com/tool/webflow/"
  },
  {
   "slug": "codex",
   "name": "Codex (OpenAI)",
   "job": "building",
   "definition": "An AI coding agent from OpenAI: given a task in plain language, it reads a code repository, writes and edits files, runs commands, and proposes the changes for review.",
   "url": "https://openai.com/codex/",
   "price": "Included in a ChatGPT plan: from US$8 a month on the Go plan; US$20 a month on the Plus plan",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "Codex is an AI coding agent from OpenAI: a program that uses a large language model to plan, write, change and review code for a developer, from a task given in plain language. OpenAI describes its scope as real engineering work, from planning and building features to refactors, reviews and releases.",
    "Codex comes in four forms, all connected by one ChatGPT account: Codex in the ChatGPT app, Codex cloud on the web, an extension for code editors such as VS Code and Cursor, and the Codex CLI, which runs in the terminal on the developer's own computer. Codex cloud keeps a reusable environment for each repository and keeps working after the laptop is closed. Codex can run many agents in parallel, which use computer and browser tools to check their own work. It also reviews pull requests automatically, reports what it finds and answers questions about the changes. Plugins connect it to other tools.",
    "Codex is included in ChatGPT plans, from the free plan upward, and higher plans give more usage; it can also run with an OpenAI API key. The Codex CLI is open source under the Apache-2.0 license."
   ],
   "maker": "OpenAI",
   "links": {
    "docs": "https://developers.openai.com/codex/",
    "pricing": "https://learn.chatgpt.com/docs/pricing",
    "github": "https://github.com/openai/codex"
   },
   "aka": [
    "Codex",
    "OpenAI Codex"
   ],
   "page": "https://aiolum.com/tool/codex/"
  },
  {
   "slug": "wordpress",
   "name": "WordPress",
   "job": "building",
   "definition": "A content management system: software that stores a website's pages and posts in a database and lets people edit and publish them from a browser without writing code.",
   "url": "https://wordpress.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "WordPress is an open-source CMS (content management system: software that stores a site's pages and posts in a database and lets people edit them in a browser) and publishing platform. A worldwide community of contributors builds it in the open; the WordPress trademark belongs to the WordPress Foundation.",
    "WordPress runs on PHP and stores content in MySQL or MariaDB. The project recommends a host with PHP 8.3 or later, MySQL 8.0 or MariaDB 10.11 or later, and HTTPS, with a web server such as Apache or Nginx. Pages are built in the block editor, which shows the page as it will look while content is added, edited and moved. Themes set the design, and block styles can be changed for each screen size without CSS. Plugins add functions such as a store, analytics, a newsletter or social media integration. The home page presents WordPress 7.1 as the current version.",
    "WordPress is free software under the GPLv2 (or later) license, and plugins and themes, as derivative works, inherit that license. The software costs nothing; a site needs a web host, and the project lists hosting companies on its hosting page."
   ],
   "maker": "The WordPress open-source project (trademark held by the WordPress Foundation)",
   "links": {
    "docs": "https://wordpress.org/documentation/"
   },
   "aka": [
    "WordPress.com"
   ],
   "page": "https://aiolum.com/tool/wordpress/"
  },
  {
   "slug": "expo",
   "name": "Expo",
   "job": "building",
   "definition": "An open-source framework and cloud service on top of React Native: a team builds one JavaScript app for iPhone, Android and the web, then builds, ships and updates it.",
   "url": "https://expo.dev/",
   "price": "The framework is free and open source; the EAS cloud services have a free plan and paid plans from US$19 a month plus usage (Starter)",
   "readOn": "2026-10-28",
   "freeTier": "yes (framework free; EAS free plan with 15 Android and 15 iOS builds)",
   "about": [
    "Expo is an open-source platform for building universal native apps: one React project in JavaScript or TypeScript that runs natively on Android, iOS and the web. It is made by 650 Industries, Inc., and the React Native project recommends it as the framework for new apps.",
    "Expo builds on React Native and adds a universal runtime and libraries. The Expo SDK supplies over 100 modules for device features such as the camera, images and notifications, and developers can create their own modules. Expo Router gives file-based routing, in which the files in a folder define the app's screens. Expo Go, a phone app, runs a project on a real device during development. Expo Application Services (EAS), the hosted part, builds the app in the cloud, submits it to the app stores, sends over-the-air updates (new JavaScript code delivered to installed apps without a store release), runs CI/CD workflows and reports crashes and performance.",
    "The Expo SDK, CLI and Router are open source under the MIT license. EAS has a free plan with a limited number of builds, and paid monthly plans plus usage costs."
   ],
   "maker": "650 Industries, Inc. (Expo)",
   "links": {
    "docs": "https://docs.expo.dev/",
    "pricing": "https://expo.dev/pricing",
    "github": "https://github.com/expo/expo"
   },
   "page": "https://aiolum.com/tool/expo/"
  },
  {
   "slug": "framer",
   "name": "Framer",
   "job": "building",
   "definition": "A website builder with an AI design agent: a team designs pages on a visual canvas, and Framer publishes and hosts them as a live website with a CMS.",
   "url": "https://www.framer.com/",
   "price": "From US$10 a month on the Basic plan, billed yearly; Pro is US$30 a month; extra editors US$20 a month each",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan on a Framer domain",
   "about": [
    "Framer is a website builder from Framer B.V.: people lay out pages on a visual design canvas, and Framer publishes and hosts the result as a live website. Hosting, a CMS (content management system, which stores items such as blog posts in collections), analytics, SEO settings and A/B testing are built in.",
    "An AI design agent generates or refines layouts on the canvas, and every change it makes stays visible and editable. A CMS agent sets up and updates the collections, and an agent can also write code for custom effects and interactions. Through an MCP server, outside AI agents such as Claude Code, Codex or Cursor can update copy or import CMS content, and a person reviews the changes on the canvas before publishing. Published sites are served from a global content delivery network (servers in many locations that deliver pages close to each visitor). Paid plans add a custom domain, a staging environment, branching with previews and localization.",
    "Framer is a hosted service. A free plan publishes on a Framer domain; paid plans are monthly subscriptions that include AI credits, and extra editors cost a monthly fee."
   ],
   "maker": "Framer B.V.",
   "links": {
    "docs": "https://www.framer.com/help/",
    "pricing": "https://www.framer.com/pricing"
   },
   "page": "https://aiolum.com/tool/framer/"
  },
  {
   "slug": "swiftui",
   "name": "SwiftUI",
   "job": "building",
   "definition": "Apple's framework for building app user interfaces in Swift: developers declare what each screen shows, and it runs on iPhone, iPad, Mac, Apple Watch, Apple TV and Vision Pro.",
   "url": "https://developer.apple.com/swiftui/",
   "price": "No separate price; distributing apps requires the Apple Developer Program, US$99 a year",
   "readOn": "2026-10-28",
   "freeTier": "yes (free developer account for building and testing on one's own devices)",
   "about": [
    "SwiftUI is Apple's framework for building user interfaces in the Swift programming language. One set of tools and APIs covers all Apple platforms: iOS, iPadOS, macOS, tvOS, visionOS and watchOS.",
    "SwiftUI uses a declarative syntax: the code states what the interface should show, for example a list of items made of text fields with their alignment, font and color, and the system works out how to draw and update it. Each view is a Swift structure. Animation follows the same style: a few lines add an effect, and at runtime the system handles the movement, even when the state changes in the middle of it. SwiftUI works alongside UIKit and AppKit, Apple's other interface frameworks, so an existing app can adopt it one part at a time. In Xcode, Apple's development environment, previews show each view as the code changes, also interactively as on a device, in Dark Mode or with larger text; selecting a control in the preview highlights its line of code.",
    "SwiftUI comes with Apple's developer tools. A free Apple developer account allows testing on one's own devices; distributing apps requires the paid Apple Developer Program."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/documentation/swiftui",
    "pricing": "https://developer.apple.com/programs/"
   },
   "page": "https://aiolum.com/tool/swiftui/"
  },
  {
   "slug": "bubble",
   "name": "Bubble",
   "job": "building",
   "definition": "A no-code app builder: a person builds the screens, database and logic of a web or mobile app in a visual editor instead of writing code, and Bubble hosts it.",
   "url": "https://bubble.io/",
   "price": "From US$29 a month for one web app on the Starter plan, billed yearly (US$32 billed monthly)",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Bubble is a no-code app builder, a platform in which a person makes a complete application by pointing and clicking instead of writing code. Its documentation calls it a full-stack visual programming interface: it covers the front end that runs in the browser and the back end that runs on the server.",
    "In the editor, the builder places page elements, defines the database's data types, and builds workflows, rules that run actions when an event happens. An AI builder can generate a first version of an app from one prompt. Each app gets a development database and a live database with continuous point-in-time backups, plus built-in user sign-up and login. Plugins and an API connector link the app to outside services. Web apps and native mobile apps for the Apple App Store and Google Play can share one database and one set of workflows.",
    "Bubble hosts the apps on Amazon AWS. It is sold as a subscription per app, with a free plan and a 14-day trial; each plan includes a monthly number of workload units, Bubble's measure of the server work an app uses."
   ],
   "maker": "Bubble",
   "links": {
    "docs": "https://manual.bubble.io/",
    "pricing": "https://bubble.io/pricing"
   },
   "page": "https://aiolum.com/tool/bubble/"
  },
  {
   "slug": "fastapi",
   "name": "FastAPI",
   "job": "building",
   "definition": "An open-source Python web framework for building APIs: a developer writes typed Python functions, and FastAPI turns them into validated, documented HTTP endpoints.",
   "url": "https://fastapi.tiangolo.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "FastAPI is an open-source web framework for building APIs with Python. A web framework is a library that receives HTTP requests, calls the function written for each address, and sends back the result, here usually as JSON. FastAPI was created by the developer known as tiangolo, who maintains it with a small team. It uses Starlette for the web parts and Pydantic for the data parts.",
    "The developer declares the parameters, request body and response of each endpoint once, with standard Python type hints such as item_id: int. From that declaration FastAPI validates incoming data and returns a clear error when it is invalid, converts JSON, path and query parameters, cookies, headers, forms and files into Python types and back, and generates an OpenAPI description with two interactive documentation pages, Swagger UI and ReDoc. It also supports async and await for concurrent requests, dependency injection, OAuth2 with JWT tokens, WebSockets and background tasks.",
    "FastAPI is free under the MIT license. FastAPI Cloud, from the same author and team, hosts FastAPI apps, but the apps can run on any cloud provider."
   ],
   "maker": "tiangolo and the FastAPI team (open source)",
   "links": {
    "docs": "https://fastapi.tiangolo.com/",
    "github": "https://github.com/fastapi/fastapi"
   },
   "page": "https://aiolum.com/tool/fastapi/"
  },
  {
   "slug": "javascript",
   "name": "JavaScript",
   "job": "building",
   "definition": "A programming language, standardized as ECMAScript: it is the scripting language of web pages, and with Node.js it also runs on servers.",
   "url": "https://tc39.es/",
   "price": "Free and open source",
   "readOn": "2026-10-13",
   "freeTier": "free",
   "about": [
    "JavaScript is a programming language. Its formal name is ECMAScript, and its official definition is the standard ECMA-262 of Ecma International, a standards organization. The committee TC39 (Technical Committee 39), a group of JavaScript developers, implementers and academics, maintains and changes this definition. TC39 writes the specification on GitHub, meets every two months, and moves each proposed language feature through numbered stages; a feature at Stage 3 is close to completion.",
    "JavaScript is best known as the scripting language of web pages, and it also runs outside the browser, for example on servers with Node.js. It is a dynamic language (types are checked while the program runs, not before), garbage-collected (unused memory is freed automatically) and prototype-based (objects inherit directly from other objects). It supports imperative, functional and object-oriented styles.",
    "The language is an open standard, not a product. A new edition of ECMA-262 has appeared every June since the 6th edition of 2015; the 17th edition, ECMAScript 2026, appeared in June 2026 under Ecma's royalty-free patent policy."
   ],
   "maker": "Ecma International, Technical Committee 39 (TC39)",
   "links": {
    "docs": "https://tc39.es/ecma262/",
    "github": "https://github.com/tc39/ecma262/"
   },
   "page": "https://aiolum.com/tool/javascript/"
  },
  {
   "slug": "github-actions",
   "name": "GitHub Actions",
   "job": "building",
   "definition": "GitHub's built-in automation service: it runs workflows that build, test and deploy code on virtual machines when something happens in a repository.",
   "url": "https://github.com/features/actions",
   "price": "Pay per use beyond the included minutes: US$0.006 per minute on a standard 2-core Linux runner; free for public repositories",
   "readOn": "2026-10-28",
   "freeTier": "yes, 2,000 minutes a month on GitHub Free; free for public repositories",
   "about": [
    "GitHub Actions is a CI/CD platform built into GitHub, made by GitHub, Inc. CI/CD means continuous integration and continuous delivery: every code change is built and tested automatically, and accepted changes are deployed automatically. Actions also automates other repository tasks, for example adding labels to each new issue.",
    "A workflow is a YAML file in the .github/workflows folder of a repository. It runs when an event happens, such as a push or a new pull request, on a schedule, through the REST API or by hand. A workflow contains jobs; each job runs on a runner, a virtual machine or container, and executes its steps in order. A step is a shell script or an action, a reusable extension, often taken from the Actions marketplace. GitHub provides Linux, Windows and macOS runners; teams can also run self-hosted runners. A matrix runs the same job on several operating systems or language versions, and encrypted secrets keep keys out of the code.",
    "Actions is free for public repositories and on self-hosted runners. For private repositories, each plan includes free minutes; extra minutes on GitHub-hosted runners are billed per minute."
   ],
   "maker": "GitHub, Inc.",
   "links": {
    "docs": "https://docs.github.com/actions",
    "pricing": "https://github.com/pricing"
   },
   "page": "https://aiolum.com/tool/github-actions/"
  },
  {
   "slug": "langchain",
   "name": "LangChain",
   "job": "building",
   "definition": "An open source framework (a code library) for Python and JavaScript: it supplies ready-made components that connect an application to language models, vector databases and other tools.",
   "url": "https://www.langchain.com/langchain",
   "price": "Free and open source",
   "readOn": "2026-10-13",
   "freeTier": "free",
   "about": [
    "LangChain is an open-source framework, a code library, for building AI agents and applications powered by large language models (LLMs). It is made by the company LangChain, which also sells LangSmith, a platform for observing, evaluating and deploying agents. The main library is for Python, and LangChain.js is the equivalent library for JavaScript and TypeScript.",
    "It gives one standard interface for models, embeddings, vector stores (databases that find text by meaning) and other components, with more than 1,000 integrations, so an application can swap one model provider or database for another without a rewrite. A developer chains these components together; for example, an application retrieves matching documents from a vector store and passes them to the model with the question. The create_agent function builds a ReAct agent, which alternates between reasoning and calling tools. It runs on LangGraph, a related framework that adds persistence, checkpointing and human-in-the-loop approval.",
    "LangChain is free and open source under the MIT license. LangSmith, the company's hosted platform, has its own pricing."
   ],
   "maker": "LangChain (open source)",
   "links": {
    "docs": "https://docs.langchain.com/oss/python/langchain/overview",
    "github": "https://github.com/langchain-ai/langchain"
   },
   "page": "https://aiolum.com/tool/langchain/"
  },
  {
   "slug": "n8n",
   "name": "n8n",
   "job": "building",
   "definition": "A workflow automation platform: it connects apps and APIs in visual workflows with AI agent steps, running on n8n's cloud or on a company's own servers.",
   "url": "https://n8n.io/",
   "price": "From €20 a month for the Starter cloud plan with 2,500 workflow executions, billed annually; self-hosted Community Edition is free",
   "readOn": "2026-10-28",
   "freeTier": "free self-hosted Community Edition; cloud free trial",
   "about": [
    "n8n (pronounced n-eight-n, short for \"nodemation\") is a workflow automation platform made by the company n8n. A workflow is a chain of steps, called nodes, that starts from a trigger, such as an incoming webhook or a message queue, and then reads, transforms and sends data between apps. Workflows are built on a visual canvas, and a step can also run custom JavaScript or Python code.",
    "n8n has more than 500 native integrations and can call any other API through HTTP requests. Its AI Agent node lets a language model from OpenAI, Anthropic, Google or an open-source project decide which tools to call, with human approval for tool calls when needed, and n8n can act as an MCP server or client. Developers can add their own nodes; community nodes are published to the npm registry and installed from inside n8n.",
    "n8n is fair-code: the source code is public under the Sustainable Use License, and the Community Edition can be self-hosted with Docker. n8n Cloud and the Business and Enterprise plans are subscriptions priced by the number of monthly workflow executions, not by steps or users."
   ],
   "maker": "n8n",
   "links": {
    "docs": "https://docs.n8n.io/",
    "pricing": "https://n8n.io/pricing/",
    "github": "https://github.com/n8n-io/n8n"
   },
   "page": "https://aiolum.com/tool/n8n/"
  },
  {
   "slug": "nuxt",
   "name": "Nuxt",
   "job": "building",
   "definition": "A web framework built on Vue.js: it gives a project a ready structure for pages, routing and server-side rendering, so the team writes only the application code.",
   "url": "https://nuxt.com/",
   "price": "Free and open source",
   "readOn": "2026-10-13",
   "freeTier": "free",
   "about": [
    "Nuxt is a free and open-source full-stack web framework built on Vue.js, a JavaScript library for building user interfaces from components. It is developed in the open on GitHub by developers around the world, and it gives a project a ready structure, so the developer writes pages and components instead of setup code.",
    "Routing is file-based: a file in the pages folder becomes a URL of the site. Nuxt can render pages on the server (SSR, server-side rendering, which sends ready HTML to the browser), in the browser, or ahead of time as static files, and the choice can differ for each page. Components and functions are imported automatically, data-fetching composables load data on the server and in the browser, and a server/ directory holds API routes. Nuxt uses Vite as its bundler and Nitro as its server engine, so one app can be deployed to many hosting platforms. More than 200 modules add features such as UI components, images and content.",
    "Nuxt is free and open source under the MIT license."
   ],
   "maker": "Nuxt (open source, MIT license)",
   "links": {
    "docs": "https://nuxt.com/docs",
    "github": "https://github.com/nuxt/nuxt"
   },
   "page": "https://aiolum.com/tool/nuxt/"
  },
  {
   "slug": "php",
   "name": "PHP",
   "job": "building",
   "definition": "A general-purpose scripting language for web development: its code runs on the web server and produces the HTML pages, data and files that a website sends to browsers.",
   "url": "https://www.php.net/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "PHP is a general-purpose scripting language: a programming language whose code is read and run by an interpreter when it is needed, without a separate compile step. The name is a recursive acronym for \"PHP: Hypertext Preprocessor\". The PHP Group and its contributors develop it, and it is made especially for web development.",
    "PHP code can sit inside an HTML page, between the tags <?php and ?>. The code runs on the server, and only the HTML it generates goes to the browser, so a visitor never sees the code. The interpreter runs as a module of a web server such as Apache, or as a CGI processor (a separate program that the web server calls), for example through FastCGI behind nginx. It also runs command-line scripts, such as scheduled jobs. PHP runs on Linux, other Unix systems, Windows and macOS. Extensions connect it to databases such as MySQL, also through PDO (a common database interface), and produce images, PDF files, JSON and XML, or send emails.",
    "PHP is free and open source under the Modified BSD License, also called the PHP License version 4, a permissive license."
   ],
   "maker": "The PHP Group and contributors",
   "links": {
    "docs": "https://www.php.net/docs.php",
    "github": "https://github.com/php/php-src"
   },
   "page": "https://aiolum.com/tool/php/"
  },
  {
   "slug": "vs-code",
   "name": "Visual Studio Code",
   "job": "building",
   "definition": "A free source-code editor from Microsoft: developers write, run, debug and manage code in it, with extensions for each language and built-in AI agents.",
   "url": "https://code.visualstudio.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Visual Studio Code (VS Code) is a source-code editor made by Microsoft: a desktop program for writing and changing the code of software. It runs on Windows, macOS and Linux, and also in a web browser as VS Code for the Web (vscode.dev). New versions come out every month.",
    "The editor suggests completions while a developer types, navigates between parts of the code, and helps refactor it. JavaScript, TypeScript, CSS and HTML work out of the box; extensions from the VS Code Marketplace add other languages, such as Python, C++, Java and PHP, and other tools. An integrated terminal, a debugger and built-in Git support for source control are part of the editor. AI agents inside the editor plan a task, change code, run commands and repeat until the job is done, locally, in the background or in the cloud.",
    "VS Code is free for private and commercial use. The Code - OSS source code is under the MIT license; the VS Code product itself has a Microsoft product license. Its AI features use GitHub Copilot, which has a free plan with a monthly allowance."
   ],
   "maker": "Microsoft",
   "links": {
    "docs": "https://code.visualstudio.com/docs",
    "github": "https://github.com/microsoft/vscode"
   },
   "aka": [
    "VS Code"
   ],
   "page": "https://aiolum.com/tool/vs-code/"
  },
  {
   "slug": "electron",
   "name": "Electron",
   "job": "building",
   "definition": "An open-source framework for desktop apps: developers build one app with web technologies (JavaScript, HTML and CSS) and ship it for macOS, Windows and Linux.",
   "url": "https://www.electronjs.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Electron is a framework for building desktop applications with JavaScript, HTML and CSS, the languages of web pages. It is an open-source project under the OpenJS Foundation, maintained by a community of contributors.",
    "Electron embeds Chromium (the open-source browser engine behind Google Chrome) and Node.js (a JavaScript runtime with access to files and the operating system) into its program file. One JavaScript codebase therefore becomes an app that runs natively on macOS, Windows and Linux. The main process controls the app and opens windows, and each window shows a web page; APIs give access to native menus, dialogs and notifications. Built-in modules send automatic updates to macOS and Windows users and collect crash reports. Community tools package the app as a .dmg, .msi or .rpm installer, and Electron supports the Mac App Store, the Microsoft Store and the Snap Store. Electron Forge is a toolkit that builds and publishes apps. Major versions follow Chromium releases, so security fixes arrive quickly.",
    "Electron is free and open source under the MIT license and is installed as a package from the npm registry."
   ],
   "maker": "OpenJS Foundation and Electron contributors (open source)",
   "links": {
    "docs": "https://www.electronjs.org/docs/latest/",
    "github": "https://github.com/electron/electron"
   },
   "page": "https://aiolum.com/tool/electron/"
  },
  {
   "slug": "express",
   "name": "Express",
   "job": "building",
   "definition": "A minimal web framework for Node.js: a JavaScript library that receives HTTP requests on a server, routes them to code, and sends back pages or API responses.",
   "url": "https://expressjs.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Express is a web application framework for Node.js: a library that a JavaScript program on a server uses to receive HTTP requests and send responses. Its own description is \"fast, unopinionated, minimalist\": it gives a thin layer of basic web features and leaves the rest to the developer. It is a project of the OpenJS Foundation and the Express.js contributors.",
    "A developer creates an app object, defines routes (a URL path and an HTTP method such as GET, linked to a handler function), and starts the app on a port; each handler reads the request and sends the response. Most other features come from middleware: functions that run in sequence on each request, for example to parse the request body, set CORS headers, read cookies, keep sessions, compress responses or serve static files. Express also works with template engines that generate HTML pages, and it serves both web applications and APIs. The current major version is Express 5.",
    "Express is free and open source under the MIT license and is installed from npm."
   ],
   "maker": "OpenJS Foundation and Express.js contributors (open source)",
   "links": {
    "docs": "https://expressjs.com/en/5x/starter/installing",
    "github": "https://github.com/expressjs/express"
   },
   "page": "https://aiolum.com/tool/express/"
  },
  {
   "slug": "github-copilot",
   "name": "GitHub Copilot",
   "job": "building",
   "definition": "An AI coding assistant from GitHub: it suggests code while a developer types, answers questions about a codebase, and runs agents that make changes and open pull requests.",
   "url": "https://github.com/features/copilot",
   "price": "From US$10 a month per user for the Pro plan; a free plan includes 2,000 code completions a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "GitHub Copilot is an AI coding assistant made by GitHub. It runs on large language models (neural networks trained on large amounts of text and code that generate text), and the user chooses among models from several providers, such as Anthropic's Haiku and OpenAI's GPT models.",
    "In a code editor such as Visual Studio Code, Copilot suggests the next lines of code as the developer types, explains code, and proposes edits; in agent mode it works through several steps itself. A developer can also describe a goal, and a Copilot agent researches the repository, plans, edits files, runs tools and returns the work as a pull request for review. Copilot also reviews pull requests and works in the terminal through the Copilot CLI. Because it is built into GitHub, it uses the code, its history, the issues and the pull requests. Teams can add custom instructions, MCP servers (Model Context Protocol, a standard way to connect AI tools) and third-party agents such as Claude and OpenAI Codex.",
    "Copilot is a hosted subscription service, priced per user per month. A free plan has a monthly limit on code completions."
   ],
   "maker": "GitHub, Inc.",
   "links": {
    "docs": "https://docs.github.com/en/copilot"
   },
   "page": "https://aiolum.com/tool/github-copilot/"
  },
  {
   "slug": "jquery",
   "name": "jQuery",
   "job": "building",
   "definition": "A small JavaScript library that a web page loads to find and change page elements, react to clicks and send requests to the server with short code.",
   "url": "https://jquery.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "jQuery is a JavaScript library, a file of ready-made functions that a web page loads and calls from its own code. It is maintained by the jQuery contributors under the OpenJS Foundation. It makes four common browser tasks shorter to write: DOM traversal and manipulation (the DOM is the browser's tree of page elements), event handling, animation, and Ajax, which means sending requests to a server without reloading the page.",
    "Code selects elements with CSS selectors through the $ function, for example $(\"button.continue\"), and then calls methods on the result: .html() replaces the content, .on(\"click\", ...) runs a function when a user clicks, and $.ajax() calls a server address and handles the reply. The same code works in Chrome, Edge, Firefox, Safari, Android, iOS and other browsers. The library is about 30 kB after minification and gzip compression. Version 4.0 is the current release; version 3.x now receives only critical updates.",
    "jQuery is free and open source under the MIT license, which allows use in commercial projects as long as the copyright header stays in the code."
   ],
   "maker": "OpenJS Foundation and jQuery contributors",
   "links": {
    "docs": "https://api.jquery.com/",
    "github": "https://github.com/jquery/jquery"
   },
   "page": "https://aiolum.com/tool/jquery/"
  },
  {
   "slug": "kotlin",
   "name": "Kotlin",
   "job": "building",
   "definition": "A statically typed programming language from JetBrains, used to write Android apps, server software and code shared between mobile, desktop and web platforms.",
   "url": "https://kotlinlang.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Kotlin is an open-source programming language developed by JetBrains. It is statically typed: the compiler checks the type of every value before the program runs. Kotlin supports both object-oriented and functional programming styles, and its type system separates values that may be null from values that may not, which makes null-pointer errors less likely.",
    "The Kotlin compiler targets several platforms. For the JVM (Java Virtual Machine) it produces Java-compatible bytecode, and Kotlin code can call Java code and the reverse. For browsers it generates JavaScript, or WebAssembly through Kotlin/Wasm. Kotlin/Native compiles through LLVM to native code that runs without a virtual machine, for example on iOS. Kotlin is a first-class language for Android development, and Kotlin Multiplatform lets one project share code between platforms such as Android and iOS. IntelliJ IDEA and Android Studio support Kotlin out of the box, and Gradle and Maven build Kotlin projects.",
    "Kotlin is free and developed under the Apache 2.0 license, with its source code on GitHub. The current release is 2.4.21."
   ],
   "maker": "JetBrains and the Kotlin Foundation",
   "links": {
    "docs": "https://kotlinlang.org/docs/home.html",
    "github": "https://github.com/JetBrains/kotlin"
   },
   "page": "https://aiolum.com/tool/kotlin/"
  },
  {
   "slug": "laravel",
   "name": "Laravel",
   "job": "building",
   "definition": "An open-source PHP web framework that gives a web application ready-made routing, database access, authentication, queues and testing.",
   "url": "https://laravel.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Laravel is a web application framework for PHP, made by Laravel and thousands of open-source contributors. A web framework gives an application a fixed structure and ready-made parts, so developers write the features of their product instead of the plumbing. Laravel has a convention for most common tasks: routing, queues, authentication and more.",
    "A request arrives at a route, which calls a controller; the controller reads and writes the database through Eloquent, Laravel's ORM (a library that maps database tables to objects in the code), and returns a page built from Blade templates or JSON data for an API. Migrations describe database schema changes as code. Other built-in parts handle validation, file storage, background jobs in queues, scheduled tasks, caching with systems such as Redis, and unit and integration tests. Starter kits connect Laravel to React, Vue or Svelte front ends. The current major version is 13.x.",
    "The framework is open-source software under the MIT license and is free to use. The same company also offers hosting (Laravel Cloud, billed by use) and monitoring (Nightwatch) as separate products."
   ],
   "maker": "Laravel (company) and open-source contributors",
   "links": {
    "docs": "https://laravel.com/framework/docs",
    "github": "https://github.com/laravel/framework"
   },
   "page": "https://aiolum.com/tool/laravel/"
  },
  {
   "slug": "mui",
   "name": "MUI",
   "job": "building",
   "definition": "MUI's Material UI: an open-source library of ready-made React interface components, such as buttons, text fields, tables and alerts, that follow Google's Material Design.",
   "url": "https://mui.com/material-ui/",
   "price": "Free and open source (MIT license)",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "MUI is the company behind Material UI, an open-source React component library. React is a JavaScript library for building user interfaces from components, and a component library supplies finished components so that a team does not design and code each one. Material UI implements Material Design, the design system published by Google.",
    "A developer installs the npm packages @mui/material, @emotion/react and @emotion/styled and then uses components such as Button, Text Field, Table, Alert and Tooltip in the React code; the library has more than 40 of them. Each component is self-contained and injects only the styles it needs. A theme changes colors, fonts and other design tokens for the whole application, so the components can follow a brand instead of plain Material Design. The sx property and the MUI System utilities change the style of a single element.",
    "Material UI is free and open source under the MIT license. MUI sells paid plans for MUI X, a separate set of advanced components such as a data grid, date pickers and charts."
   ],
   "maker": "MUI (Material UI SAS)",
   "links": {
    "docs": "https://mui.com/material-ui/getting-started/",
    "pricing": "https://mui.com/pricing/",
    "github": "https://github.com/mui/material-ui"
   },
   "aka": [
    "Material UI"
   ],
   "page": "https://aiolum.com/tool/mui/"
  },
  {
   "slug": "remotion",
   "name": "Remotion",
   "job": "building",
   "definition": "A framework that makes videos from React code: each frame is a web page drawn by React, and Remotion renders the frames into a video file.",
   "url": "https://www.remotion.dev/",
   "price": "Company License for automation: US$0.01 per render with a US$100 a month minimum, or US$25 a month per seat for creators; free for individuals and companies of up to 3 people",
   "readOn": "2026-10-28",
   "freeTier": "yes, free for individuals and companies of up to 3 people",
   "about": [
    "Remotion is a framework for creating videos and motion graphics with React, the JavaScript library for building user interfaces from components. It is made by Remotion AG. The core idea: Remotion gives a component the current frame number and a blank canvas, and the component draws anything for that frame. A video is images over time, so content that changes with the frame number becomes an animation.",
    "A composition joins a React component with the video's width, height, duration in frames and frames per second. Components exist for text, images, video, audio and shapes, and input data can fill a template to make many versions of one video. Rendering happens in the Remotion Studio, on the command line (npx remotion render), through a server-side rendering API, on AWS Lambda, or in the browser; the output can also be audio only, an image sequence or a still image. The Remotion Player embeds a video in a web app, which makes video editors possible.",
    "The code is public on GitHub under Remotion's own license. It is free for individuals and companies of up to 3 people; larger companies pay a license fee."
   ],
   "maker": "Remotion AG",
   "links": {
    "docs": "https://www.remotion.dev/docs/",
    "github": "https://github.com/remotion-dev/remotion"
   },
   "page": "https://aiolum.com/tool/remotion/"
  },
  {
   "slug": "three-js",
   "name": "Three.js",
   "job": "building",
   "definition": "An open-source JavaScript library that draws interactive 3D graphics inside a web page, using the browser's WebGL or WebGPU interface.",
   "url": "https://threejs.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Three.js is a JavaScript 3D library: code that draws 3D scenes inside a web page. The project lives in the mrdoob/three.js repository on GitHub and is built by its contributors; its stated aim is an easy-to-use, lightweight, cross-browser, general-purpose 3D library. It draws through WebGL and WebGPU, the browser interfaces that let JavaScript use the computer's graphics processor (GPU).",
    "A program creates a scene, a camera and objects. Each object, called a mesh, combines a geometry (the shape, for example a box) with a material (how its surface looks). A renderer draws the scene as the camera sees it into a canvas element on the page, and an animation loop moves objects and redraws the image many times per second. The current builds include WebGL and WebGPU renderers; SVG and CSS3D renderers are available as add-ons. The project also offers documentation, many examples, a browser-based editor and developer tools. Releases are numbered; the current one is r186.",
    "Three.js is free and open source under the MIT license."
   ],
   "maker": "The three.js contributors (repository mrdoob/three.js)",
   "links": {
    "docs": "https://threejs.org/docs/",
    "github": "https://github.com/mrdoob/three.js"
   },
   "aka": [
    "three.js"
   ],
   "page": "https://aiolum.com/tool/three-js/"
  },
  {
   "slug": "typeform",
   "name": "Typeform",
   "job": "building",
   "definition": "A hosted online form builder: a business creates forms, surveys and quizzes without code, shares them by link or embeds them, and collects the answers.",
   "url": "https://www.typeform.com/",
   "price": "Basic plan US$39 a month billed monthly (US$28 a month billed yearly), with 100 responses a month and 1 user",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan",
   "about": [
    "Typeform is an online form builder made by Typeform: a hosted service for creating forms, surveys, quizzes, polls and application forms and collecting the answers, without writing code. Forms use conditional logic, which chooses the next question from the earlier answers, and an AI feature can build a form from a text prompt.",
    "A user designs the form in the web app, applies a theme and a logo, and adds question types such as file uploads (respondents attach files to their answers), payments through Stripe, signatures, and video or audio answers. The form is shared as a link or embedded in a website or an email. Answers arrive in Typeform's results, with analytics such as completion rates and question drop-off. Webhooks and integrations send each new submission to other apps. Newer products add automated follow-up workflows (Growth Flow) and AI-moderated research interviews (Research Flow).",
    "Typeform is sold as a subscription, billed monthly or yearly; plans differ in the number of responses per month and users. A free plan exists."
   ],
   "maker": "Typeform",
   "links": {
    "docs": "https://www.typeform.com/developers/",
    "pricing": "https://www.typeform.com/pricing"
   },
   "page": "https://aiolum.com/tool/typeform/"
  },
  {
   "slug": "vite",
   "name": "Vite",
   "job": "building",
   "definition": "An open-source frontend build tool: it serves a web app's source code during development with instant updates and bundles it into optimized files for production.",
   "url": "https://vite.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Vite is a frontend build tool for modern web projects: it runs the development server while code is written and bundles the code for production. Its name is the French word for \"quick\". It is developed by VoidZero Inc. and the Vite contributors.",
    "Vite has two main parts. The dev server serves source files on demand over native ES modules (the module system built into browsers) and pre-bundles dependencies. With Hot Module Replacement (HMR), a change appears in the browser right after the file is saved, without a full page reload. The build command bundles the code with Rolldown into optimized static files, using tree-shaking (removal of unused code), minification and chunking. TypeScript, JSX, CSS, Web Workers and WebAssembly work out of the box. Plugins, which extend Rollup's plugin interface, add support for frameworks, and project templates exist for Vue, React, Preact, Lit, Svelte, Solid and Qwik. Vite also supports server-side rendering (SSR). The current version is 8.3.4.",
    "Vite is free and open source under the MIT license."
   ],
   "maker": "VoidZero Inc. and Vite contributors",
   "links": {
    "docs": "https://vite.dev/guide/",
    "github": "https://github.com/vitejs/vite"
   },
   "page": "https://aiolum.com/tool/vite/"
  },
  {
   "slug": "vue-js",
   "name": "Vue.js",
   "job": "building",
   "definition": "An open-source JavaScript framework for building web user interfaces from components that update the page automatically when the data changes.",
   "url": "https://vuejs.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Vue.js (Vue) is a JavaScript framework for building user interfaces, made by the Vue team. It builds on standard HTML, CSS and JavaScript and gives a declarative, component-based programming model: the interface is split into components, and each component describes what the page should show for a given state.",
    "Two features carry this model. Declarative rendering: Vue extends HTML with a template syntax that describes the output from JavaScript state. Reactivity: Vue tracks changes to that state and updates the DOM (the browser's tree of page elements) automatically. In projects with a build tool, each component lives in a Single-File Component, a .vue file that holds its JavaScript logic, HTML template and CSS styles. Vue can enhance static HTML without a build step, run as a single-page application (SPA), render on the server (SSR) or generate static sites. Official libraries include Vue Router and Pinia. The current major version is Vue 3; support for Vue 2 ended on 31 December 2023.",
    "Vue is free and open source under the MIT license."
   ],
   "maker": "Evan You and the Vue team",
   "links": {
    "docs": "https://vuejs.org/guide/introduction.html",
    "github": "https://github.com/vuejs/"
   },
   "aka": [
    "Vue"
   ],
   "page": "https://aiolum.com/tool/vue-js/"
  },
  {
   "slug": "canva",
   "name": "Canva",
   "job": "building",
   "definition": "A design tool that runs in the browser: a person without design training picks a template and edits it to make social media images, presentations, logos and videos.",
   "url": "https://www.canva.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "Canva is an online graphic design and publishing tool made by the company Canva, launched in 2013. It runs in the browser, and a person without design training starts from a template and edits it to make social media posts, presentations, posters, videos, logos and printed items.",
    "A design is built on a canvas from text, photos, shapes, video clips and audio. AI features include Magic Write for text, Magic Resize, which converts a design to the sizes that other channels need, a one-click background remover, and Magic Layers, which turns a flat image into an editable layout. A Brand Kit stores a company's colors, fonts and logos so that every design uses them. The same suite also covers documents, whiteboards, spreadsheets, websites and a Print Shop that turns designs into printed items.",
    "Canva is a hosted service that is free to use with limits. The paid plans, Pro, Business and Enterprise, are subscriptions that add premium content, brand tools and more AI features; Pro has a free trial."
   ],
   "maker": "Canva",
   "links": {
    "pricing": "https://www.canva.com/pricing/"
   },
   "page": "https://aiolum.com/tool/canva/"
  },
  {
   "slug": "elementor",
   "name": "Elementor",
   "job": "building",
   "definition": "A drag-and-drop page builder for WordPress: a person designs the pages of a website visually, without writing code, and the paid Pro version adds forms, popups and theme templates.",
   "url": "https://elementor.com/",
   "price": "Elementor Pro Essential: US$60 a year for one site (yearly billing)",
   "readOn": "2026-10-28",
   "freeTier": "yes, the core plugin is free",
   "about": [
    "Elementor is a page builder for WordPress, made by the company Elementor. It is a WordPress plugin that lets a person design web pages visually, by dragging elements onto the page, instead of writing HTML, CSS and PHP. WordPress is an open-source content management system: software that stores a site's pages and posts in a database and serves them to visitors.",
    "In the Elementor editor a person places widgets such as headings, images, buttons and forms on a page and sets their styles, layout and motion effects. Elementor Pro adds the Theme Builder, which designs the site's header, footer and post templates, plus a Form Builder, a Popup Builder, Dynamic Content that fills designs from WordPress custom fields, custom code and CSS, and a builder for WooCommerce online stores. Newer AI features generate whole pages and sections from a text prompt. The company also sells hosting, domains and email delivery.",
    "The core Elementor plugin is free and open source under the GPL-3.0 license. Elementor Pro is a paid plugin sold as a yearly subscription, priced by the number of sites, with a 30-day money-back guarantee."
   ],
   "maker": "Elementor",
   "links": {
    "docs": "https://developers.elementor.com/",
    "pricing": "https://elementor.com/pricing/",
    "github": "https://github.com/elementor/elementor"
   },
   "page": "https://aiolum.com/tool/elementor/"
  },
  {
   "slug": "flutter",
   "name": "Flutter",
   "job": "building",
   "definition": "Google's open-source framework for building apps: one Dart codebase produces iOS, Android, web and desktop apps, so a business maintains one app instead of several.",
   "url": "https://flutter.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Flutter is Google's open-source framework, or SDK (software development kit), for building apps for mobile, web, desktop and embedded devices from a single codebase. A framework supplies the structure and ready-made parts of an app, so the developer writes only the app's own logic and screens. Flutter is supported by Google and maintained together with a global community of developers.",
    "Flutter apps are written in Dart, a programming language made for fast apps on many platforms. Flutter code compiles to ARM or Intel machine code for phones and desktops, and to JavaScript or WebAssembly for the web. Screens are built from widgets, small reusable interface parts, with ready sets in Apple's iOS style (Cupertino) and Google's Material style; the app controls every pixel, drawn by hardware-accelerated 2D graphics libraries such as Skia and Impeller. Stateful hot reload shows a code change in the running app almost at once, without losing its state. Packages on pub.dev add features, and Flutter connects to Google services such as Firebase, Google Ads and Google Maps.",
    "Flutter is free and open source under the BSD-3-Clause license."
   ],
   "maker": "Google (open source)",
   "links": {
    "docs": "https://docs.flutter.dev/",
    "github": "https://github.com/flutter/flutter"
   },
   "page": "https://aiolum.com/tool/flutter/"
  },
  {
   "slug": "pnpm",
   "name": "pnpm",
   "job": "building",
   "definition": "An open-source package manager for JavaScript: it installs a project's dependencies faster than npm, keeps one copy of each file on disk, and manages monorepos.",
   "url": "https://pnpm.io/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "pnpm is an open-source package manager for JavaScript, a tool that downloads and installs the libraries (dependencies) a project uses. Its site presents it as a drop-in replacement for npm, and its benchmarks report installs up to 69 times faster than npm in one of six measured scenarios.",
    "pnpm stores every file once in a content-addressable store, a store where each file is found by a hash of its content, and creates hard links to those files in each project's node_modules folder; 100 projects that use the same version cost one copy on disk. Only declared dependencies appear at the root of node_modules, so code cannot import a package it never declared. Workspaces support monorepos, repositories that hold several projects: a pnpm-workspace.yaml file lists the projects, the workspace: protocol links local packages to each other, filters run tasks only on selected projects, and one lockfile covers everything. Install scripts of dependencies run only when approved.",
    "pnpm is free and open source under the MIT license."
   ],
   "maker": "The pnpm project (open source)",
   "links": {
    "docs": "https://pnpm.io/installation",
    "github": "https://github.com/pnpm/pnpm"
   },
   "page": "https://aiolum.com/tool/pnpm/"
  },
  {
   "slug": "prisma",
   "name": "Prisma ORM",
   "job": "building",
   "definition": "An open-source ORM for TypeScript and Node.js: developers describe their data model in one schema file and query the database through a generated, type-safe client instead of SQL.",
   "url": "https://www.prisma.io/orm",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Prisma ORM is an open-source ORM for TypeScript and Node.js, made by Prisma. An ORM (object-relational mapper) is a library that lets code read and write database rows as objects instead of hand-written SQL. It works with PostgreSQL, MySQL, SQLite, MongoDB, SQL Server and CockroachDB.",
    "The developer declares models, fields and relations once, in a file called schema.prisma. From it, Prisma generates a typed query client: a call such as db.user.findMany() is checked by the TypeScript compiler, so a wrong field name fails in the editor instead of in production. The prisma migrate command turns schema changes into SQL migrations; it refuses to apply a migration that would destroy data and reports what would have been dropped. Errors carry stable codes and remediation hints that coding agents can read. The same schema and client work on every supported database.",
    "Prisma ORM is free and open source under the Apache 2.0 license. The same company sells hosted products, Prisma Postgres and Prisma Compute."
   ],
   "maker": "Prisma (open source)",
   "links": {
    "docs": "https://www.prisma.io/docs",
    "github": "https://github.com/prisma/orm"
   },
   "aka": [
    "Prisma"
   ],
   "page": "https://aiolum.com/tool/prisma/"
  },
  {
   "slug": "rork",
   "name": "Rork",
   "job": "building",
   "definition": "An AI app builder: a person describes an app in plain language, and Rork writes, builds and publishes native iPhone, Android or web apps without hand-written code.",
   "url": "https://rork.com/",
   "price": "From US$20 a month (Rork Pro, 100 credits a month); Rork Max from US$200 a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, Design mode only, 35 credits a month in major markets",
   "about": [
    "Rork is an AI app builder, a platform where AI models write the code of an app from a plain-language description. It builds and publishes native iPhone apps, native Android apps and web apps without hand-written code. Everything runs in the browser, with no Xcode, Android tooling or build pipelines to set up.",
    "Work happens in two modes. In Design mode, Rork proposes the screens and the look of the app. In Build mode, it turns the designs into working code: web apps with React and Vite, iOS apps with SwiftUI, and Android apps with Kotlin and Jetpack Compose; the Rork Pro plan uses React Native and Expo for cross-platform apps. Rork Max runs real Macs with Xcode in the cloud: an AI agent writes SwiftUI code, compiles it and fixes the errors, while a streamed iOS Simulator shows the result. Rork then publishes the app to the App Store, Google Play or the web.",
    "Rork is a subscription service priced in credits, units of AI compute that each cover roughly one request. The Free plan covers Design mode only; Build mode needs a paid plan."
   ],
   "maker": "Rork",
   "links": {
    "docs": "https://docs.rork.com",
    "pricing": "https://rork.com/pricing",
    "github": "https://github.com/rorkai"
   },
   "page": "https://aiolum.com/tool/rork/"
  },
  {
   "slug": "rust",
   "name": "Rust",
   "job": "building",
   "definition": "A systems programming language: it produces fast, memory-efficient programs without a garbage collector and checks memory safety and thread safety at compile time.",
   "url": "https://rust-lang.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Rust is a general-purpose programming language developed as a community project, the Rust Project, and maintained by the Rust Team; companies support the project through the Rust Foundation. Rust has no runtime and no garbage collector (a background process that frees unused memory), so it suits performance-critical services, embedded devices and code that must integrate with other languages.",
    "Its type system and ownership model, the rules that decide which part of the code owns each piece of memory and when that memory is freed, guarantee memory safety and thread safety and remove many classes of bugs at compile time. The toolchain includes Cargo, the package manager and build system; an auto-formatter; editor support with auto-completion; and a compiler with useful error messages. Libraries are called crates. Official learning material includes the book The Rust Programming Language, Rust by Example and the Rustlings course. Common uses are command-line tools, WebAssembly modules, network services and embedded software.",
    "Rust is free and open source: the language and its official projects are generally dual-licensed under the Apache License 2.0 and the MIT license."
   ],
   "maker": "The Rust Project (Rust Team), supported by the Rust Foundation",
   "links": {
    "docs": "https://rust-lang.org/learn/",
    "github": "https://github.com/rust-lang"
   },
   "page": "https://aiolum.com/tool/rust/"
  },
  {
   "slug": "svelte",
   "name": "Svelte",
   "job": "building",
   "definition": "An open-source framework for web user interfaces: a compiler turns components written in HTML, CSS and JavaScript into lean JavaScript that updates the page directly.",
   "url": "https://svelte.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Svelte is a UI framework for the web, a tool for building the parts of a web page that users see and interact with. It is developed by the Svelte contributors, full-time and part-time maintainers, and is backed by Vercel and many donors.",
    "Svelte is a compiler. A developer writes declarative components, each combining HTML markup, a script in JavaScript or TypeScript, and CSS styles. At build time, Svelte converts these components into lean, optimized JavaScript that updates the DOM (the browser's tree of page elements) directly, so the code does minimal work in the browser. Svelte can be used for a single standalone component or for a whole application; for full-stack apps it has a companion application framework, SvelteKit. The official site offers reference documentation, an interactive tutorial and an online playground for trying code.",
    "Svelte is free and open source software under the MIT license, and donations through Open Collective pay for project expenses such as hosting."
   ],
   "maker": "Svelte contributors (open source)",
   "links": {
    "docs": "https://svelte.dev/docs/svelte/overview",
    "github": "https://github.com/sveltejs/svelte"
   },
   "page": "https://aiolum.com/tool/svelte/"
  },
  {
   "slug": "sveltekit",
   "name": "SvelteKit",
   "job": "building",
   "definition": "The application framework for Svelte: it adds routing, server-side rendering, data loading and deployment adapters so that Svelte components become a complete web app.",
   "url": "https://svelte.dev/docs/kit/introduction",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "SvelteKit is an open-source web application framework built on Svelte and developed by the Svelte project. Svelte renders user interface components; SvelteKit adds what a complete web app needs. Its documentation compares it to Next.js for React and to Nuxt for Vue.",
    "At its center is a filesystem-based router: the directories under src/routes define the URL paths of the app, so src/routes/about becomes the /about page, and a folder named [slug] becomes a parameter in the URL. Rendering is configurable per part of the app: on the server (server-side rendering, SSR), in the browser (client-side rendering) or at build time (prerendering). Other features are build optimizations that load only the code a page needs, preloading of pages before the user navigates, offline support and image optimization. Development runs on Vite, which shows code changes in the browser instantly through hot module replacement. Before deployment, an adapter, a small plugin, converts the built app for a target platform; official adapters exist for Cloudflare, Netlify, Node, Bun, Vercel and static sites.",
    "SvelteKit is free and open source under the MIT license."
   ],
   "maker": "Svelte contributors (open source)",
   "links": {
    "docs": "https://svelte.dev/docs/kit/introduction",
    "github": "https://github.com/sveltejs/kit"
   },
   "page": "https://aiolum.com/tool/sveltekit/"
  },
  {
   "slug": "adobe-creative-cloud",
   "name": "Adobe Creative Cloud",
   "job": "building",
   "definition": "",
   "url": "https://www.adobe.com/creativecloud.html",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "aka": [
    "Adobe"
   ],
   "page": "https://aiolum.com/tool/adobe-creative-cloud/"
  },
  {
   "slug": "ant-design",
   "name": "Ant Design",
   "job": "building",
   "definition": "An open-source React UI component library and design system: developers build application screens from ready-made buttons, tables, forms and other components.",
   "url": "https://ant.design/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Ant Design is a design system and a React UI component library, made by Ant Group and the Ant Design community. A UI component library is a set of ready-made interface parts, such as buttons, tables, forms, date pickers and dialogs, that a developer places in an application instead of building each one. React is a JavaScript library for building user interfaces from components.",
    "The React library is called antd. A developer installs it with npm, yarn, pnpm or Bun, imports components such as DatePicker, and uses them in the application code. It is written in TypeScript with static types, supports server-side rendering and Electron, and supports internationalization in dozens of languages. Themes can be customized in detail; styles are produced with CSS-in-JS (styles written in JavaScript), which allows dynamic and mixed themes. Related projects include Ant Design Pro, Pro Components, Ant Design Mobile, Ant Design Charts and Ant Design X, and the docs offer an MCP server and an LLMs.txt file for AI coding agents.",
    "antd is free and open source under the MIT license."
   ],
   "maker": "Ant Group and the Ant Design community (open source)",
   "links": {
    "docs": "https://ant.design/docs/react/introduce",
    "github": "https://github.com/ant-design/ant-design"
   },
   "page": "https://aiolum.com/tool/ant-design/"
  },
  {
   "slug": "bootstrap",
   "name": "Bootstrap",
   "job": "building",
   "definition": "An open-source front-end framework: ready-made CSS styles, a layout grid and JavaScript components for building responsive websites quickly.",
   "url": "https://getbootstrap.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Bootstrap is a front-end framework, a library of ready-made CSS and JavaScript that gives a website its layout, typography and interface parts, so that a team does not write them from zero. Mark Otto and Jacob Thornton created it, and the Bootstrap team and contributors maintain it.",
    "A page includes Bootstrap's CSS file and JavaScript bundle, for example from a CDN (a content delivery network that serves the files from servers near the visitor), and then uses its class names in the HTML. The framework provides a responsive grid that rearranges columns for phone and desktop screens, components such as navigation bars, buttons, cards, forms, modals and carousels, and JavaScript plugins for dropdowns, popovers and tooltips. Designers change colors and sizes through Sass, a language that compiles to CSS. Version 5.3 is the current stable line; version 6 is in alpha.",
    "Bootstrap is free and open source. The code is released under the MIT License and the documentation under Creative Commons."
   ],
   "maker": "The Bootstrap team (created by Mark Otto and Jacob Thornton; open source)",
   "links": {
    "docs": "https://getbootstrap.com/docs/5.3/",
    "github": "https://github.com/twbs"
   },
   "page": "https://aiolum.com/tool/bootstrap/"
  },
  {
   "slug": "chakra-ui",
   "name": "Chakra UI",
   "job": "building",
   "definition": "An open-source React component library: ready-made, accessible interface parts such as buttons, menus, tabs and sliders for building web applications.",
   "url": "https://chakra-ui.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Chakra UI is a component library for React, the JavaScript library for building user interfaces. A component library gives ready-made parts of an interface (buttons, menus, tabs, sliders, dialogs), so that developers assemble screens instead of writing each part from zero. Segun Adebayo created it; it is a project of Chakra Systems, maintained with contributors.",
    "Developers install the @chakra-ui/react package with npm and wrap their application in its provider component. The components follow accessibility practices, such as keyboard focus styles, and include dark mode. A design system can be built on top of it: semantic tokens hold shared design values such as colors and fonts, text styles set typography in one place, and recipes define the visual variants of a component. A command-line tool copies pre-built snippets into the project. Chakra UI works with frameworks such as Next.js and Vite.",
    "Chakra UI is free and open source under the MIT license. Chakra Pro, a separate paid product from the same team, sells premade components and page templates."
   ],
   "maker": "Chakra Systems (created by Segun Adebayo; open source)",
   "links": {
    "docs": "https://chakra-ui.com/docs/get-started/installation",
    "github": "https://github.com/chakra-ui/chakra-ui"
   },
   "page": "https://aiolum.com/tool/chakra-ui/"
  },
  {
   "slug": "claude-agent-sdk",
   "name": "Claude Agent SDK",
   "job": "building",
   "definition": "A software library from Anthropic for building AI agents in Python or TypeScript: the Claude model plans steps and calls tools such as file editing, shell commands and web search.",
   "url": "https://code.claude.com/docs/en/agent-sdk/overview",
   "price": "SDK free; Claude API usage is pay per token, for example Sonnet 5.5 at US$2 per million input tokens and US$10 per million output tokens",
   "readOn": "2026-10-28",
   "freeTier": "SDK free; API usage paid",
   "about": [
    "The Claude Agent SDK is a library from Anthropic for building AI agents. An agent is a program that completes a task by planning its own steps and calling tools that read files, run commands or edit code. The SDK gives a Python or TypeScript program the same tools, agent loop and context management that run Claude Code, Anthropic's coding agent; in fact the package bundles the Claude Code command-line program and drives it.",
    "A developer sends a prompt and options, and the SDK returns a stream of messages while Claude works. Built-in tools read, write and edit files, run shell commands and search the web. Developers add their own tools as functions or through MCP (Model Context Protocol, a standard way to connect an AI model to outside tools and data). Permissions decide which tools run without approval, hooks run custom code at fixed points of the loop, subagents take focused subtasks, and sessions keep context so that work can resume later.",
    "The SDK is free to install; the Python repository carries the MIT license. Model use is paid through a Claude API key, billed per token."
   ],
   "maker": "Anthropic",
   "links": {
    "docs": "https://code.claude.com/docs/en/agent-sdk/overview",
    "pricing": "https://claude.com/pricing",
    "github": "https://github.com/anthropics/claude-agent-sdk-python"
   },
   "page": "https://aiolum.com/tool/claude-agent-sdk/"
  },
  {
   "slug": "flask",
   "name": "Flask",
   "job": "building",
   "definition": "An open-source Python web framework: a small library that maps web addresses to Python functions, used to build websites and back-end APIs.",
   "url": "https://flask.palletsprojects.com/en/stable/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Flask is a lightweight web application framework for Python, developed by the Pallets organization. A web framework is a library that receives HTTP requests and calls the code that builds each response. Flask is a WSGI framework: WSGI is the standard interface between Python web applications and web servers.",
    "A developer creates a Flask application object and attaches Python functions to URL routes with a decorator such as @app.route(\"/\"); each function returns the page or data for that address. Flask builds on the Werkzeug WSGI toolkit, the Jinja template engine for HTML pages and the Click toolkit for its command-line interface, and it includes a development server, a debugger, sessions and blueprints for splitting a large application into parts. It does not impose any database or project layout: the developer chooses the libraries, community extensions add features, and the documentation shows patterns for SQLAlchemy databases and WTForms form validation.",
    "Flask is free and open source under the BSD-3-Clause license."
   ],
   "maker": "Pallets (open source)",
   "links": {
    "docs": "https://flask.palletsprojects.com/en/stable/",
    "github": "https://github.com/pallets/flask/"
   },
   "page": "https://aiolum.com/tool/flask/"
  },
  {
   "slug": "go",
   "name": "Go",
   "job": "building",
   "definition": "An open-source programming language from Google, used to write fast compiled programs such as web servers, network services and command-line tools.",
   "url": "https://go.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-27",
   "freeTier": "free",
   "about": [
    "Go is an open-source programming language supported by Google. It is statically typed and compiled: the types in the code are checked before the program runs. Its designers wanted the ease of programming of an interpreted, dynamically typed language together with the efficiency and safety of a compiled one, and support for networked and multicore computers.",
    "Concurrency, running many tasks at the same time, is built into the language through goroutines: functions that run independently, which the runtime spreads over a set of operating-system threads. A new goroutine needs only a few kilobytes of memory for its stack. The runtime, a library that is part of every Go program, also does garbage collection, the automatic freeing of memory that is no longer used. The go command downloads modules (packages of code), and a standard library comes with the language.",
    "Go is free and open source, with downloads for Windows, macOS and Linux. It is used for cloud and network services, command-line tools, web development and DevOps."
   ],
   "maker": "The Go project (open source, supported by Google)",
   "links": {
    "docs": "https://go.dev/doc/",
    "github": "https://github.com/golang"
   },
   "page": "https://aiolum.com/tool/go/"
  },
  {
   "slug": "graphql",
   "name": "GraphQL",
   "job": "building",
   "definition": "An open-source query language for APIs: the client asks for exactly the data fields it needs and the server returns them in one response.",
   "url": "https://graphql.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "GraphQL is an open-source query language for APIs and a server-side runtime that answers those queries. An API (application programming interface) is the interface through which one program, for example a mobile app, asks a server for data. Facebook used GraphQL in its mobile apps from 2012, open-sourced the specification in 2015, and the GraphQL Foundation, hosted by the non-profit Linux Foundation, now supports it.",
    "A GraphQL service defines a strongly typed schema: types such as Project or User, their fields and the relations between them. The client sends a query that names the fields it wants, and the response has the same shape, with no extra or missing data. One request can follow relations across several resources, where a typical REST API needs several calls. Subscriptions push updates when data changes, and new fields can be added without a new API version. GraphQL is not tied to any database: engines in many languages connect it to existing databases, REST APIs and services.",
    "The specification and its reference tools are free and open source."
   ],
   "maker": "GraphQL Foundation (Linux Foundation), originally Facebook",
   "links": {
    "docs": "https://graphql.org/learn/",
    "github": "https://github.com/graphql"
   },
   "page": "https://aiolum.com/tool/graphql/"
  },
  {
   "slug": "inertia-js",
   "name": "Inertia.js",
   "job": "building",
   "definition": "An open-source library that connects a server-side framework such as Laravel to React, Vue or Svelte pages, giving a single-page app without a separate API.",
   "url": "https://inertiajs.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Inertia.js is an open-source library for building single-page web apps (SPAs, apps that change pages in the browser without full reloads) with a classic server-side framework. Its makers call this approach the modern monolith. The project is maintained under Laravel, and it is not a framework itself but glue between a back end and a front end.",
    "The back end keeps routing, controllers, middleware, authentication and data fetching; only the view layer changes. A controller returns a JavaScript page component name and its data (props) instead of a server-rendered template. In the browser, the Inertia Link component intercepts clicks and fetches the next page with XHR; the server detects an Inertia request and answers with JSON, and Inertia swaps the page component and updates the browser history. Official adapters exist for React, Vue and Svelte on the client and for Laravel, Rails, Phoenix and Django on the server. Further features include form helpers with validation, partial reloads, prefetching, polling and server-side rendering.",
    "Inertia.js is free and open source under the MIT license."
   ],
   "maker": "Laravel (open source)",
   "links": {
    "docs": "https://inertiajs.com/docs",
    "github": "https://github.com/inertiajs"
   },
   "page": "https://aiolum.com/tool/inertia-js/"
  },
  {
   "slug": "lovable",
   "name": "Lovable",
   "job": "building",
   "definition": "An AI app builder: a person describes a website or web app in plain language, and Lovable writes the code, runs it and hosts it.",
   "url": "https://lovable.dev/",
   "price": "Pro plan: US$25 a month for 100 credits, billed monthly (US$250 a year billed yearly)",
   "readOn": "2026-10-28",
   "freeTier": "yes: 5 build credits a day, up to 30 a month",
   "about": [
    "Lovable is an AI app builder, a platform where a person describes software in plain language and an AI agent writes the code. Its documentation calls it a full-stack AI development platform for web applications. Full-stack means both the frontend, the part that runs in the browser, and the backend: servers, database and user logins.",
    "A user types a request in a chat, and Lovable generates a working application with frontend, backend, database, authentication and integrations, all as editable code. Each project is one application, and its code can be synced to GitHub, GitLab or Bitbucket. Lovable also hosts the finished app, with SSL and custom domains, and offers connectors to other services and built-in payment handling. Teams work together in shared workspaces.",
    "Lovable is a hosted service used in the browser. It has a free plan with daily build credits. Paid Pro and Business plans are monthly or annual subscriptions priced by credits, the units Lovable uses to measure building, hosting and AI features, not by seats or projects."
   ],
   "maker": "Lovable",
   "links": {
    "docs": "https://docs.lovable.dev/introduction/welcome",
    "pricing": "https://lovable.dev/pricing"
   },
   "page": "https://aiolum.com/tool/lovable/"
  },
  {
   "slug": "make",
   "name": "Make",
   "job": "building",
   "definition": "A no-code automation platform: a business connects its apps in a visual editor, so data moves between them and tasks run without manual work.",
   "url": "https://www.make.com/",
   "price": "From US$9 a month for the Core plan with 10,000 credits a month (the price shown with the 15% saving for annual billing)",
   "readOn": "2026-10-27",
   "freeTier": "yes, free plan with 1,000 credits a month",
   "about": [
    "Make is a no-code automation platform made by Celonis, Inc. People build automated workflows, which Make calls scenarios, and AI agents in a visual editor instead of writing code. A scenario connects apps that do not normally work together: it starts when it receives data from one app, for example a new row in a Google Sheet, transforms the data, and sends it to another app.",
    "Each step of a scenario is a module. Workflows are built by drag-and-drop, by a written prompt, or from AI chat tools such as Claude, ChatGPT or Gemini through Make's MCP server. Make connects to more than 3,500 apps out of the box; any service with an API can be added as a custom integration, and JavaScript or Python code can be added where needed.",
    "Make is a hosted service sold by subscription. The billing unit is the credit: most module actions, such as reading a record or writing a row, use one credit. The free plan includes 1,000 credits a month."
   ],
   "maker": "Celonis, Inc.",
   "links": {
    "docs": "https://help.make.com/",
    "pricing": "https://www.make.com/pricing"
   },
   "page": "https://aiolum.com/tool/make/"
  },
  {
   "slug": "mastra",
   "name": "Mastra",
   "job": "building",
   "definition": "An open-source TypeScript framework for building AI agents and workflows into an application, with model routing, memory, tools and observability.",
   "url": "https://mastra.ai/",
   "price": "Framework: free and open source. Hosted Mastra Platform: free Starter plan; Teams plan US$250 a month plus usage",
   "readOn": "2026-10-28",
   "freeTier": "yes: open-source framework and free Starter platform plan",
   "about": [
    "Mastra is an open-source framework, a code library that gives a program its basic structure, for building AI applications and agents in TypeScript. An agent is a program that uses a large language model (LLM) and tools: it reasons about a goal, decides which tool to call, and repeats until it reaches a final answer.",
    "A developer defines agents in code with instructions, a model and tools. Model routing reaches models from OpenAI, Anthropic, Gemini and other providers through one interface. A graph-based workflow engine runs multi-step processes with branches and parallel steps; it stores its state, so a workflow can pause for human approval and resume later. A memory system keeps conversation history and retrieves data from APIs, databases and files. Mastra runs inside React, Next.js or Node apps, or as a standalone server, and can also expose tools as MCP servers (Model Context Protocol, a standard way for AI systems to call tools).",
    "The core framework is free under the Apache 2.0 license. Mastra also sells the hosted Mastra Platform for deployment and observability, with a free Starter plan, a monthly Teams plan and usage charges."
   ],
   "maker": "Mastra (open source)",
   "links": {
    "docs": "https://mastra.ai/docs",
    "pricing": "https://mastra.ai/pricing",
    "github": "https://github.com/mastra-ai/mastra"
   },
   "page": "https://aiolum.com/tool/mastra/"
  },
  {
   "slug": "react-flow",
   "name": "React Flow",
   "job": "building",
   "definition": "An open-source React library for node-based editors: apps use it to draw boxes connected by lines, such as visual workflow builders and diagrams.",
   "url": "https://reactflow.dev/",
   "price": "Free and open source (MIT); optional React Flow Pro subscription from US$169 a month (Starter plan)",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "React Flow is an open-source library for React, the JavaScript library for building web interfaces, made by the xyflow team, which also makes Svelte Flow. It builds node-based user interfaces: a canvas of nodes (boxes) joined by edges (lines), as in workflow builders, no-code apps, chatbot builders and data-processing tools.",
    "A developer installs the npm package @xyflow/react and passes lists of nodes and edges to the ReactFlow component. Dragging nodes, zooming, panning, selecting several nodes and adding or removing elements are built in. Each node is an ordinary React component, so it can hold any interactive element, and it can be styled with Tailwind or plain CSS. Ready-made components add a background grid, a minimap, zoom controls, panels, node toolbars and node resizers, and hooks give the app access to the state of the flow.",
    "The library is free under the MIT license. A paid React Flow Pro subscription funds its maintenance and gives access to Pro examples and templates, prioritized GitHub issues and direct support."
   ],
   "maker": "xyflow",
   "links": {
    "docs": "https://reactflow.dev/api-reference",
    "pricing": "https://reactflow.dev/pro",
    "github": "https://github.com/xyflow/xyflow"
   },
   "page": "https://aiolum.com/tool/react-flow/"
  },
  {
   "slug": "ruby-on-rails",
   "name": "Ruby on Rails",
   "job": "building",
   "definition": "An open-source web application framework written in Ruby: it gives a team the database layer, page templates, routing, email and background jobs needed to build a web app.",
   "url": "https://rubyonrails.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Ruby on Rails (Rails) is a full-stack web application framework written in the Ruby programming language. A framework is a body of ready-made code and conventions on which an application is built. Rails follows the Model-View-Controller (MVC) pattern, which splits an app into models (data and business rules), views (the pages) and controllers (code that handles each request). More than six thousand people have contributed code to it.",
    "Active Record maps database tables to Ruby objects, with associations between tables, callbacks on save and encrypted fields. Action Controller processes incoming requests and responds with HTML or JSON; Action View mixes Ruby into HTML templates; Action Dispatch connects URLs to controllers. The framework also sends and receives email, keeps pages live through WebSockets, queues background jobs, stores uploads in the cloud and protects against common attacks. Hotwire is its default front-end framework. Rails favours convention over configuration: standard names and folder layouts replace most setup files.",
    "Rails is free and open source under the MIT license, with its source code on GitHub."
   ],
   "maker": "The Rails team and open-source contributors",
   "links": {
    "docs": "https://rubyonrails.org/docs",
    "github": "https://github.com/rails/rails"
   },
   "page": "https://aiolum.com/tool/ruby-on-rails/"
  },
  {
   "slug": "sass",
   "name": "Sass",
   "job": "building",
   "definition": "An open-source stylesheet language that compiles to CSS: it adds variables, nesting, mixins and functions so that a web team can keep large style sheets organized.",
   "url": "https://sass-lang.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Sass (Syntactically Awesome Style Sheets) is a stylesheet language that is compiled to CSS, the language that sets the colours, fonts and layout of web pages. A compiler is a program that translates source code into another language; here a Sass file becomes a plain CSS file that any browser can read. Sass is made by the Sass team and many contributors, and it has been supported since 2006.",
    "Sass adds features that plain CSS lacks: variables, nested rules, mixins (reusable groups of declarations), functions, control flow such as @if and @each, and modules loaded with @use. It has two syntaxes. SCSS, with the extension .scss, is a superset of CSS, so almost all valid CSS is valid SCSS. The older indented syntax, with the extension .sass, uses indentation instead of braces. The current implementation is Dart Sass, which runs from the command line and is also published on npm as a pure JavaScript package. Frameworks such as Bootstrap are built with Sass.",
    "Sass is free and open source under the MIT license."
   ],
   "maker": "The Sass team and contributors",
   "links": {
    "docs": "https://sass-lang.com/documentation/",
    "github": "https://github.com/sass"
   },
   "page": "https://aiolum.com/tool/sass/"
  },
  {
   "slug": "shadcn-ui",
   "name": "shadcn/ui",
   "job": "building",
   "definition": "An open-source set of React interface components that a command-line tool copies into the app's own code, so the team can edit every button, dialog and table.",
   "url": "https://ui.shadcn.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "shadcn/ui is a set of accessible interface components and a system for distributing their code, built by shadcn at Vercel. It describes itself as not a component library but a way to build one. A traditional component library is a package that an app installs and imports, and its components are hard to change from outside.",
    "With shadcn/ui, a command-line tool (CLI) copies the source code of each chosen component, such as a button, dialog, data table, calendar, sidebar or chart, into the project itself. The team then owns that code and edits it directly instead of overriding styles. All components share one composable interface and carefully chosen default styles, so they fit together as a design system. A flat-file schema describes components, their dependencies and properties, so that teams can publish their own component registries. Setup commands exist for Next.js, Vite, Laravel, React Router, Astro and TanStack Start, and a set of AI Elements covers chat interfaces. Because the code sits in the project, AI models can read and change it.",
    "shadcn/ui is free and open source under the MIT license."
   ],
   "maker": "shadcn (at Vercel)",
   "links": {
    "docs": "https://ui.shadcn.com/docs",
    "github": "https://github.com/shadcn-ui/ui"
   },
   "page": "https://aiolum.com/tool/shadcn-ui/"
  },
  {
   "slug": "socket-io",
   "name": "Socket.IO",
   "job": "building",
   "definition": "An open-source JavaScript library for real-time messaging: it keeps a two-way connection open between browser and server, so the app pushes updates without page reloads.",
   "url": "https://socket.io/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Socket.IO is an open-source library for low-latency, bidirectional, event-based communication between a client and a server. Bidirectional means that the server can send a message to the browser at any moment, not only in reply to a request, which chat, live dashboards and collaborative editors need. The main server runs on Node.js, and the main client runs in the browser, Node.js or React Native; the documentation lists other implementations for Java, Python, Go, Rust and more languages.",
    "Both sides send named events with data. Socket.IO opens the connection with WebSocket (a protocol that keeps one TCP connection open in both directions) or WebTransport when possible, and falls back to HTTP long-polling when a proxy or network blocks them. A heartbeat checks the link, the client reconnects automatically, and messages sent while offline are buffered. The server can broadcast to all clients or to a room, also across several servers, and namespaces split one connection into channels. It is not a plain WebSocket implementation: it adds metadata to each packet.",
    "Socket.IO is free and open source under the MIT license."
   ],
   "maker": "The Socket.IO project (open source)",
   "links": {
    "docs": "https://socket.io/docs/v4/",
    "github": "https://github.com/socketio/socket.io"
   },
   "page": "https://aiolum.com/tool/socket-io/"
  },
  {
   "slug": "tauri",
   "name": "Tauri",
   "job": "building",
   "definition": "An open-source framework for building small desktop and mobile apps whose interface is written in web technologies and whose application logic runs in Rust.",
   "url": "https://tauri.app/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Tauri is an open-source framework (a set of libraries and tools that an application is built on) for apps on Linux, macOS, Windows, Android and iOS, all from a single codebase. It is maintained by the Tauri Programme within The Commons Conservancy.",
    "The user interface is written with any frontend framework that compiles to HTML, JavaScript and CSS. The application logic is written in Rust, and Swift and Kotlin bindings give deeper access to the system. The frontend calls Rust functions through an invoke function. A Tauri app does not bundle a browser engine: it uses the webview (the web page renderer that the operating system already has), so a minimal app can be less than 600 KB. Two libraries maintained by Tauri do the low-level work: TAO creates the windows and WRY renders the web view. Official plugins add features such as a system tray, notifications, file system access and an updater, and each major and minor release has a security audit.",
    "Tauri is free and open source, under the MIT license or MIT/Apache 2.0 where applicable."
   ],
   "maker": "The Tauri Programme within The Commons Conservancy (open source)",
   "links": {
    "docs": "https://v2.tauri.app/start/",
    "github": "https://github.com/tauri-apps/tauri"
   },
   "page": "https://aiolum.com/tool/tauri/"
  },
  {
   "slug": "windsurf",
   "name": "Windsurf",
   "job": "building",
   "definition": "An AI code editor, now named Devin Desktop, in which AI agents write, change and test code in a project while the developer reviews the work.",
   "url": "https://devin.ai/desktop",
   "price": "Pro plan US$20 a month; Max US$200 a month; Teams US$80 a month plus US$40 per seat",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan",
   "about": [
    "Windsurf is an AI code editor: an IDE (integrated development environment, the program in which a developer writes, runs and debugs code) with AI agents built in. Its maker, Cognition, has renamed it Devin Desktop; only the name and branding changed, and existing plans, prices, extensions and settings carry over.",
    "The editor runs on macOS, Windows and Linux and can import settings from VS Code or Cursor. A developer decides what to build, and agents write the code and test it; Fast Context finds the files and lines an agent needs. Tab completion predicts the next edit. The Agent Command Center manages many agents in one place, in a Kanban view, running on the local machine or in Devin Cloud with the same context. Through the Agent Client Protocol (ACP) other agents and many frontier models can be used. Devin Review checks each diff, and MCP servers, memories and rules extend the agent. A Windsurf plugin for JetBrains IDEs is still available.",
    "It is a desktop app with a free plan, monthly subscriptions (Pro, Max and Teams) and Enterprise contracts."
   ],
   "maker": "Cognition",
   "links": {
    "docs": "https://docs.devin.ai/desktop/getting-started",
    "pricing": "https://devin.ai/pricing"
   },
   "page": "https://aiolum.com/tool/windsurf/"
  },
  {
   "slug": "acf-pro",
   "name": "ACF PRO",
   "job": "building",
   "definition": "A paid WordPress plugin that adds custom fields, repeatable field groups, galleries, options pages and PHP-built editor blocks to a WordPress site's edit screens.",
   "url": "https://www.advancedcustomfields.com/pro/",
   "price": "From US$49 a year for one website (Personal licence); US$249 a year for unlimited websites (Agency licence)",
   "readOn": "2026-10-28",
   "freeTier": "free version of ACF without the PRO features",
   "about": [
    "ACF PRO is the premium version of Advanced Custom Fields (ACF), a plugin for WordPress from WP Engine. A custom field is an extra piece of structured data stored with a post, user or other object, such as a sub-heading or a hero image. ACF adds a field builder to the WordPress edit screens; a developer creates a field group, adds fields and sets location rules that decide where the group appears.",
    "Theme templates read the saved values with PHP functions such as get_field() and the_field(). ACF has over 30 field types. The PRO version adds the Repeater field (a set of sub fields that can repeat), the Flexible Content field (a layout manager for groups of sub fields), the Gallery and Clone fields, options pages for global data, and ACF Blocks, a PHP framework for custom blocks in the WordPress block editor.",
    "ACF PRO is a stand-alone plugin sold as a yearly licence per number of websites; the licence key enables updates and the PRO features."
   ],
   "maker": "WP Engine",
   "links": {
    "docs": "https://www.advancedcustomfields.com/resources/",
    "pricing": "https://www.advancedcustomfields.com/pro/#pricing-table",
    "github": "https://github.com/AdvancedCustomFields/acf"
   },
   "aka": [
    "ACF Pro"
   ],
   "page": "https://aiolum.com/tool/acf-pro/"
  },
  {
   "slug": "apache-echarts",
   "name": "Apache ECharts",
   "job": "building",
   "definition": "An open-source JavaScript charting library that draws interactive charts and data visualizations in a web browser for dashboards, reports and products.",
   "url": "https://echarts.apache.org/en/index.html",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Apache ECharts is an open-source JavaScript library for charts and data visualization in the browser, a project of the Apache Software Foundation. It is written in pure JavaScript and is built on zrender, a lightweight library for drawing on the HTML canvas.",
    "A developer installs it from npm or loads it from a CDN, then describes a chart declaratively: a configuration object (called an option) lists the data, the chart type and the components to draw. ECharts offers more than 20 chart types and a dozen components that can be combined. It can render to Canvas (a pixel drawing surface) or to SVG (vector graphics), and progressive rendering and stream loading let it draw very large data sets. Datasets support transforms such as filtering, clustering and regression, and automatically generated chart descriptions and decal patterns help readers with disabilities.",
    "ECharts is free and open source under the Apache License 2.0."
   ],
   "maker": "The Apache Software Foundation (open source)",
   "links": {
    "docs": "https://echarts.apache.org/handbook/en/get-started/",
    "github": "https://github.com/apache/echarts"
   },
   "page": "https://aiolum.com/tool/apache-echarts/"
  },
  {
   "slug": "appkit",
   "name": "AppKit",
   "job": "building",
   "definition": "Apple's framework for building the graphical user interface of macOS apps: windows, buttons, menus, text and the handling of mouse and keyboard events.",
   "url": "https://developer.apple.com/documentation/appkit",
   "price": "No separate price; distributing apps requires the Apple Developer Program, US$99 a year",
   "readOn": "2026-10-28",
   "freeTier": "yes (free developer account for building and testing on one's own devices)",
   "about": [
    "AppKit is Apple's framework, a library that is part of the operating system, for building the graphical, event-driven user interface of macOS apps. Apple's documentation lists it from macOS 10.0, and it is also available to iPad apps brought to the Mac with Mac Catalyst. Code that uses it is written in Swift or Objective-C.",
    "AppKit contains the objects that draw windows, panels, buttons, text fields and other views, and it handles the events between the app, the person and macOS, such as mouse, keyboard and trackpad input, menus, the Dock, gestures and drag and drop. It also handles printing, animation, documents, text layout with TextKit, fonts, color and accessibility, with built-in support for localization. AppKit works with SwiftUI, Apple's newer declarative interface framework: AppKit views and view controllers can be placed inside SwiftUI views, and SwiftUI views inside AppKit, so one app can mix both.",
    "AppKit has no separate price. A free Apple developer account allows testing apps on one's own devices with Xcode; distributing apps requires the paid Apple Developer Program."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/documentation/appkit",
    "pricing": "https://developer.apple.com/programs/"
   },
   "page": "https://aiolum.com/tool/appkit/"
  },
  {
   "slug": "apple-vision-framework",
   "name": "Apple Vision framework",
   "job": "building",
   "definition": "Apple's built-in computer vision framework that lets apps read text, detect faces, barcodes and objects, and separate subjects in photos and video.",
   "url": "https://developer.apple.com/documentation/vision",
   "price": "No separate price; distributing apps requires the Apple Developer Program, US$99 a year",
   "readOn": "2026-10-28",
   "freeTier": "yes (free developer account for building and testing on one's own devices)",
   "about": [
    "Vision is Apple's computer vision framework, a library in Apple's operating systems that analyzes still images and video frames with pretrained machine learning models. Computer vision is the field of software that extracts information from images.",
    "Every analysis follows the same three steps: the app creates a request for one kind of analysis, performs it on an image or a video frame, and reads the resulting observations, which hold details such as the recognized text, a confidence score and the bounding box (the rectangle around the found item). Vision recognizes text in 26 languages, finds tables and document structure, detects barcodes and QR codes, finds faces and facial features, isolates people and foreground objects from the background, tracks body poses of people and animals, classifies images and measures image quality. A CoreMLRequest runs a developer's own Core ML model, and OCR and barcode tools can be given to Apple's Foundation Models language model. Since iOS 18 there is a Swift-only API next to the original one.",
    "The framework has no separate price; distributing apps requires the paid Apple Developer Program."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/documentation/vision",
    "pricing": "https://developer.apple.com/programs/"
   },
   "page": "https://aiolum.com/tool/apple-vision-framework/"
  },
  {
   "slug": "avancer",
   "name": "avancer",
   "job": "building",
   "definition": "An AI research and development lab in Amman, Jordan and the USA whose development team, Avancer Factory, builds production software and apps for clients.",
   "url": "https://avancer.ai/en/",
   "price": "",
   "readOn": "2026-10-27",
   "freeTier": "not applicable",
   "about": [
    "avancer (avancer.ai, legal name Avancer, Inc.) is an AI research and development lab, with research and engineering in Amman, Jordan, and a company address in Newark, Delaware, USA. It works on computer vision (software that analyses images), natural language processing (software that handles human language) and applied machine learning.",
    "Its own projects are Perspicax, a checker that says whether an image was made by AI, built on the lab's TrueEye 2.1 detection model, and Avenzoar, which turns data labelling into short mobile games so that players produce checked AI training data, mainly in Arabic. Avancer Factory, its development team in Amman, does engineering, design, backend work and quality assurance, and builds production software, also for clients; NoNerds is one client named on the site.",
    "On Apple's App Store, the developer account avancer publishes two education apps, OBM (online courses and events) and NoNerds (recorded lectures and past papers). The site lists no prices."
   ],
   "maker": "Avancer, Inc.",
   "page": "https://aiolum.com/tool/avancer/"
  },
  {
   "slug": "bitsandbytes",
   "name": "bitsandbytes",
   "job": "building",
   "definition": "An open-source PyTorch library that quantizes large language models to 8-bit or 4-bit numbers, so they run and train in much less GPU memory.",
   "url": "https://github.com/bitsandbytes-foundation/bitsandbytes",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "bitsandbytes is an open-source Python library for PyTorch, maintained by the bitsandbytes Foundation. It does k-bit quantization: it stores a model's weights with fewer bits, for example 8 or 4 bits instead of 16 or 32, so that a large language model needs much less memory.",
    "It has three main features. LLM.int8() loads a model in 8-bit form for inference with about half the memory; it quantizes most values to 8 bits and handles the rare large values (outliers) with 16-bit matrix multiplication. QLoRA loads a model in 4-bit form and adds a small set of trainable LoRA (low-rank adaptation) weights, so that the model can be fine-tuned with little memory. 8-bit optimizers keep the optimizer state, the extra numbers an optimizer stores for each weight during training, in 8 bits. The library works with Hugging Face Transformers, Diffusers and PEFT, and runs on NVIDIA, AMD and Intel GPUs and on CPUs.",
    "It is free software under the MIT license, developed in the open on GitHub and supported by sponsors."
   ],
   "maker": "bitsandbytes Foundation (open source)",
   "links": {
    "docs": "https://huggingface.co/docs/bitsandbytes/main/en/index",
    "github": "https://github.com/bitsandbytes-foundation/bitsandbytes"
   },
   "page": "https://aiolum.com/tool/bitsandbytes/"
  },
  {
   "slug": "bolt",
   "name": "Bolt",
   "job": "building",
   "definition": "An AI app builder: a person describes a website or web app in a chat, and AI agents write, test and host the code.",
   "url": "https://bolt.new/",
   "price": "From US$25 a month (Pro plan, billed monthly); free plan with 1 million tokens a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, 1M tokens a month with daily limits",
   "about": [
    "Bolt (bolt.new) is an AI app builder made by StackBlitz. In an AI app builder, a person describes the wanted product in plain language, and an AI coding agent, a language model that writes and changes code by itself, produces working software. Bolt builds websites and apps such as marketing sites, online stores, dashboards and internal tools, and also slide presentations.",
    "The person types a prompt in the browser and can first talk through the plan in Plan Mode. Bolt then writes the code, tests it and fixes errors, and it picks the language model for each task to balance quality and cost. A project can also start from a Figma design or a GitHub repository. Bolt Cloud adds hosting with custom domains, databases and user authentication, so a project can go live without other accounts.",
    "Bolt is a hosted service with a free plan that has daily limits and paid monthly subscriptions. Usage is counted in tokens, small pieces of text that a language model reads or writes; larger projects use more tokens per message."
   ],
   "maker": "StackBlitz",
   "links": {
    "docs": "https://support.bolt.new",
    "pricing": "https://bolt.new/pricing",
    "github": "https://github.com/stackblitz/bolt.new"
   },
   "page": "https://aiolum.com/tool/bolt/"
  },
  {
   "slug": "breakdance",
   "name": "Breakdance",
   "job": "building",
   "definition": "A visual website builder for WordPress: it designs pages, forms, popups and WooCommerce stores, and AI agents can build sites in it.",
   "url": "https://breakdance.com/",
   "price": "From US$99.99 a year (Pro, one website); free plan available",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with 80 elements",
   "about": [
    "Breakdance is a page builder for WordPress, made by Soflyy, the company that also makes WP All Import. WordPress is an open-source content management system; a page builder is a plugin that replaces hand-written theme code with a visual editor in which each page is assembled from elements.",
    "The editor gives control over every element and also builds headers, popups, multi-step forms with conditional logic, and every page of a WooCommerce store. Dynamic data connects page templates to data stored in WordPress, for example fields from Advanced Custom Fields. Since version 3.0, any AI agent that supports MCP (Model Context Protocol, a standard way for an AI assistant to call outside tools), such as Claude, ChatGPT or Cursor, can connect to Breakdance and build or change a site from a chat prompt; the result stays editable in the visual editor.",
    "Breakdance is sold as a yearly license, and a free plan covers unlimited sites with fewer elements. A license also covers sites built for clients. Sites keep working if the license is not renewed; renewal pays for support, updates and the Design Library."
   ],
   "maker": "Soflyy",
   "links": {
    "docs": "https://breakdance.com/documentation/",
    "pricing": "https://breakdance.com/pricing/"
   },
   "page": "https://aiolum.com/tool/breakdance/"
  },
  {
   "slug": "csharp",
   "name": "C#",
   "job": "building",
   "definition": "A general-purpose programming language from Microsoft, the main language of .NET, used for web backends, cloud services, desktop and mobile apps and games.",
   "url": "https://learn.microsoft.com/en-us/dotnet/csharp/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "C# is a general-purpose, cross-platform programming language from Microsoft and the main language of .NET, a free, cross-platform, open-source development platform. It is object-oriented, which means that programs are built from classes that combine data with the code that works on it, and it also takes many features from functional programming.",
    "C# is a compiled language: the dotnet build command compiles the source files into a binary package, and dotnet run runs it. Its syntax belongs to the C family, close to C, C++, Java and JavaScript. Language Integrated Query (LINQ) gives one query syntax for in-memory collections, XML, JSON and databases, and the async and await keywords let asynchronous code, such as a web request, read like sequential code. With .NET, C# builds web backends with ASP.NET Core, cloud services on Azure, desktop and mobile apps with .NET MAUI, and games with Unity.",
    "The language and the .NET platform are free to use. Microsoft documents them on Microsoft Learn, with a reference and an official language specification."
   ],
   "maker": "Microsoft",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/dotnet/csharp/"
   },
   "page": "https://aiolum.com/tool/csharp/"
  },
  {
   "slug": "carrd",
   "name": "Carrd",
   "job": "building",
   "definition": "A website builder for simple one-page sites, such as landing pages, profiles and signup pages, built from templates in the browser and hosted by Carrd.",
   "url": "https://carrd.com/",
   "price": "From US$19 a year for Pro Standard (custom domains and forms); Pro Lite from US$9 a year; free for up to three sites",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to three sites",
   "about": [
    "Carrd is a hosted website builder for one-page sites, made by Carrd Inc. A one-page site puts all of its content on a single page, for example a personal profile or a landing page that collects email addresses.",
    "A user starts from one of dozens of templates or from a blank page, edits it in the browser and publishes it; the layout adapts to phones, tablets and desktops. Pro plans add custom domains with SSL certificates from Let's Encrypt; forms for contact, signup, custom data and payments, which can send signups to email services such as Mailchimp, Kit or ActiveCampaign; embedded code and widgets from Stripe, PayPal, Gumroad or Typeform; site analytics; and removal of the 'Made with Carrd' branding.",
    "A free account can build up to three sites with all core features. Pro plans are paid per year, with a 7-day free trial, and they differ in the number of sites and in features such as forms and custom domains."
   ],
   "maker": "Carrd Inc.",
   "links": {
    "docs": "https://carrd.com/docs",
    "pricing": "https://carrd.com/pro"
   },
   "page": "https://aiolum.com/tool/carrd/"
  },
  {
   "slug": "ceviche",
   "name": "Ceviche Challenges",
   "job": "building",
   "definition": "Google's open-source set of photonic design test problems: each simulates a light-guiding chip component, so researchers can compare algorithms that design such components.",
   "url": "https://github.com/google/ceviche-challenges",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Ceviche Challenges is an open-source Python package from Google with a suite of photonic inverse design problems. Inverse design means that a computer searches for the shape of a device that gives a wanted behavior, instead of an engineer drawing the shape; photonic devices guide light on a chip. The suite is a benchmark for topology optimization algorithms, which decide where material goes in each pixel of a design area.",
    "It contains four integrated photonic components: a waveguide bend, a beam splitter, a mode converter and a wavelength division multiplexer (WDM). Each has a model class whose simulate() method takes the design as an array and returns the scattering parameters (how much light passes from each port to each other port) and the fields. The physics comes from ceviche, a separate open-source finite-difference frequency-domain (FDFD) simulator of Maxwell's equations under the MIT license, and gradients come from the HIPS autograd library, so a design can be improved by gradient-based optimization.",
    "The package installs with pip and is free under the Apache 2.0 license. Google archived the repository in March 2025, so it is now read-only."
   ],
   "maker": "Google (open source)",
   "links": {
    "github": "https://github.com/google/ceviche-challenges"
   },
   "aka": [
    "Ceviche"
   ],
   "page": "https://aiolum.com/tool/ceviche/"
  },
  {
   "slug": "coderabbit",
   "name": "CodeRabbit",
   "job": "building",
   "definition": "An AI code review service: it reviews every pull request automatically, summarizes the change, comments on likely bugs and suggests fixes before a human reviews it.",
   "url": "https://www.coderabbit.ai/",
   "price": "Essentials plan: US$30 per developer a month billed monthly, or US$24 a month billed yearly",
   "readOn": "2026-10-28",
   "freeTier": "free for public repositories; 14-day trial",
   "about": [
    "CodeRabbit is an AI code review service made by the company CodeRabbit. Code review is the step in which another engineer reads a change before it is merged; CodeRabbit does a first review automatically, with AI models, on every pull request (PR), a proposed change to a code repository.",
    "It connects to GitHub, GitLab, Azure DevOps and Bitbucket. On each PR it posts a plain-language summary and walkthrough of the change, then comments on lines with likely bugs and suggests fixes that can be applied with one click. It learns from the team's feedback and keeps these learnings for later reviews, and pre-merge checks enforce custom requirements before a merge. The same reviews run in the IDE (the code editor) and from the command line. Other products put the PR queue in order of value and risk (Triage) and scan repositories for vulnerabilities, leaked secrets and vulnerable dependencies.",
    "CodeRabbit is a hosted service sold as a subscription per developer, billed monthly or yearly, with a 14-day trial. Reviews of public repositories are free."
   ],
   "maker": "CodeRabbit",
   "links": {
    "docs": "https://docs.coderabbit.ai/",
    "pricing": "https://www.coderabbit.ai/pricing"
   },
   "page": "https://aiolum.com/tool/coderabbit/"
  },
  {
   "slug": "cog",
   "name": "Cog",
   "job": "building",
   "definition": "An open-source tool from Replicate that packages a machine learning model into a Docker container with a ready HTTP prediction API.",
   "url": "https://cog.run/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Cog is an open-source command-line tool from Replicate that packages a machine learning model in a container: a Docker image that holds the model, its code and all its dependencies, so that it runs the same way on any machine with Docker.",
    "A developer describes the environment in a cog.yaml file (GPU or not, system packages, Python version, Python requirements) and writes the model's setup and run code in Python, with typed inputs and outputs. Cog then builds the Docker image with NVIDIA base images and compatible versions of CUDA, cuDNN, PyTorch and TensorFlow; CUDA is NVIDIA's software layer for running code on its GPUs. From the input and output types it generates an OpenAPI schema and an HTTP inference server, so the container answers prediction requests at a /predictions address. The image runs on the developer's own infrastructure or on Replicate. Cog works on macOS, Linux and Windows 11 with WSL 2.",
    "Cog is free and open source under the Apache License 2.0."
   ],
   "maker": "Replicate (open source)",
   "links": {
    "docs": "https://cog.run/",
    "github": "https://github.com/replicate/cog"
   },
   "page": "https://aiolum.com/tool/cog/"
  },
  {
   "slug": "colorlib",
   "name": "Colorlib",
   "job": "building",
   "definition": "A library of WordPress themes and HTML website templates: a business downloads a ready-made design and edits it into its own website.",
   "url": "https://colorlib.com/",
   "price": "Licence for one template: US$19 (credit removal, up to 5 domains); all templates: US$129 a year",
   "readOn": "2026-10-28",
   "freeTier": "yes, free themes and templates with the Colorlib credit",
   "about": [
    "Colorlib is a website that publishes WordPress themes and HTML website templates, with a web design blog. A theme is a ready-made design that sets how a WordPress site looks; an HTML template is a set of finished HTML, CSS and JavaScript files that a developer edits into a site. Aigars Silkalns founded Colorlib in 2013 in Riga, Latvia, and Divilab LLC operates it.",
    "The library holds more than 1,500 responsive templates built with Bootstrap, Tailwind CSS and Astro, grouped by industry (business, portfolio, restaurant, medical and others), and 12 free themes on WordPress.org, such as Shapely and Sparkling. Responsive means that the layout adapts to desktops, tablets and phones. A user downloads a template, changes its design, code and content, and uses it for its own or client websites. The same company maintains AdminLTE, an open-source admin dashboard template.",
    "Free resources are licensed under Creative Commons Attribution 3.0 and must keep the credit link. A paid licence, for one template or as a yearly or lifetime plan, permits removing the Colorlib credit and adds forum support."
   ],
   "maker": "Divilab LLC",
   "page": "https://aiolum.com/tool/colorlib/"
  },
  {
   "slug": "conductor",
   "name": "Conductor",
   "job": "building",
   "definition": "A Mac app for running several AI coding agents such as Claude Code and Codex in parallel, each in its own isolated workspace, locally or in the cloud.",
   "url": "https://www.conductor.build/",
   "price": "Pro plan: US$50 a month, with cloud workspaces; the Mac app with local workspaces is free",
   "readOn": "2026-10-28",
   "freeTier": "yes, free Mac app with local workspaces",
   "about": [
    "Conductor is a Mac app, made by Melty Labs, for running several AI coding agents at the same time. A coding agent is an AI program that reads a code repository, edits files and runs commands to complete a programming task; Conductor runs the first-party agents Claude Code, Codex, Cursor and OpenCode.",
    "Each task gets an isolated workspace with its own Git branch, files, terminal and diff, so that parallel agents do not overwrite each other's work. When an agent finishes, Conductor shows the diff, opens a pull request, merges it and archives the workspace. Conductor Cloud runs workspaces in isolated microVMs (small virtual machines) with the repository and its dependencies pre-installed, so agents keep working after the laptop is closed. Teammates can share a workspace and prompt agents together, and work can be controlled from an iOS app or through the Conductor API. Users bring their own agent subscriptions and API keys.",
    "The desktop app is free. Pro and Teams subscriptions add cloud workspaces, live collaboration, the API and the mobile app."
   ],
   "maker": "Melty Labs",
   "links": {
    "docs": "https://www.conductor.build/docs",
    "pricing": "https://www.conductor.build/pricing"
   },
   "page": "https://aiolum.com/tool/conductor/"
  },
  {
   "slug": "copilotkit",
   "name": "CopilotKit",
   "job": "building",
   "definition": "An open-source SDK for putting AI agents and chat inside an app's user interface, with generative UI, shared state and user approval steps.",
   "url": "https://www.copilotkit.ai/",
   "price": "SDK free and open source; hosted CopilotKit Intelligence: US$49 a month with 10,000 interactions included, then pay as you go",
   "readOn": "2026-10-28",
   "freeTier": "yes, open-source SDK and a free developer edition",
   "about": [
    "CopilotKit is an open-source SDK (software development kit, a set of libraries) for adding AI agents and chat to the user interface of an application, made by the company CopilotKit. It started as a React library and now also supports Angular, Vue, React Native, Slack and Microsoft Teams.",
    "A developer adds a ready-made chat component, restyles it with the app's own components, or uses headless APIs (logic without a built-in look) for full control. The agent can render real UI components, such as a chart or a form, inside the conversation (generative UI); share a synchronized state that both the agent and the front end read and write; call tools; and pause to ask the user for confirmation before an action (human-in-the-loop). It connects to agent frameworks such as LangChain, Mastra and the Claude Agent SDK through AG-UI, an open protocol for the link between an app and an agent backend, which the company created.",
    "The SDK is free under the MIT License. CopilotKit Intelligence, which adds persistent threads, user memory and analytics, is a paid platform billed per completed agent request."
   ],
   "maker": "CopilotKit",
   "links": {
    "docs": "https://docs.copilotkit.ai/",
    "pricing": "https://www.copilotkit.ai/pricing",
    "github": "https://github.com/CopilotKit/CopilotKit"
   },
   "page": "https://aiolum.com/tool/copilotkit/"
  },
  {
   "slug": "cua-driver",
   "name": "Cua Driver",
   "job": "building",
   "definition": "An open-source computer-use driver: it lets AI agents such as Claude Code click, type and read in desktop apps on the user's own computer, in the background.",
   "url": "https://cua.ai/cua-driver",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Cua Driver is an open-source computer-use driver from Cua AI, Inc. Computer use means that an AI agent operates a computer the way a person does, by clicking, typing and scrolling in apps. Cua Driver gives agents such as Claude Code, Codex and Cursor this ability on the user's own Mac, Windows or Linux computer.",
    "The agent works in the background, in windows behind the user's windows and with a cursor of its own, so the user keeps the mouse and keyboard and can watch what the agent does. Cua Driver reads each operating system's accessibility tree, the structured description of buttons, fields and text that the system provides for screen readers, so agents can work in native apps such as spreadsheets and settings as well as in web pages. Agents connect through MCP (Model Context Protocol, a standard way for AI agents to call tools) or the command line, and an SDK lets programs use it. It also runs inside Cua Spaces, Cua's shared desktops for teams and agents.",
    "Cua Driver is free and open source under the MIT license."
   ],
   "maker": "Cua AI, Inc.",
   "links": {
    "docs": "https://cua.ai/docs/cua-driver",
    "github": "https://github.com/trycua/cua/tree/main/libs/cua-driver"
   },
   "page": "https://aiolum.com/tool/cua-driver/"
  },
  {
   "slug": "daisyui",
   "name": "daisyUI",
   "job": "building",
   "definition": "A free component library for Tailwind CSS: it adds ready-made class names for buttons, cards, menus and other page parts, so web pages need less styling code.",
   "url": "https://daisyui.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "daisyUI is a component library for Tailwind CSS, created by Pouya Saadeghi. Tailwind CSS is a CSS framework in which each element is styled with many small utility classes. daisyUI is a Tailwind plugin that adds class names for common user-interface components, such as btn, card and toggle.",
    "A developer installs daisyUI as a development dependency and writes one component class name instead of a long list of utility classes; the result can still be changed with normal Tailwind utilities. The components are pure CSS, so daisyUI needs no JavaScript bundle and works with any JavaScript framework. Colors have semantic names such as primary, secondary and error, and their values are CSS variables, so a site can switch to dark mode or to another built-in theme without new class names. The site also offers a theme generator, templates and an MCP server for AI coding agents.",
    "daisyUI is free and open source under the MIT license, and its code is on GitHub."
   ],
   "maker": "Pouya Saadeghi (open source)",
   "links": {
    "docs": "https://daisyui.com/docs/install/",
    "github": "https://github.com/saadeghi/daisyui"
   },
   "aka": [
    "DaisyUI"
   ],
   "page": "https://aiolum.com/tool/daisyui/"
  },
  {
   "slug": "dependabot",
   "name": "Dependabot",
   "job": "building",
   "definition": "GitHub's automated dependency updater: it watches the packages a repository depends on and opens pull requests that move them to newer or patched versions.",
   "url": "https://docs.github.com/en/code-security/concepts/supply-chain-security/dependabot-version-updates",
   "price": "Free: included in the GitHub Free plan",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Dependabot is GitHub's service for automated dependency updates, built into GitHub. A dependency is an outside package or library that a project's code uses; its version is written in a manifest or lock file of the repository.",
    "For version updates, a repository holds a dependabot.yml configuration file that names the manifests to watch and the schedule. Dependabot checks each dependency for newer releases, reads its semantic version (semver) to decide whether to update, and opens a pull request that changes the manifest, with the changelog and release notes in the summary. By default a new release waits a cooldown of 3 days. For security updates, when a Dependabot alert reports a known vulnerability, Dependabot opens a pull request that raises the dependency to the lowest version with the fix. It also updates references to GitHub Actions in workflow files, and it signs its own commits.",
    "Dependabot is included in GitHub's Free plan. Its core update logic, dependabot-core, is open source under the MIT license."
   ],
   "maker": "GitHub, Inc.",
   "links": {
    "docs": "https://docs.github.com/en/code-security/concepts/supply-chain-security/dependabot-version-updates",
    "pricing": "https://github.com/pricing",
    "github": "https://github.com/dependabot"
   },
   "page": "https://aiolum.com/tool/dependabot/"
  },
  {
   "slug": "devin",
   "name": "Devin",
   "job": "building",
   "definition": "An autonomous AI coding agent from Cognition: it takes a programming task, writes, runs and tests the code in its own workspace, and opens a pull request.",
   "url": "https://devin.ai/",
   "price": "Pro plan US$20 a month, with access to cloud agents (Devin Cloud); Teams US$80 a month plus US$40 per developer seat",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited quota",
   "about": [
    "Devin is an AI coding agent made by Cognition, an applied AI lab that builds software agents. An AI coding agent is a program, driven by a large language model, that plans and carries out programming tasks with real tools instead of only suggesting code.",
    "A team gives Devin a task in its web app, in Slack or Microsoft Teams, or from a Linear or Jira ticket. Devin works in its own workspace with a shell, a code editor and a browser: it writes, runs and tests code, checks web apps in the browser, and opens a pull request on GitHub, GitLab or Bitbucket. Engineers can follow each step and take over in the editor. Typical tasks are bug fixes, new features, code migrations, framework upgrades, unit tests and pull request reviews. Devin runs in the cloud or on a developer's own machine, and an API is available.",
    "Devin is a subscription service. Each plan has a usage quota; there is a free plan with a light quota, team plans, and an enterprise option that runs in the customer's own virtual private cloud."
   ],
   "maker": "Cognition",
   "links": {
    "docs": "https://docs.devin.ai/",
    "pricing": "https://devin.ai/pricing"
   },
   "page": "https://aiolum.com/tool/devin/"
  },
  {
   "slug": "django",
   "name": "Django",
   "job": "building",
   "definition": "A free, open-source Python web framework that handles databases, page templates, user accounts, an admin interface and security for a website's server side.",
   "url": "https://www.djangoproject.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Django is a web framework for the Python programming language: a set of libraries and conventions that handles the common parts of a web application, so developers write only the parts that are specific to their app. It was first built to meet the deadlines of a newsroom. Today the Django Software Foundation, a non-profit, and individual contributors develop it.",
    "A Django project defines its data models as Python classes. The object-relational mapper (ORM) maps these classes to database tables and turns Python queries into SQL. Django builds an admin interface for the data automatically, renders HTML pages with its template system, and supports translation into other languages (internationalization). It also includes user authentication, site maps and RSS feeds, and it protects against common attacks such as SQL injection, cross-site scripting, cross-site request forgery and clickjacking.",
    "Django is free and open source under the BSD-3-Clause license. The foundation is funded by donations, sponsors and memberships."
   ],
   "maker": "Django Software Foundation and individual contributors",
   "links": {
    "docs": "https://docs.djangoproject.com/",
    "github": "https://github.com/django/django"
   },
   "page": "https://aiolum.com/tool/django/"
  },
  {
   "slug": "draftbit",
   "name": "Draftbit",
   "job": "building",
   "definition": "A browser-based app builder: it creates iPhone, Android and web apps through visual editing and AI agents, and publishes them to the app stores.",
   "url": "https://draftbit.com/",
   "price": "Standard plan US$15 a month billed monthly, or US$12 a month billed yearly (US$144 a year)",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan without app store publishing",
   "about": [
    "Draftbit is a browser-based builder for cross-platform apps, apps that run on the web, iOS and Android from one project. It is made for non-technical and less experienced developers. The current version combines AI coding agents with visual editing; the older visual builder is still documented as Draftbit Classic (v1).",
    "A user describes the app, the AI turns the description into a list of tasks and builds a first version, and the user follows the work in a live web preview. The app is then changed with drag-and-drop visual editing, with AI agents such as Claude Code and OpenAI Codex that run on the user's own Claude or ChatGPT subscription or API key, or in the built-in code editor. Apps connect to REST and GraphQL APIs or to a built-in Supabase backend. Publishing as a Progressive Web App, to the Apple App Store and to Google Play takes a few clicks, and paid plans export the full code to GitHub.",
    "Draftbit is a subscription service with a free plan; AI credits can be bought separately."
   ],
   "maker": "Draftbit",
   "links": {
    "docs": "https://docs.draftbit.com/",
    "pricing": "https://draftbit.com/pricing"
   },
   "page": "https://aiolum.com/tool/draftbit/"
  },
  {
   "slug": "drizzle-orm",
   "name": "Drizzle ORM",
   "job": "building",
   "definition": "An open-source TypeScript ORM: application code defines database tables in TypeScript and runs type-checked SQL queries against PostgreSQL, MySQL, SQLite and other databases.",
   "url": "https://orm.drizzle.team/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Drizzle ORM is an ORM (object-relational mapper, a library that lets program code read and write database tables as typed objects) for TypeScript and JavaScript, made by the Drizzle Team. Its documentation calls it a headless ORM: a library plus optional tools that do not force a structure on the project.",
    "A developer declares tables, columns and relations in TypeScript files. Drizzle then offers two ways to query: a SQL-like API whose calls read like select, join and where clauses, and a relational Queries API that fetches nested data and always produces exactly one SQL query. It has zero dependencies and works through the standard drivers for PostgreSQL, MySQL, SQLite, SingleStore, MSSQL and CockroachDB. It also generates schema migrations, and its withReplicas() function sends SELECT queries to read replicas (copies of the database) while inserts, updates and deletes go to the primary database.",
    "Drizzle is free and open source under the Apache License 2.0, with its code on GitHub."
   ],
   "maker": "Drizzle Team (open source)",
   "links": {
    "docs": "https://orm.drizzle.team/docs/overview",
    "github": "https://github.com/drizzle-team/drizzle-orm"
   },
   "page": "https://aiolum.com/tool/drizzle-orm/"
  },
  {
   "slug": "elixir",
   "name": "Elixir",
   "job": "building",
   "definition": "A dynamic, functional programming language that runs on the Erlang virtual machine and is used to build scalable web, real-time and distributed applications.",
   "url": "https://elixir-lang.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Elixir is a dynamic, functional programming language, developed as an open-source project by the Elixir Team. Dynamic means that types are checked while the program runs; functional means that programs are built from functions that transform immutable data. Elixir code runs on the Erlang VM, the virtual machine of the Erlang language, and so builds on decades of Erlang work on reliability and fault tolerance.",
    "A single Elixir codebase can use all cores of one machine and can also run across many connected machines (nodes), which suits message-oriented and real-time web systems. Elixir adds a gradual type system and ships with a package manager, a code formatter and IEx, an interactive shell. Widely used libraries include the Phoenix web framework with LiveView for real-time pages, Ecto for the data layer, Nerves for embedded devices and Nx for GPU-accelerated numerical computing.",
    "Elixir is free and open source; its source code is released under the Apache License 2.0."
   ],
   "maker": "The Elixir Team (open source)",
   "links": {
    "docs": "https://elixir-lang.org/docs/",
    "github": "https://github.com/elixir-lang/elixir"
   },
   "page": "https://aiolum.com/tool/elixir/"
  },
  {
   "slug": "esbuild",
   "name": "esbuild",
   "job": "building",
   "definition": "An open-source bundler for web code: it combines JavaScript, TypeScript, JSX and CSS files into optimized bundles for browsers or Node.js, very quickly.",
   "url": "https://esbuild.github.io/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "esbuild is a bundler, a build tool that follows the import statements of a web project and combines its many source files into a few output files that a browser or Node.js can load. It was created by Evan Wallace and is developed in the open on GitHub.",
    "esbuild is written in Go and compiles to native code, and it spreads parsing and code generation over all CPU cores. Its home page shows a production bundle of ten copies of the three.js library taking 0.39 seconds, against 14.91 seconds for Parcel 2 and 41.21 seconds for webpack 5. It handles JavaScript, CSS, TypeScript and JSX without plugins, bundles both ESM and CommonJS modules, and does tree shaking (removal of unused code), minification and source maps. It can be driven from the command line, a JavaScript API or a Go API, and it offers a watch mode, a local server and a plugin API.",
    "esbuild is free and open source under the MIT License."
   ],
   "maker": "Evan Wallace (open source)",
   "links": {
    "docs": "https://esbuild.github.io/",
    "github": "https://github.com/evanw/esbuild"
   },
   "page": "https://aiolum.com/tool/esbuild/"
  },
  {
   "slug": "filestack",
   "name": "Filestack",
   "job": "building",
   "definition": "A file upload service and API: a drop-in widget takes files from many sources, and Filestack stores, transforms and delivers them through a CDN.",
   "url": "https://www.filestack.com/",
   "price": "Free plan; paid from US$69 a month billed monthly (Start plan)",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited (500 uploads, 1 GB bandwidth)",
   "about": [
    "Filestack is a file handling platform made by Filestack, a company headquartered in San Antonio, Texas. It gives a web or mobile app three layers through one integration: upload, transform and deliver.",
    "The upload layer is a drop-in file picker, added with a few lines of JavaScript, that accepts files from the local disk and more than 20 sources such as Google Drive, Dropbox and Instagram, with resumable uploads. Its Content Ingestion Network accepts each upload at the nearest edge node, returns a file handle at once and copies the file in the background to S3, Google Cloud Storage or Azure. The transform layer changes images, documents, audio and video on Filestack's servers, controlled by URL parameters, for example cropping or format conversion. The delivery layer serves files through a global CDN (content delivery network, a set of servers spread around the world) with signed URLs. Virus detection and content moderation can run on every file.",
    "It is a hosted service with a free plan and monthly plans sized by bandwidth, uploads, transformations and storage."
   ],
   "maker": "Filestack",
   "links": {
    "docs": "https://www.filestack.com/docs/getting-started/what-is-filestack/",
    "pricing": "https://www.filestack.com/pricing/"
   },
   "page": "https://aiolum.com/tool/filestack/"
  },
  {
   "slug": "flagsmith",
   "name": "Flagsmith",
   "job": "building",
   "definition": "An open-source feature flag service: developers switch features on or off, or change settings, for chosen users without deploying new code.",
   "url": "https://www.flagsmith.com/",
   "price": "Hosted cloud: from US$45 a month (Start-Up plan, billed monthly; US$40 a month billed yearly); free plan up to 50,000 requests a month; free to self-host as open source",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to 50,000 requests a month",
   "about": [
    "Flagsmith is a feature flag service made by Bullet Train Ltd. A feature flag, also called a feature toggle, is a switch in the code that turns a feature on or off for some or all users without a new deployment.",
    "Developers wrap a section of code in a flag and read the flag's state through Flagsmith's SDKs for web, mobile and server languages, or through its REST API. The dashboard sets each flag per environment, per user, for a segment of users defined by their traits, or for a percentage of users, which allows staged rollouts and canary deployments (releasing to a small group first). Each flag can also carry a remote config value, such as the color of a button, so the app changes without an app store update. Multivariate flags split users across two or more variations for A/B tests.",
    "Flagsmith is open source under the BSD-3-Clause license. It runs as a hosted cloud service, as a private cloud instance, or self-hosted on a company's own servers. The cloud service has a free plan and monthly subscriptions priced by API requests and team members."
   ],
   "maker": "Bullet Train Ltd.",
   "links": {
    "docs": "https://docs.flagsmith.com/",
    "pricing": "https://www.flagsmith.com/pricing",
    "github": "https://github.com/Flagsmith/flagsmith"
   },
   "page": "https://aiolum.com/tool/flagsmith/"
  },
  {
   "slug": "flutterflow",
   "name": "FlutterFlow",
   "job": "building",
   "definition": "A visual app builder: developers design screens and logic by drag and drop and get a Flutter app for iOS, Android, web and desktop, with code they can export.",
   "url": "https://www.flutterflow.io/",
   "price": "From US$39 a month (Basic plan, monthly billing); free plan for up to 2 projects",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to 2 projects",
   "about": [
    "FlutterFlow is a visual development platform made by FlutterFlow, Inc., a company founded by two former Google engineers. It is a low-code tool: developers build mobile, web and desktop apps mostly by drag and drop in an editor instead of writing all the code by hand.",
    "Screens are built from more than 200 ready-made UI elements, and app logic is built in a visual Action Flow Editor; custom code, actions and widgets can be added where the visual tools stop. Built-in integrations connect the app to Firebase or Supabase databases, to any REST API, and to payment and map services. FlutterFlow generates a Flutter project, Dart code for Flutter, Google's open-source framework that builds apps for several platforms from one codebase. The code can be downloaded or pushed to GitHub, and builds can be deployed to the App Store, Google Play and the web. Teams work on branches and edit together in real time.",
    "It is a hosted platform sold by subscription: a free plan for up to 2 projects, and paid plans priced per seat."
   ],
   "maker": "FlutterFlow, Inc.",
   "links": {
    "docs": "https://docs.flutterflow.io/",
    "pricing": "https://www.flutterflow.io/pricing"
   },
   "page": "https://aiolum.com/tool/flutterflow/"
  },
  {
   "slug": "flyingpress",
   "name": "FlyingPress",
   "job": "building",
   "definition": "A paid WordPress plugin that makes a website load faster by caching pages, compressing images and trimming CSS and JavaScript.",
   "url": "https://flyingpress.com/",
   "price": "From US$59 a year for 1 website (Starter plan); Pro plan US$109 a year for 3 websites; billed yearly",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial only",
   "about": [
    "FlyingPress is a performance plugin for WordPress, the open-source content management system, made by FlyingWeb LLC. A plugin is an add-on installed inside a WordPress site. This one speeds up pages mainly through caching: it stores a ready-made copy of each page so that the server does not rebuild it for every visitor.",
    "After installation and license activation, one dashboard controls page caching (with preloading and a refresh when content changes), page optimization, image optimization and Redis object caching, which reuses database results on hosts that support Redis. For page optimization, FlyingPress cloud servers render each page in a real browser and find the critical CSS that must load first; the rest is deferred. Images are compressed and served as WebP or AVIF. The plugin also measures Core Web Vitals, Google's metrics for loading speed, responsiveness and visual stability, from real visitors, and keeps WooCommerce cart and checkout pages dynamic.",
    "It is a commercial plugin sold as a yearly subscription by number of sites, with every feature in every plan and a 14-day free trial."
   ],
   "maker": "FlyingWeb LLC",
   "links": {
    "docs": "https://docs.flyingpress.com/",
    "pricing": "https://flyingpress.com/pricing/"
   },
   "page": "https://aiolum.com/tool/flyingpress/"
  },
  {
   "slug": "fontsource",
   "name": "Fontsource",
   "job": "building",
   "definition": "An open-source collection of free fonts packaged as npm packages for self-hosting in web apps, with a CDN that serves the same fonts by URL.",
   "url": "https://fontsource.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Fontsource is an open-source project that packages open-source fonts into individual npm packages, so that a web application can host the font files itself instead of loading them from another company's servers. npm is the package registry of the JavaScript ecosystem. The site lists 2,103 font families, from the Google Fonts collection and from outside it.",
    "A developer installs a font package and imports it in the app's code. The package holds the font files and the CSS @font-face rules, so the fonts ship with the app, stay at a fixed version like any other dependency, and load offline. Self-hosting also removes the extra DNS lookup and TCP connection that a third-party font CDN needs, and avoids Google's tracking of font use. For cases that need a stable link, Fontsource also runs a CDN (content delivery network) through jsDelivr that serves versioned CSS stylesheets and font files by URL.",
    "The project's code is under the MIT license and free to use. Each font keeps its own license; most use the SIL Open Font License 1.1."
   ],
   "maker": "The Fontsource project (open source)",
   "links": {
    "docs": "https://fontsource.org/docs",
    "github": "https://github.com/fontsource/fontsource"
   },
   "page": "https://aiolum.com/tool/fontsource/"
  },
  {
   "slug": "gatsby",
   "name": "Gatsby",
   "job": "building",
   "definition": "An open-source framework built on React for making fast websites: it turns content from many sources into pre-built pages that a CDN can serve.",
   "url": "https://www.gatsbyjs.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Gatsby is a free, open-source framework for building websites and web apps with React, the JavaScript library for building user interfaces. It is known as a static site generator: a build tool that produces finished HTML pages in advance, so that a CDN (content delivery network) can serve them without running server code for each visit. The project is developed by the Gatsby community and Gatsby, Inc.; Gatsby Cloud, the company's hosting service, is merging into Netlify.",
    "Source plugins pull content from Markdown files, a headless CMS such as Contentful or WordPress, or a REST or GraphQL API into one GraphQL data layer, which the pages query when the site is built. Each page can use static site generation, deferred static generation or server-side rendering. Gatsby automates code splitting, image optimization, inlining of critical styles, lazy loading and prefetching. Every Gatsby site is also a full React app, so pages stay interactive in the browser.",
    "Gatsby is released under the MIT license and is free. Sites built with it can be hosted on a CDN or a static hosting service."
   ],
   "maker": "Gatsby, Inc. and the Gatsby community (open source)",
   "links": {
    "docs": "https://www.gatsbyjs.com/docs/",
    "github": "https://github.com/gatsbyjs/gatsby"
   },
   "page": "https://aiolum.com/tool/gatsby/"
  },
  {
   "slug": "generatepress",
   "name": "GeneratePress",
   "job": "building",
   "definition": "A lightweight WordPress theme with add-on blocks: a business builds its whole website, including header, footer and page templates, inside the WordPress editor.",
   "url": "https://generatepress.com/",
   "price": "Free base theme; GeneratePress One from US$99 a year for 1 site, renewed yearly",
   "readOn": "2026-10-28",
   "freeTier": "yes, the base theme is free",
   "about": [
    "GeneratePress is a WordPress theme made by EDGE22 Studios Ltd. A theme is the package that controls how a WordPress site looks (layout, typography, colors) separately from its content. GeneratePress describes itself as lightweight and reports more than 11 million downloads on WordPress.org.",
    "Pages are built from blocks in the WordPress editor: Container, Grid, Headline, Text, Button, Image, Shape and Query blocks. A block's look can be saved as a global style, and colors, sizes and spacing can be set once as design tokens that update every page. The paid parts add a theme builder for headers, footers and post and archive templates, more than 80 starter sites to import, dynamic content that pulls post fields and ACF custom fields into layouts, WooCommerce layouts, Google Fonts hosted on the site itself, and forms and popups.",
    "The theme itself is free. The paid bundle, GeneratePress One (GP Premium, GenerateBlocks Pro and GenerateCloud, a shared pattern library), is a yearly subscription priced by number of sites, with a lifetime option."
   ],
   "maker": "EDGE22 Studios Ltd.",
   "links": {
    "docs": "https://learn.generatepress.com/",
    "pricing": "https://generatepress.com/pricing/"
   },
   "page": "https://aiolum.com/tool/generatepress/"
  },
  {
   "slug": "gitlab",
   "name": "GitLab",
   "job": "building",
   "definition": "A software development platform: it hosts a team's Git code repositories and automatically builds, tests and deploys each code change.",
   "url": "https://about.gitlab.com/",
   "price": "From US$29 a user a month for Premium (billed yearly); Free plan for individuals with 400 compute minutes a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, Free plan (5 users per group)",
   "about": [
    "GitLab is a DevSecOps platform, one application that covers planning, source code management, security testing and CI/CD (continuous integration and delivery: the automatic build, test and deployment of each code change). GitLab Inc. makes it.",
    "Developers keep their code in Git repositories on GitLab and propose changes as merge requests, which teammates review before the change is merged. For each change, a pipeline defined in the project builds and tests the code and can deploy it. Security scans, policies and approvals run inside the same pipeline, and their findings appear in the merge request. Projects, issues and pipelines share one place, so work can be planned and traced from an issue to a release. AI features, such as code suggestions and AI code review, are bought as GitLab Credits.",
    "GitLab comes in three forms: GitLab.com, hosted by GitLab; Self-Managed, an instance that the customer installs on its own Linux servers or Kubernetes cluster; and Dedicated, a single-tenant service that GitLab runs for one customer. It is a subscription priced per user per month, with a Free plan, and extra compute minutes and storage are sold as add-ons."
   ],
   "maker": "GitLab Inc.",
   "links": {
    "docs": "https://docs.gitlab.com/",
    "pricing": "https://about.gitlab.com/pricing/"
   },
   "page": "https://aiolum.com/tool/gitlab/"
  },
  {
   "slug": "gmail-api",
   "name": "Gmail API",
   "job": "building",
   "definition": "Google's REST API for Gmail: with the user's permission, a program reads, searches, labels and sends that user's email.",
   "url": "https://developers.google.com/workspace/gmail/api/guides",
   "price": "No charge below a daily threshold of 80,000,000 quota units per Cloud project; Google says it will publish billing details for use above it",
   "readOn": "2026-10-28",
   "freeTier": "yes, use below the daily threshold is not billed",
   "about": [
    "The Gmail API is a RESTful API from Google, part of Google Workspace for Developers. A RESTful API is an interface that a program calls over HTTPS, with one address for each kind of resource; here the resources are messages, threads, labels, drafts and mailbox settings.",
    "An application first asks the user for access through OAuth 2.0, a standard in which the user approves named scopes. Each scope is a URI that names the data and the level of access, for example read-only access or the right to send mail. After approval the program can list, search and read messages, add or remove labels, create drafts and send mail. Push notifications through Google Cloud Pub/Sub tell the application when a mailbox changes, so it does not have to poll. The scopes that read mail are restricted, and a public application that uses them must complete Google's verification process. Quickstarts exist for JavaScript, Java, Python, Go, Node.js and Apps Script.",
    "The API is used through a Google Cloud project. Each request costs quota units, with limits per minute; use below a daily threshold is not billed."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/workspace/gmail/api/guides"
   },
   "page": "https://aiolum.com/tool/gmail-api/"
  },
  {
   "slug": "google-colab",
   "name": "Google Colab",
   "job": "building",
   "definition": "Google's hosted Jupyter notebook service: people write and run code in a web browser on Google's machines, including GPUs and TPUs.",
   "url": "https://colab.research.google.com/",
   "price": "Free to use; paid plans (Pro, Pro+ and a pay-per-use plan) buy more compute units",
   "readOn": "2026-10-28",
   "freeTier": "yes, free of charge with usage limits",
   "about": [
    "Google Colab (Colaboratory) is a hosted Jupyter Notebook service from Google. A notebook is a document that combines executable code cells with text, images, HTML and LaTeX. Colab needs no setup: the notebook opens in a web browser and runs on Google's servers in pre-configured runtimes.",
    "Code runs in a virtual machine private to each account, and runtimes can include GPUs and TPUs, processors that speed up machine learning. Notebooks can be shared, keep a version history, and connect to Google Drive. Gemini, Google's AI model, is built in: it generates, explains and debugs code from plain-language requests, and can write and run analysis code to answer a question. Colab is especially suited to machine learning, data science and education. Idle virtual machines are deleted, and in the free version a notebook runs for at most 12 hours.",
    "Colab is free of charge, but free resources are not guaranteed and active users get priority. Paid plans (Pro, Pro+ and a pay-per-use plan) buy compute units for faster accelerators, more memory and longer runs. Colab Enterprise is the version for companies inside Google Cloud and Vertex AI."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://research.google.com/colaboratory/faq.html",
    "pricing": "https://colab.research.google.com/signup"
   },
   "page": "https://aiolum.com/tool/google-colab/"
  },
  {
   "slug": "google-fonts",
   "name": "Google Fonts",
   "job": "building",
   "definition": "A library of open-source web fonts from Google: a website links one stylesheet, and its pages then display the chosen fonts.",
   "url": "https://fonts.google.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Google Fonts is Google's catalog of fonts for websites and apps. All of its fonts are released under open source licenses, which allow use in personal and commercial projects. The font files and their metadata are kept in a public GitHub repository, which is also the issue tracker for the project.",
    "A web page uses a font through the Google Fonts API, which needs no programming: the page adds a stylesheet link to fonts.googleapis.com with the font family name, then names the font in a CSS rule (CSS is the language that sets how a page looks). Parameters in the link select styles and weights, script subsets and the font-display loading behavior, and the text= parameter loads only the characters that a page needs. A Developer API returns the list of families that are currently available. Because every font may be redistributed under its license, sites can also host the files on their own servers.",
    "The pages state no price: the fonts are open source, and each font family folder in the repository holds its license file."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/fonts/docs/getting_started",
    "github": "https://github.com/google/fonts"
   },
   "page": "https://aiolum.com/tool/google-fonts/"
  },
  {
   "slug": "headroom-cli",
   "name": "Headroom CLI",
   "job": "building",
   "definition": "An open-source compression layer for AI agents: it shrinks tool outputs, logs, files and search results on the local machine before they reach a language model.",
   "url": "https://www.headroomlabs.ai/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free; Enterprise is paid",
   "about": [
    "Headroom is an open-source context compression layer for applications and agents that use large language models (LLMs), made by Headroom Labs and published on PyPI as headroom-ai; its command-line program is called headroom. The context is all the text an LLM receives with a request, and fewer tokens (pieces of words) in it mean lower cost and faster answers.",
    "Headroom compresses tool outputs, logs, database results, files, RAG results (documents found by a search and added to the prompt) and conversation history, and the compression runs on the user's machine. A content router detects each content type and picks a compressor: SmartCrusher for JSON, an AST-aware compressor for source code and the Kompress-v2-base model for prose. Originals stay in a local cache, so the model can call headroom_retrieve for the full text. Headroom runs as a Python or TypeScript library, as a local proxy that needs no code changes, as a wrapper that starts coding agents such as Claude Code, Codex or Cursor (headroom wrap) and as an MCP server.",
    "It is free under the Apache 2.0 license. Headroom Enterprise is a paid team version on 12-month plans."
   ],
   "maker": "Headroom Labs (open source)",
   "links": {
    "docs": "https://docs.headroomlabs.ai/docs",
    "github": "https://github.com/headroomlabs-ai/headroom"
   },
   "page": "https://aiolum.com/tool/headroom-cli/"
  },
  {
   "slug": "hyperframes",
   "name": "HyperFrames",
   "job": "building",
   "definition": "An open-source framework from HeyGen that renders web pages built with HTML, CSS and JavaScript animation into MP4 video, designed for AI coding agents.",
   "url": "https://hyperframes.heygen.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "HyperFrames is an open-source framework that turns HTML into video, published by HeyGen in the heygen-com/hyperframes repository. A video is written as a web page: HTML elements with data attributes that set when each clip starts and on which track it plays, styled with CSS and animated with GSAP, Lottie, Three.js, Anime.js or the Web Animations API.",
    "The renderer opens the page in headless Chrome (a browser without a window), seeks to each exact frame instead of playing in real time, and encodes the frames with FFmpeg into an MP4 file. The same input therefore always gives the same video, and a slow machine does not drop frames. A command-line tool creates, previews, lints and renders projects locally or in Docker; it needs Node.js 22 or newer and FFmpeg. A catalog adds about 450 ready-made blocks such as transitions, captions and charts. Agent skills teach coding agents such as Claude Code, Codex and Cursor to plan, write and render a video from a prompt. HyperFrames Studio is a desktop editor for macOS, Windows and Linux.",
    "The code is free and open source under the Apache-2.0 license."
   ],
   "maker": "HeyGen (open source)",
   "links": {
    "docs": "https://hyperframes.heygen.com/introduction",
    "github": "https://github.com/heygen-com/hyperframes"
   },
   "page": "https://aiolum.com/tool/hyperframes/"
  },
  {
   "slug": "i18next",
   "name": "i18next",
   "job": "building",
   "definition": "An open-source JavaScript library that shows a website or app in the user's language by loading translation files and filling in translated text.",
   "url": "https://www.i18next.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "i18next is an internationalization framework written in and for JavaScript. Internationalization (i18n) means building software so that its text and formats can change by language without changing the code. i18next is maintained by the team that builds Locize, a translation management service.",
    "The code calls a translation function with a key, for example t('welcome'), and i18next returns the text for the current language from translation resources, usually JSON files with one set per language. It handles interpolation (inserting values such as a name into a sentence), plurals, context and nesting, and falls back to another language when a translation is missing. Plugins detect the user's language, load translation files from a server and cache them. Large projects split translations into several files, called namespaces. Integrations exist for React, Angular and Vue.js, and i18next also runs in Node.js and Deno.",
    "i18next is free and open source under the MIT license. The makers sell Locize, a separate hosted service for managing translations, which has a free plan."
   ],
   "maker": "The i18next project, maintained by the team behind Locize (open source)",
   "links": {
    "docs": "https://www.i18next.com/",
    "github": "https://github.com/i18next/i18next"
   },
   "page": "https://aiolum.com/tool/i18next/"
  },
  {
   "slug": "jax",
   "name": "JAX",
   "job": "building",
   "definition": "An open-source Python library for numerical computing: NumPy-style array code that is automatically differentiated, compiled and run on CPUs, GPUs or TPUs.",
   "url": "https://docs.jax.dev/en/latest/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "JAX is an open-source Python library for array computing, the kind of numerical work done with matrices and vectors in science and machine learning. Its code is published on GitHub by the jax-ml project and copyrighted by \"The JAX Authors\"; the README calls it a research project, not an official Google product.",
    "A developer writes ordinary Python functions with jax.numpy, an API that copies NumPy. JAX then applies function transformations to them: jax.grad performs automatic differentiation (it computes exact derivatives of the code, in reverse mode, also called backpropagation, or forward mode, and through loops and branches); jax.jit compiles a function with XLA, a compiler for linear algebra, into fast code for the hardware; jax.vmap turns a function for one example into one for a batch; and sharding tools split arrays across many devices. The same code runs on CPUs, NVIDIA and AMD GPUs and Google TPUs. Other libraries, such as Flax and Optax for neural networks, are built on it.",
    "JAX is free and open source under the Apache 2.0 license and installs with pip."
   ],
   "maker": "The JAX Authors (jax-ml project, open source)",
   "links": {
    "docs": "https://docs.jax.dev/en/latest/",
    "github": "https://github.com/jax-ml/jax"
   },
   "page": "https://aiolum.com/tool/jax/"
  },
  {
   "slug": "jest",
   "name": "Jest",
   "job": "building",
   "definition": "An open-source JavaScript testing framework: it runs a project's automated tests, compares results with expected values, mocks dependencies and reports code coverage.",
   "url": "https://jestjs.io/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Jest is an open-source testing framework for JavaScript, a tool that finds the test files of a project, runs them and reports which tests pass and which fail. It works with projects that use Babel, TypeScript, Node, React, Angular and Vue. The site is copyrighted by the OpenJS Foundation and the Jest contributors.",
    "A developer installs Jest with npm or yarn, writes test files such as sum.test.js with calls like expect(sum(1, 2)).toBe(3), and runs the jest command. Jest aims to work without a configuration file on most projects. It runs each test file in its own process, so tests run in parallel, and it runs previously failed tests first. Snapshot tests store the output of a function or component and fail when it changes. Mocking (replacing a module or function with a fake that records its calls) works through a custom resolver for imports. The --coverage flag adds a code coverage report, which shows the lines that no test runs.",
    "Jest is free and open source under the MIT license."
   ],
   "maker": "OpenJS Foundation and Jest contributors (open source)",
   "links": {
    "docs": "https://jestjs.io/docs/getting-started",
    "github": "https://github.com/jestjs/jest"
   },
   "page": "https://aiolum.com/tool/jest/"
  },
  {
   "slug": "jev",
   "name": "Jev",
   "job": "building",
   "definition": "An AI model from TypeSafe AI that answers structured questions inside software with typed decisions and confidence scores, for classifying, routing and scoring data.",
   "url": "https://typesafe.ai/",
   "price": "Pay per use: US$42 per billion input tokens (US$0.042 per million); output tokens are free",
   "readOn": "2026-10-27",
   "freeTier": "unknown",
   "about": [
    "Jev is an AI model from TypeSafe AI, an AI lab. TypeSafe calls it a System One Model: a class of model built to make decisions inside software, not to chat. A large language model (LLM) writes text one token at a time; Jev instead receives a structured question with unstructured data, such as text, and returns typed decisions. The possible answers are defined in advance, and each answer comes with a calibrated probability and a confidence score.",
    "Because the type of every answer is fixed, the calling code uses the result directly, without parsing, and sets thresholds for when to act alone and when to ask a person for review. Jev computes all outputs in parallel in one query; TypeSafe states response times of 70 to 500 milliseconds. Typical uses are to classify, route, score and extract data, and to branch inside a workflow.",
    "Jev is a hosted API in early access. Use is billed per input token; output tokens are free."
   ],
   "maker": "TypeSafe AI",
   "links": {
    "docs": "https://docs.typesafe.ai/"
   },
   "page": "https://aiolum.com/tool/jev/"
  },
  {
   "slug": "loro",
   "name": "Loro",
   "job": "building",
   "definition": "An open-source CRDT library: it lets several users or devices edit the same document at once, or offline, and merges their changes automatically.",
   "url": "https://loro.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Loro is an open-source CRDT library for local-first and real-time collaborative software. A CRDT (conflict-free replicated data type) is a data structure whose copies can be edited independently, offline or at the same time, and that always merges to the same result without a central server deciding the order. Zixuan Chen and Leon Zhao created Loro in 2022.",
    "An application keeps its shared state in a LoroDoc, which holds collaborative types: text and rich text, a movable list, a last-write-wins map for key-value pairs, and a movable tree for hierarchical data. Each copy exports its changes as binary updates; the application sends them over any channel, peer-to-peer or through a server, and the other copy imports them and reaches the same state. Text merging uses the Fugue algorithm, which reduces interleaving of concurrent edits. Loro keeps a full version history, like Git. It provides only the state layer: the application brings its own interface, authentication, storage and transport.",
    "Loro can be used from Rust, JavaScript (through WebAssembly), Swift and Python. It is free and open source under the MIT license."
   ],
   "maker": "Loro (created by Zixuan Chen and Leon Zhao; open source)",
   "links": {
    "docs": "https://loro.dev/docs",
    "github": "https://github.com/loro-dev/loro"
   },
   "page": "https://aiolum.com/tool/loro/"
  },
  {
   "slug": "lucide",
   "name": "Lucide",
   "job": "building",
   "definition": "An open-source icon library: more than 1,600 consistent SVG icons with ready-made packages for React, Vue, Svelte and other web frameworks.",
   "url": "https://lucide.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Lucide is an open-source icon library: a set of more than 1,600 icons delivered as SVG files (scalable vector graphics, images described as lines and curves, so they stay sharp at any size). It is a community project and a fork of Feather Icons; Eric Fennis created it, and Karsa Rigó and Jakob Guddas maintain it.",
    "Every icon follows a written design language: a 24 by 24 pixel canvas, a 1-pixel safe zone at the edges, 2-pixel strokes with round joins and caps, rounded corners, and at least 2 pixels between separate elements. Developers install official packages for plain web pages, React, React Native, Vue, Svelte, Preact, Solid, Angular and Astro, or use the static SVG files, and set color, size and stroke width in code. The packages are tree-shakable: the build tool keeps only the icons that the code imports, so unused icons add nothing to the shipped application.",
    "Lucide is free and open source under the ISC License, a short permissive license similar to the MIT License."
   ],
   "maker": "Lucide Icons (community project, created by Eric Fennis)",
   "links": {
    "docs": "https://lucide.dev/guide/",
    "github": "https://github.com/lucide-icons/lucide"
   },
   "page": "https://aiolum.com/tool/lucide/"
  },
  {
   "slug": "mac-mini",
   "name": "Mac mini",
   "job": "building",
   "definition": "Apple's small desktop computer: a five-inch-square Mac with Apple silicon, often used as an always-on machine for development and local AI models.",
   "url": "https://www.apple.com/mac-mini/",
   "price": "From US$899 (M6 chip), bought outright from Apple in the USA",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Mac mini is a small desktop computer made by Apple. It measures five by five inches, runs macOS and drives external displays. It is designed around Apple silicon, Apple's own chips, with unified memory, a single pool of memory that the CPU and the GPU share.",
    "The current models use the M6 chip (12-core CPU, 12-core GPU, a dual 16-core Neural Engine, up to 32GB of unified memory) or the M5 Pro chip (up to 18-core CPU, 20-core GPU, up to 64GB). A Neural Accelerator in each GPU core speeds up AI models that run on the device, and Apple names apps such as LM Studio for running local language models and AI agents. Ports include USB-C, Thunderbolt, HDMI, 2.5Gb Ethernet and a headphone jack, with Wi-Fi 7 and Bluetooth 6. On the M5 Pro model, Thunderbolt 5 connects several Mac mini computers into a cluster that runs larger local AI models.",
    "Mac mini is bought outright or in monthly installments; the price depends on the chip, memory and storage chosen."
   ],
   "maker": "Apple Inc.",
   "links": {
    "pricing": "https://www.apple.com/shop/buy-mac/mac-mini"
   },
   "page": "https://aiolum.com/tool/mac-mini/"
  },
  {
   "slug": "matter-js",
   "name": "Matter.js",
   "job": "building",
   "definition": "An open-source 2D physics engine in JavaScript: it simulates gravity, collisions and friction between objects for games and interactive web pages.",
   "url": "https://brm.io/matter-js/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Matter.js is an open-source 2D rigid body physics engine written in JavaScript for the web. A physics engine is a library that simulates how objects move and collide: at each time step it applies forces such as gravity, detects collisions and updates the position and speed of every body. Rigid bodies are objects that do not bend. Liam Brummitt (@liabru) wrote it as an original engine, not a port of another one.",
    "A program creates bodies (circles, rectangles, polygons, concave shapes from SVG paths, and compound bodies made of several parts), gives them physical properties such as mass, density, friction and restitution (how much a body bounces), links them with constraints, and runs the engine in a loop. Matter.js handles collision detection in broad, mid and narrow phases, stable stacking, sleeping and static bodies, and collision events. A built-in canvas renderer draws the scene, or the program uses its own renderer. Plugins add features, and the engine runs in browsers and in Node.js.",
    "Matter.js is free and open source under the MIT License and installs from npm."
   ],
   "maker": "Liam Brummitt (open source)",
   "links": {
    "docs": "https://brm.io/matter-js/docs/",
    "github": "https://github.com/liabru/matter-js"
   },
   "page": "https://aiolum.com/tool/matter-js/"
  },
  {
   "slug": "mcp-python-sdk",
   "name": "MCP Python SDK",
   "job": "building",
   "definition": "The official Python library for the Model Context Protocol: developers use it to build servers that give AI applications tools and data, and clients that call them.",
   "url": "https://py.sdk.modelcontextprotocol.io/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "The MCP Python SDK is the official Python library for the Model Context Protocol (MCP), an open-source standard for connecting AI applications such as Claude or ChatGPT to external systems: data sources, tools and workflows. An SDK (software development kit) is a library that implements a protocol, so that developers do not write the protocol handling themselves.",
    "With the SDK a developer builds MCP servers, which expose tools (functions that a model can call), resources (data that a model can read) and prompts to any MCP host, and MCP clients, which connect to any MCP server. A server can be a few type-hinted Python functions with decorators: the SDK derives the JSON Schema from the type hints and handles request parsing, validation and the protocol. It supports the standard transports stdio (a local subprocess), Streamable HTTP and SSE, and its mcp command runs a server and opens the MCP Inspector, an interactive test interface. It needs Python 3.11 or later.",
    "The SDK is free and open source under the MIT License and installs with pip or uv as the package mcp."
   ],
   "maker": "Model Context Protocol project (open source)",
   "links": {
    "docs": "https://py.sdk.modelcontextprotocol.io/",
    "github": "https://github.com/modelcontextprotocol/python-sdk"
   },
   "page": "https://aiolum.com/tool/mcp-python-sdk/"
  },
  {
   "slug": "metal",
   "name": "Metal",
   "job": "building",
   "definition": "Apple's low-level programming interface for the GPU: apps on Apple devices use it to draw 3D graphics and to run parallel calculations such as machine-learning inference.",
   "url": "https://developer.apple.com/metal/",
   "price": "No separate price; distributing apps on the App Store requires the Apple Developer Program, US$99 a year",
   "readOn": "2026-10-28",
   "freeTier": "not applicable (no separate price for Metal)",
   "about": [
    "Metal is Apple's API (application programming interface) for graphics and general computation on the GPU, the graphics processing unit: a chip that runs many small calculations in parallel. Metal comes with its own shading language, in which developers write shaders, small programs that run on the GPU. It works on iPhone, iPad, Mac, Apple TV and Apple Vision Pro.",
    "An app calls the Metal framework to send work to the GPU directly, with low overhead, to render complex 3D scenes or to run computational tasks in parallel, including machine-learning inference. Related frameworks add to it: Metal Performance Shaders supplies a large library of optimized compute and rendering shaders, MetalFX upscales rendered frames, and higher-level frameworks such as RealityKit, SpriteKit and Core Image run on top of Metal. PyTorch can use Metal to train models on a Mac. The Metal debugger, a performance HUD and validation layers help developers find errors and slow steps. Metal 4 needs an A14 Bionic chip or later, or a Mac with Apple silicon.",
    "Apple lists no separate price for Metal. Publishing an app on the App Store requires a paid, yearly Apple Developer Program membership."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/documentation/metal",
    "pricing": "https://developer.apple.com/programs/"
   },
   "page": "https://aiolum.com/tool/metal/"
  },
  {
   "slug": "microsoft-outlook",
   "name": "Microsoft Outlook",
   "job": "building",
   "definition": "Microsoft's email and calendar service and app; other programs can read and send a user's Outlook mail through the Microsoft Graph API.",
   "url": "https://www.microsoft.com/en-us/microsoft-365/outlook/email-and-calendar-software-microsoft-outlook",
   "price": "Free account; Microsoft 365 Basic, with ad-free Outlook and 100 GB of mailbox storage, US$1.99 a month (monthly billing)",
   "readOn": "2026-10-28",
   "freeTier": "yes: free Outlook account with 15 GB of mailbox storage",
   "about": [
    "Microsoft Outlook is Microsoft's email and calendar service. It keeps email, calendars, contacts and to-do lists in one place, with apps for desktop, mobile and the web. The Outlook app can also show accounts from other mail services, such as Gmail, Yahoo! and iCloud, next to Outlook.com and work or school accounts.",
    "Outlook scans attachments and links for threats, can encrypt messages so that they cannot be forwarded, and removes clutter with its Focused Inbox and Sweep features. Copilot, Microsoft's AI assistant, drafts emails and summarizes long threads. Other programs reach Outlook data through Microsoft Graph, Microsoft's API (an interface that another program calls over the internet): an app can filter, search and sort messages in a mailbox, send messages, set up Inbox rules that move incoming mail to folders, and read a user's categories, contacts and calendar, for consumer and for organization accounts.",
    "A basic Outlook account with 15 GB of mailbox storage is free. Paid Microsoft 365 subscriptions, billed monthly or yearly, remove ads and add storage and other apps."
   ],
   "maker": "Microsoft",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/graph/outlook-mail-concept-overview"
   },
   "page": "https://aiolum.com/tool/microsoft-outlook/"
  },
  {
   "slug": "mobx",
   "name": "MobX",
   "job": "building",
   "definition": "An open-source JavaScript library for state management: it tracks which parts of an app's data each component uses and updates the interface automatically when that data changes.",
   "url": "https://mobx.js.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "MobX is an open-source JavaScript and TypeScript library for state management, the part of an application that holds its data, such as the current user or a list of items, and keeps the user interface in step with it. MobX describes itself as a signal-based library that applies transparent functional reactive programming: the code changes data with normal JavaScript assignments, and the library propagates the changes.",
    "A developer marks objects as observable state, changes them inside actions, and defines computed values and reactions that depend on them. At runtime MobX tracks every read and every change and builds a dependency tree between state and output. A React component wrapped in observer (from the mobx-react-lite package) therefore re-renders only when a value it actually used has changed, without manual memoization or selectors. The state lives outside any UI framework, so it can be tested on its own.",
    "MobX is free software under the MIT license; it is funded by sponsors and individual backers."
   ],
   "maker": "The MobX project (mobxjs, open source)",
   "links": {
    "docs": "https://mobx.js.org/README.html",
    "github": "https://github.com/mobxjs/mobx"
   },
   "page": "https://aiolum.com/tool/mobx/"
  },
  {
   "slug": "nestjs",
   "name": "NestJS",
   "job": "building",
   "definition": "An open-source TypeScript framework for building server-side applications on Node.js, such as web back ends, APIs and microservices.",
   "url": "https://nestjs.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "NestJS (also called Nest) is an open-source framework for building server-side applications on Node.js, the runtime that runs JavaScript outside the browser. A framework gives a program its structure: the developer writes the parts, and the framework connects and calls them. Nest is built with TypeScript, a typed form of JavaScript, and stays compatible with plain JavaScript. Its author is Kamil Myśliwiec.",
    "A Nest application is organized into self-contained modules. Built-in dependency injection creates the objects that a class needs and passes them in, which makes code easier to maintain and test. TypeScript decorators, labels written above a class or method, declare the role of each part. Under the hood Nest uses Express, a Node.js web server library, and it also works with Fastify. It supports microservice architectures, in which an application is split into small services that talk over a network. The code style combines object-oriented, functional and functional reactive programming.",
    "Nest is free under the MIT license and is funded by sponsors. The team sells enterprise support, online courses and add-on tools for observability and for deployment to AWS."
   ],
   "maker": "Kamil Myśliwiec and the NestJS contributors (open source)",
   "links": {
    "docs": "https://docs.nestjs.com/",
    "github": "https://github.com/nestjs/nest"
   },
   "page": "https://aiolum.com/tool/nestjs/"
  },
  {
   "slug": "nextauth-js",
   "name": "NextAuth.js",
   "job": "building",
   "definition": "An open-source sign-in library for Next.js web applications that supports Google, Apple and other OAuth logins, email links and passwords.",
   "url": "https://next-auth.js.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "NextAuth.js is an open-source authentication library for Next.js, the React web framework. Authentication means checking who a user is before the user is let in. The project's newer, framework-independent version is called Auth.js. Both are now owned and maintained by Better Auth Inc., which recommends that new projects start with its Better Auth library.",
    "A developer installs the next-auth package and lists sign-in providers in one server file. It supports OAuth 1.0, 1.0A and 2.0 and OpenID Connect, protocols that let a user sign in with an account at another service such as Google, Apple or Facebook. It also supports passwordless sign-in by email and any username-and-password store. Sessions are kept in a database (MySQL, Postgres, MongoDB, SQLite and others) or in JSON Web Tokens, signed tokens stored in a cookie, which it encrypts by default. Sign-in and sign-out requests are protected with CSRF tokens, and the library runs on serverless platforms.",
    "NextAuth.js is free; its repository is under the ISC license."
   ],
   "maker": "Better Auth Inc. (open source)",
   "links": {
    "docs": "https://next-auth.js.org/getting-started/introduction",
    "github": "https://github.com/nextauthjs/next-auth"
   },
   "page": "https://aiolum.com/tool/nextauth-js/"
  },
  {
   "slug": "nltk",
   "name": "NLTK",
   "job": "building",
   "definition": "The Natural Language Toolkit, an open-source Python library for processing human-language text: tokenizing, tagging, parsing and classifying it, with many downloadable corpora.",
   "url": "https://www.nltk.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "NLTK (Natural Language Toolkit) is an open-source platform for writing Python programs that work with human language data, a field called natural language processing (NLP). It is a community-driven project of the NLTK Project. Its creators also wrote the book Natural Language Processing with Python, which teaches the library.",
    "NLTK contains text-processing libraries for tokenization (splitting text into words and sentences), stemming (reducing words to a root form), part-of-speech tagging, parsing, classification and semantic reasoning. It gives access to over 50 corpora and lexical resources, such as WordNet; a corpus is a large collection of texts used to study or train language programs. These data packages are not part of the code installation. A program calls nltk.download(), or a user runs python -m nltk.downloader, to fetch single packages, such as the Brown Corpus, or whole collections into an nltk_data folder.",
    "NLTK runs on Windows, macOS and Linux and is free. The code is released under the Apache-2.0 license."
   ],
   "maker": "The NLTK Project (open source)",
   "links": {
    "docs": "https://www.nltk.org/",
    "github": "https://github.com/nltk/nltk"
   },
   "page": "https://aiolum.com/tool/nltk/"
  },
  {
   "slug": "nemoclaw",
   "name": "NVIDIA NemoClaw",
   "job": "building",
   "definition": "NVIDIA's open-source reference stack for running autonomous AI agents, such as OpenClaw, inside sandboxes with policy controls over files, network and credentials.",
   "url": "https://www.nvidia.com/en-us/ai/nemoclaw/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "NemoClaw is an open-source reference stack from NVIDIA for running AI agents more safely. An AI agent is a program in which a language model plans steps and calls tools, such as a shell or a browser, to finish a task. NVIDIA describes NemoClaw as a collection of open blueprints that combine a model, an agent harness (the program that runs the model's loop of reasoning and tool calls) and a runtime into one repeatable system. The default harness is OpenClaw; Hermes and LangChain Deep Agents Code are also supported.",
    "One shell command installs it. Each agent then runs inside an NVIDIA OpenShell sandbox, an isolated runtime that enforces which files, networks, credentials and tools the agent can reach. NemoClaw adds guided setup, managed inference that routes requests to local open models such as NVIDIA Nemotron or to cloud models, network policy, lifecycle management and a command-line tool. It can run on local NVIDIA hardware such as GeForce RTX PCs, RTX PRO workstations and DGX systems.",
    "The code is free and open source under the Apache-2.0 license. NVIDIA calls it an alpha project."
   ],
   "maker": "NVIDIA (open source)",
   "links": {
    "docs": "https://docs.nvidia.com/nemoclaw/latest/",
    "github": "https://github.com/NVIDIA/NemoClaw"
   },
   "aka": [
    "NemoClaw"
   ],
   "page": "https://aiolum.com/tool/nemoclaw/"
  },
  {
   "slug": "nx",
   "name": "Nx",
   "job": "building",
   "definition": "An open-source build system for JavaScript and TypeScript monorepos that runs, orders and caches build and test tasks across many projects in one repository.",
   "url": "https://nx.dev/",
   "price": "Nx: free and open source; optional Nx Cloud Team plan US$29 a month, including US$29 of usage credit",
   "readOn": "2026-10-28",
   "freeTier": "yes: Nx is free; Nx Cloud Hobby plan free with 50,000 credits a month",
   "about": [
    "Nx is a build system for JavaScript and TypeScript monorepos, made by the company Nrwl; plugins extend it to other languages such as Java and .NET. A monorepo is one code repository that holds many projects, for example a front end, a back end and shared libraries. Nx keeps builds and tests fast as such a repository grows.",
    "Nx reads the workspace and builds a project graph and a task graph that show how the projects depend on each other. It runs tasks such as build, test and lint in the right order, in parallel where possible, and caches their results so that unchanged code is not rebuilt. Affected commands run only the tasks that a change touches. Module boundary rules block unwanted dependencies between projects, and plugins for React, Angular, Next.js, Nest and other tools generate code and configure tasks.",
    "Nx itself is open source under the MIT license. Nx Cloud, the company's paid service, adds remote caching, distributed task execution across CI machines and self-healing CI; it has a free Hobby plan and usage-based Team and Enterprise plans."
   ],
   "maker": "Nrwl",
   "links": {
    "docs": "https://nx.dev/docs/getting-started/intro",
    "pricing": "https://nx.dev/pricing",
    "github": "https://github.com/nrwl/nx"
   },
   "aka": [
    "NX"
   ],
   "page": "https://aiolum.com/tool/nx/"
  },
  {
   "slug": "office-js",
   "name": "Office.js",
   "job": "building",
   "definition": "Microsoft's JavaScript API for Office Add-ins: web code that runs inside Excel, Word, Outlook and PowerPoint and reads or changes the open document.",
   "url": "https://learn.microsoft.com/en-us/office/dev/add-ins/overview/office-add-ins",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Office.js is the set of Office JavaScript APIs that Microsoft provides for Office Add-ins. An Office Add-in is a web application, built with HTML, CSS and JavaScript, that runs inside Outlook, Excel, Word, PowerPoint, OneNote or Project on Windows, Mac, iPad and in a browser. Office.js is the layer through which the add-in's code reads and changes the open document.",
    "An add-in has two parts: an app package, a zip file with a manifest that says how the add-in appears in Office and which permissions it needs, and a web app hosted on any web server. The add-in can add ribbon buttons, open a task pane (a web view beside the document) and react to document events. Office.js has a common API shared by the Office applications and richer application-specific models. In Excel, code works with workbooks, worksheets, tables, charts and Range objects; a range is one cell or a block of cells whose values, formulas and formats the code reads or writes.",
    "The API is part of Office; the downloaded pages state no separate price. Add-ins are published to an organization by its admin or to Microsoft Marketplace."
   ],
   "maker": "Microsoft",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/office/dev/add-ins/reference/javascript-api-for-office"
   },
   "page": "https://aiolum.com/tool/office-js/"
  },
  {
   "slug": "openai-apps-sdk",
   "name": "OpenAI Apps SDK",
   "job": "building",
   "definition": "OpenAI's toolkit for building apps inside ChatGPT: an MCP server gives ChatGPT tools to call and can return an interactive interface shown in the chat.",
   "url": "https://developers.openai.com/plugins",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "The Apps SDK is OpenAI's framework for building apps that work inside ChatGPT. It is based on the Model Context Protocol (MCP), an open standard that lets an AI model find and call tools on an external server. OpenAI now documents it together with plugins for ChatGPT and Codex, under the heading \"ChatGPT plugins and Apps SDK\".",
    "A developer builds an MCP server that defines the tools, their input and output schemas, and the authentication they need; ChatGPT calls these tools during a conversation. A tool can also return a UI resource: a web component that runs in an iframe in the chat and talks to ChatGPT through the MCP Apps bridge (JSON-RPC messages sent with postMessage). Extra ChatGPT features are reached through `window.openai`. The server, with optional skills, is packaged as a plugin, uploaded as a ZIP and submitted for review; after approval the developer publishes it to the directory.",
    "OpenAI publishes the documentation and an examples repository on GitHub. The pages read state no fee for building or publishing."
   ],
   "maker": "OpenAI",
   "links": {
    "docs": "https://developers.openai.com/plugins",
    "github": "https://github.com/openai/openai-apps-sdk-examples"
   },
   "page": "https://aiolum.com/tool/openai-apps-sdk/"
  },
  {
   "slug": "openai-playground",
   "name": "OpenAI Playground",
   "job": "building",
   "definition": "A web page in OpenAI's API platform where developers write and test prompts against OpenAI models before putting them into their own code.",
   "url": "https://platform.openai.com/playground",
   "price": "Pay per use at OpenAI API token rates, for example US$0.10 per million input tokens and US$0.50 per million output tokens for gpt-6-luna (standard tier)",
   "readOn": "2026-10-28",
   "freeTier": "no separate free tier; billed as API usage",
   "about": [
    "The Playground is a browser tool in the OpenAI API platform (platform.openai.com) made by OpenAI for building and testing prompts. A prompt is the text instruction, often with examples, that tells a large language model what to do.",
    "In the Chat Playground a developer builds and tests conversational prompts, then moves them into an application. The Generate button writes a prompt, a function definition or a JSON schema from a short description of the task. For prompts it uses meta-prompts, which are prompts that ask the model to write or improve another prompt, based on OpenAI's prompt-engineering guidance; for schemas it uses meta-schemas that produce valid JSON. The Playground sends the same API calls that an application sends.",
    "Use of the Playground is billed like any other API use: its tokens count toward the account's API usage and follow the same per-token prices (a token is a piece of a word)."
   ],
   "maker": "OpenAI",
   "links": {
    "docs": "https://developers.openai.com/api/docs/guides/prompt-generation",
    "pricing": "https://developers.openai.com/api/docs/pricing"
   },
   "page": "https://aiolum.com/tool/openai-playground/"
  },
  {
   "slug": "openclaw",
   "name": "OpenClaw",
   "job": "building",
   "definition": "An open-source personal AI assistant that runs on the user's own computer and takes instructions through chat apps such as WhatsApp, Telegram and Slack.",
   "url": "https://openclaw.ai/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "OpenClaw is an open-source AI agent: a program that uses a large language model to plan and carry out tasks, not only to answer questions. It runs on the user's own Mac, Windows or Linux computer and keeps its state there, not in a vendor cloud. The code is under the MIT license, and the project is stewarded by the OpenClaw Foundation, an independent US 501(c)(3) non-profit.",
    "The agent is reached through chat channels such as WhatsApp, Telegram, Discord, Slack, Signal and iMessage, 29 channels in all. It can use hosted, subscription-backed, gateway or local models such as Claude or GPT. It remembers preferences, projects and people between conversations, and it can browse the web, fill forms, read and write files and run shell commands, with full access or in a sandbox. Skills and plugins add abilities, and a team can share one gateway.",
    "It installs with a one-line script, with npm or as a desktop app. There is no subscription and no hosted tier."
   ],
   "maker": "OpenClaw Foundation (open source)",
   "links": {
    "docs": "https://docs.openclaw.ai/",
    "github": "https://github.com/openclaw/openclaw"
   },
   "page": "https://aiolum.com/tool/openclaw/"
  },
  {
   "slug": "peft",
   "name": "PEFT",
   "job": "building",
   "definition": "An open-source Python library from Hugging Face that fine-tunes large AI models by training only a small set of extra parameters, such as LoRA adapters.",
   "url": "https://huggingface.co/docs/peft/index",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "PEFT (Parameter-Efficient Fine-Tuning) is an open-source Python library made by Hugging Face. Fine-tuning means further training a pretrained model on new data so that it does a specific task; doing this for every parameter of a large language model needs a lot of GPU memory and storage. PEFT methods instead train only a small number of extra parameters and leave the original weights unchanged.",
    "A developer wraps a base model from the Transformers library with a PEFT configuration, for example LoRA (Low-Rank Adaptation, which adds small trainable matrices to some layers), and trains as usual. In the README example only about 0.12% of a 3-billion-parameter model's parameters are trained. The result is a small adapter file that is loaded on top of the base model for inference. The library implements dozens of methods, including LoRA, DoRA, IA3 and prompt tuning, and works with the Transformers, Diffusers and Accelerate libraries.",
    "PEFT is free and open source under the Apache-2.0 license, installed with pip install peft."
   ],
   "maker": "Hugging Face (open source)",
   "links": {
    "docs": "https://huggingface.co/docs/peft/index",
    "github": "https://github.com/huggingface/peft"
   },
   "page": "https://aiolum.com/tool/peft/"
  },
  {
   "slug": "phoenix",
   "name": "Phoenix",
   "job": "building",
   "definition": "An open-source web framework for the Elixir language; with its LiveView library, interactive pages are rendered on the server and updated in the browser over a persistent connection.",
   "url": "https://www.phoenixframework.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Phoenix is a web framework for the Elixir programming language, a set of libraries and conventions for building web applications, HTML pages and JSON or GraphQL APIs. It runs on the Erlang VM, the runtime that Elixir uses, which the site says can handle millions of WebSocket connections.",
    "A developer creates a project with mix phx.new. Phoenix includes Channels and PubSub for real-time messages across one or more servers, Presence to know who is connected, generated authentication, a live metrics dashboard, and Ecto for Postgres, MySQL, SQLite and SQL Server. Pages use HEEx, templates of HTML with embedded Elixir and reusable components. LiveView, included by default, keeps each page as a process on the server: the first view is ordinary server-rendered HTML, then a persistent connection carries browser events to the server, and the server re-renders only the changed parts and pushes them to the browser.",
    "Phoenix is free and open source under the MIT license; its development is sponsored by Fly.io and Dashbit."
   ],
   "maker": "Phoenix Framework project (open source)",
   "links": {
    "docs": "https://phoenix.hexdocs.pm/",
    "github": "https://github.com/phoenixframework/phoenix"
   },
   "page": "https://aiolum.com/tool/phoenix/"
  },
  {
   "slug": "pipedream-connect",
   "name": "Pipedream Connect",
   "job": "building",
   "definition": "A developer service that lets AI agents and apps act in their users' accounts on 3,000+ other apps, with managed sign-in, prebuilt tools and an API proxy.",
   "url": "https://pipedream.com/connect",
   "price": "Startup plan: US$99 a month billed annually, or US$150 billed monthly; 100 users and 10,000 usage credits included, then US$2 per user",
   "readOn": "2026-10-28",
   "freeTier": "yes, free in development",
   "about": [
    "Pipedream Connect is integration infrastructure for developers who build AI agents and apps, made by Pipedream, Inc. An integration here is a connection that lets software read from or write to another app, such as Slack, Gmail or Stripe, on behalf of a user.",
    "The developer's users authorize their accounts through Connect Link, a hosted sign-in page, or an embedded flow. Pipedream runs the OAuth process (the standard by which a user grants an app access to an account without sharing a password), stores the tokens encrypted and refreshes them. The agent then uses more than 10,000 prebuilt actions and triggers, through SDKs for TypeScript, Python and Java, REST, or one remote MCP endpoint (Model Context Protocol, the standard that lets an AI assistant call tools). Triggers send events from users' apps to a webhook in real time, and a proxy forwards any other API request with the user's credentials attached. Requests run in Pipedream's managed runtime.",
    "Connect is a hosted service, free in development. Production use is a subscription that includes some users and usage credits, then charges per extra user and credit."
   ],
   "maker": "Pipedream, Inc.",
   "links": {
    "docs": "https://pipedream.com/docs/connect",
    "pricing": "https://pipedream.com/pricing",
    "github": "https://github.com/PipedreamHQ/pipedream"
   },
   "page": "https://aiolum.com/tool/pipedream-connect/"
  },
  {
   "slug": "pke",
   "name": "pke",
   "job": "building",
   "definition": "An open-source Python library that extracts the key phrases of a text document, with a choice of statistical, graph-based and supervised extraction models.",
   "url": "https://github.com/boudinfl/pke",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "pke (python keyphrase extraction) is an open-source Python toolkit for keyphrase extraction, the natural language processing task of picking the few words or phrases that best summarise a document. It was written by Florian Boudin and described in a paper at the COLING 2016 conference.",
    "pke gives one standard API for every model. A program loads a document as text, the extractor selects candidate phrases (for TopicRank, sequences of nouns and adjectives), weights them, and returns the n best phrases with their scores. Text processing relies on the spaCy library and its language models. The toolkit implements statistical models (TfIdf, KPMiner, YAKE), graph-based models that score candidates with a random walk over a graph of words (TextRank, SingleRank, TopicRank, PositionRank, MultipartiteRank) and the supervised model Kea, and ships with supervised models trained on the SemEval-2010 dataset. Each step of the pipeline can be changed or extended, and the project includes benchmark results on common datasets.",
    "pke is free and open source under the GPL-3.0 license, installed with pip directly from its GitHub repository."
   ],
   "maker": "Florian Boudin (open source)",
   "links": {
    "github": "https://github.com/boudinfl/pke"
   },
   "page": "https://aiolum.com/tool/pke/"
  },
  {
   "slug": "plasmo",
   "name": "Plasmo",
   "job": "building",
   "definition": "An open-source framework for building browser extensions with React and TypeScript, with tools from Plasmo Corp. for testing and publishing them to browser stores.",
   "url": "https://www.plasmo.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Plasmo is a development platform for browser extensions, small programs that add features to browsers such as Chrome, Firefox and Edge. Made by Plasmo Corp., its main product is the Plasmo Framework, an open-source SDK (software development kit) that its README compares to Next.js for browser extensions.",
    "A developer starts a project with pnpm create plasmo and writes ordinary files: popup.tsx for the popup, options.tsx for the options page, content.ts for content scripts that run inside web pages, and background.ts for the background service worker. The framework bundles and mounts these files and takes care of the configuration files, so the developer writes little boilerplate. It supports React, TypeScript, Svelte and Vue, reloads the extension live during development, includes storage and messaging libraries, and builds one code base for several browsers and manifest versions. Plasmo BPP, an open-source GitHub Action, publishes the finished extension to the Chrome, Firefox and Edge stores, and Itero TestBed, a hosted service, pushes updates to beta testers without store review.",
    "The Plasmo Framework is free and open source under the MIT license."
   ],
   "maker": "Plasmo Corp.",
   "links": {
    "docs": "https://docs.plasmo.com/",
    "github": "https://github.com/PlasmoHQ/plasmo"
   },
   "page": "https://aiolum.com/tool/plasmo/"
  },
  {
   "slug": "plate",
   "name": "Plate",
   "job": "building",
   "definition": "An open-source React framework for building rich-text editors, with plugins and copy-in UI components that include AI editing, collaboration and Markdown import and export.",
   "url": "https://platejs.org/",
   "price": "Free and open source; optional Plate Plus components €299 one time per developer",
   "readOn": "2026-10-28",
   "freeTier": "free (open source core)",
   "about": [
    "Plate (Plate.js) is an open-source React framework for building rich-text editors, the editing areas in web apps where users write formatted text with headings, lists, tables, links and media. It is maintained in the udecode/plate repository on GitHub; its license names Ziad Beyens, Dylan Schiemann, Joe Anderson and Felix Feng.",
    "Plate has three layers. The platejs package is the core editor runtime with React bindings and editor APIs. The @platejs packages are headless plugins (plugins with behaviour but no built-in styling) for nodes, marks, serialization, collaboration, AI and other editor behaviour. Plate UI is a set of components, kits and editor templates that the shadcn command-line tool copies into the app, so the team owns and edits that code. Templates range from a minimal editor to a Notion-like editor with AI commands, and an MCP setup lets AI coding tools inspect and add Plate components.",
    "Plate is free and open source under the MIT license. Plate Plus, a separate paid offer, sells premium components and a full-stack AI editor template for a one-time price."
   ],
   "maker": "udecode (Ziad Beyens and contributors, open source)",
   "links": {
    "docs": "https://platejs.org/docs",
    "pricing": "https://pro.platejs.org/",
    "github": "https://github.com/udecode/plate"
   },
   "page": "https://aiolum.com/tool/plate/"
  },
  {
   "slug": "playwright",
   "name": "Playwright",
   "job": "building",
   "definition": "An open-source browser automation framework from Microsoft that drives Chromium, Firefox and WebKit from code, for end-to-end tests, scripts, screenshots and AI agents.",
   "url": "https://playwright.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Playwright is an open-source framework for web testing and browser automation, made by Microsoft. Browser automation means a program, not a person, opens web pages, clicks, types and reads the results. One API drives the three main browser engines, Chromium, Firefox and WebKit, on Linux, macOS and Windows, either headless (without a visible window) or headed, from TypeScript, Python, .NET or Java.",
    "Playwright Test is a test runner for end-to-end tests, which check a whole application through its user interface. It waits for elements to be ready before acting, retries assertions, gives each test a fresh browser context, runs tests in parallel, and records traces with DOM snapshots, network requests and screenshots. Used as a library, Playwright runs scripts for web scraping, PDF generation and screenshot capture. For AI agents, Playwright MCP is a Model Context Protocol server that lets an agent control a browser through structured accessibility snapshots of the page, and Playwright CLI offers the same control to coding agents through shell commands. A code generator records clicks in the browser and writes the test code.",
    "Playwright is free and open source under the Apache-2.0 license."
   ],
   "maker": "Microsoft (open source)",
   "links": {
    "docs": "https://playwright.dev/docs/intro",
    "github": "https://github.com/microsoft/playwright"
   },
   "page": "https://aiolum.com/tool/playwright/"
  },
  {
   "slug": "poetry",
   "name": "Poetry",
   "job": "building",
   "definition": "An open-source command-line tool for Python projects: it installs the libraries a project depends on at fixed versions and builds and publishes the project as a package.",
   "url": "https://python-poetry.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Poetry is a tool for dependency management and packaging in Python. Dependency management means declaring the libraries a project needs and installing compatible versions of them; packaging means building the project into files that other people can install. Poetry is developed in the open on GitHub under the MIT license.",
    "A project describes itself and its dependencies in one pyproject.toml file, which replaces setup.py, requirements.txt, setup.cfg, MANIFEST.in and Pipfile. The command poetry add resolves the versions and writes a lockfile, a file that records the exact version of every package, so that each installation is the same. Poetry keeps each project in an environment isolated from the global Python installation. poetry build makes a source distribution and a wheel (the standard pre-built package format), and poetry publish uploads them to PyPI or to a private repository.",
    "Poetry is free. It needs Python 3.10 or newer and runs on Linux, macOS and Windows."
   ],
   "maker": "The Poetry project (python-poetry), open source",
   "links": {
    "docs": "https://python-poetry.org/docs/",
    "github": "https://github.com/python-poetry/poetry"
   },
   "page": "https://aiolum.com/tool/poetry/"
  },
  {
   "slug": "progressier",
   "name": "Progressier",
   "job": "building",
   "definition": "A toolkit for progressive web apps: it makes an existing website installable on phones and computers like an app and sends push notifications to its users.",
   "url": "https://progressier.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial, no credit card required",
   "about": [
    "Progressier is a toolkit for progressive web apps (PWAs). A PWA is a website that a user can install on a phone or computer like an app, with its own icon, splash screen and push notifications, without an app store. Kevin Basset builds Progressier as a solo founder; the company named on the site is Scriby, Inc.",
    "A site owner configures the app in a dashboard. Progressier sets up the web app manifest (the file that tells browsers the app's name and icons) through toggles instead of code, gives the app an installation page that works like an app store page, adds install prompts and widgets, and generates assets such as maskable icons and iOS splash screens. Push notifications are composed, scheduled and sent from the dashboard or through an API to iPhone, iPad, Android, Windows and Mac devices. It works with no-code builders such as Bubble, WordPress and Webflow, AI app builders such as Lovable and Replit, and JavaScript frameworks.",
    "Progressier is a hosted subscription service with Founder, Growth and Scale plans, billed monthly or yearly, and a 14-day free trial without a credit card."
   ],
   "maker": "Kevin Basset (Scriby, Inc.)",
   "links": {
    "pricing": "https://progressier.com/pricing"
   },
   "page": "https://aiolum.com/tool/progressier/"
  },
  {
   "slug": "puppeteer",
   "name": "Puppeteer",
   "job": "building",
   "definition": "An open-source JavaScript library that drives Chrome or Firefox from code, used to automate browsing, test web pages, take screenshots and pre-render pages into HTML.",
   "url": "https://pptr.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Puppeteer is a JavaScript library that controls a web browser from code. It gives a high-level API to control Chrome or Firefox over the Chrome DevTools Protocol or WebDriver BiDi, two protocols through which a program sends commands to a browser. The project's site is published by Google.",
    "A Node.js script launches the browser, opens pages, navigates to addresses, types, clicks and reads page content. By default the browser runs headless, without a visible window, but it can also run with one. Typical uses are automated form submission and UI tests, screenshots and PDFs of pages, performance traces, tests of Chrome extensions, and crawling a single-page application to produce pre-rendered HTML (static HTML made in advance from pages that the browser normally builds with JavaScript). Installing the puppeteer package with npm, Yarn, pnpm or Bun also downloads a compatible Chrome; puppeteer-core installs the library alone.",
    "Puppeteer is free and open source under the Apache-2.0 license. A Puppeteer-based MCP server, chrome-devtools-mcp, lets AI agents automate and debug the browser."
   ],
   "maker": "Google (open source)",
   "links": {
    "docs": "https://pptr.dev/guides/what-is-puppeteer",
    "github": "https://github.com/puppeteer/puppeteer"
   },
   "page": "https://aiolum.com/tool/puppeteer/"
  },
  {
   "slug": "react-router",
   "name": "React Router",
   "job": "building",
   "definition": "An open-source routing library and framework for React web apps: it maps each URL to the screen that shows it and loads that screen's data.",
   "url": "https://reactrouter.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "React Router is a routing library for React, the JavaScript library for building user interfaces. A router maps each URL of a web app to the component that displays it, so that the app can switch pages in the browser without loading a new HTML document from the server. The site is copyrighted by Shopify, Inc., and the project is developed under an Open Governance model.",
    "It works in three modes, and each adds features to the previous one. Declarative mode matches URLs to components and handles navigation with APIs such as <Link>, useNavigate and useLocation. Data mode moves the route configuration outside React rendering and adds data loading, actions (form submissions) and pending states through loader, action and useFetcher. Framework mode wraps data mode with a Vite plugin and adds type-safe routes, automatic code splitting, and single-page, server-side or static rendering. Version 8 needs Node 22+, Vite 7+ and React 19+.",
    "React Router is free and open source under the MIT license and is installed from npm."
   ],
   "maker": "Shopify, Inc. (remix-run), open source",
   "links": {
    "docs": "https://reactrouter.com/home",
    "github": "https://github.com/remix-run/react-router"
   },
   "page": "https://aiolum.com/tool/react-router/"
  },
  {
   "slug": "readymag",
   "name": "Readymag",
   "job": "building",
   "definition": "A website design tool: designers lay out pages visually in a browser editor and publish them as hosted websites, such as portfolios and personal or client sites.",
   "url": "https://readymag.com/",
   "price": "Personal plan: US$19 a month billed monthly, or US$168 a year billed yearly (amounts in cents in the pricing page data)",
   "readOn": "2026-10-28",
   "freeTier": "yes: Free plan with one published project of up to 10 pages",
   "about": [
    "Readymag is a design tool for websites: a hosted editor in which a user lays out pages visually and publishes them as a website, for example a portfolio, a personal site or a site for a client. Its own pages describe it as a design tool for outstanding websites and a website builder for designers.",
    "Every project is built from widgets, elements such as text, pictures, video, music, forms, hotspots and Lottie animations, which the user places on a page canvas, resizes, rotates, groups and animates. A project has several pages, each with its own URL and SEO settings (title, description, keywords), and separate layouts for desktop, tablet and mobile. The editor offers grids, a Lock layout mode for safe content edits, more than 5,000 free fonts, 2 million Unsplash photos and custom code. Paid plans add domain mapping, custom font upload, private websites, PDF export, hosting and SSL; the Business (Advanced) plan adds code export.",
    "Readymag is a subscription service. The Free plan publishes one project of up to 10 pages; the paid Personal, Freelancer and Advanced plans are billed monthly or yearly."
   ],
   "maker": "Readymag",
   "links": {
    "docs": "https://help.readymag.com/hc/en-us",
    "pricing": "https://readymag.com/pricing"
   },
   "page": "https://aiolum.com/tool/readymag/"
  },
  {
   "slug": "remix",
   "name": "Remix",
   "job": "building",
   "definition": "An open-source full-stack web framework: Remix v2 builds React apps with server data loading and forms, and now continues as React Router v7; Remix 3 is a new standalone stack.",
   "url": "https://remix.run/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Remix is an open-source web framework, copyrighted by Shopify, Inc. and published under the MIT license. A web framework is a set of libraries and conventions that handles routing, server code, data loading and rendering for a web application. Remix has two generations. Remix v2 is a full-stack framework for React, built on top of React Router; its documentation now says that the latest version of Remix is React Router v7.",
    "In Remix v2 each route module exports a loader, which loads data on the server, an action, which handles form submissions, and a component. A compiler based on Vite builds a server handler and a browser bundle split by route. The handler uses the Web Fetch API, so an app runs on Node.js servers, Cloudflare Workers or Deno Deploy. Remix 3, the version on remix.run, is a new stack built on Web APIs: a server runtime, routing, authentication, sessions, database integrations, a UI framework and assets that compile on request, with no build step.",
    "Both generations are free; Remix 3 is developed in the remix-run/remix repository on GitHub."
   ],
   "maker": "Shopify, Inc. (Remix team, remix-run), open source",
   "links": {
    "docs": "https://guides.remix.run/",
    "github": "https://github.com/remix-run/remix"
   },
   "page": "https://aiolum.com/tool/remix/"
  },
  {
   "slug": "replit",
   "name": "Replit",
   "job": "building",
   "definition": "An online platform where an AI agent writes, runs and hosts apps and websites from a plain-language description, so non-programmers can build software.",
   "url": "https://replit.com/",
   "price": "Replit Core: US$20 a month billed monthly (US$18 a month billed yearly), including US$20 of AI model credit",
   "readOn": "2026-10-28",
   "freeTier": "yes, Free Mode with limited use",
   "about": [
    "Replit is a platform from Replit, Inc. for building software with an AI agent: a program that uses large language models (neural networks trained on large amounts of text and code) to plan and write code from a request in natural language. A user describes an app or a website, and the Replit Agent writes the code, changes it on request and publishes the result.",
    "The project lives in Replit's cloud workspace, which works in a web browser, in a desktop app for macOS and Windows, and in mobile apps for iOS and Android. Replit adds built-in services with no setup: authentication (user login), a database, hosting and monitoring. More than 100 integrations connect an app to services such as OpenAI, Stripe and Google Workspace. Plan mode lets the agent plan before it builds. Replit warns that the agent's behavior is probabilistic, so it can make mistakes.",
    "Replit is a hosted service sold by subscription. Each paid plan includes a monthly amount of credit for AI models; further use is billed by the effort of each task. A Free Mode allows some chat and creation at no cost."
   ],
   "maker": "Replit, Inc.",
   "links": {
    "docs": "https://docs.replit.com/",
    "pricing": "https://replit.com/pricing"
   },
   "page": "https://aiolum.com/tool/replit/"
  },
  {
   "slug": "reui",
   "name": "ReUI",
   "job": "building",
   "definition": "An open-source library of ready-made React interface components built on shadcn/ui, which developers copy into a web app instead of building screens from scratch.",
   "url": "https://reui.io/",
   "price": "Components free and open source (MIT License); Pro blocks US$249 as a one-time payment for one user",
   "readOn": "2026-10-28",
   "freeTier": "free components, no account required",
   "about": [
    "ReUI is a component library for the user interface of web apps, built on shadcn/ui. shadcn/ui is a set of React components whose source code is copied into a project rather than installed as a closed package, and styled with Tailwind CSS, a framework of small utility CSS classes. The ReUI repository on GitHub belongs to Keenthemes.",
    "The free part has 1,264 components in 87 categories. It adds 27 in-house primitives that standard shadcn/ui does not include, such as a Data Grid (a sortable, filterable table built on TanStack Table), an event calendar, a Gantt chart and a Kanban board, each in a Radix UI and a Base UI version. A developer copies a component into a React project or installs it from ReUI's registry. A hosted MCP server (Model Context Protocol, a standard way for AI coding agents to call outside tools) lets agents such as Claude, Codex and Cursor find and add components.",
    "The components are open source under the MIT License. Paid tiers, sold for a one-time payment, add hundreds of ready-made blocks (whole screens such as dashboards or pricing pages), icons and templates."
   ],
   "maker": "Keenthemes (ReUI)",
   "links": {
    "docs": "https://reui.io/docs",
    "pricing": "https://reui.io/pricing",
    "github": "https://github.com/keenthemes/reui"
   },
   "page": "https://aiolum.com/tool/reui/"
  },
  {
   "slug": "rojo",
   "name": "Rojo",
   "job": "building",
   "definition": "An open-source tool that syncs Roblox game scripts and models between ordinary files on a computer and Roblox Studio, so developers can use external editors and Git.",
   "url": "https://rojo.space/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Rojo is an open-source project management tool for Roblox developers, made by The Rojo Developers. Roblox Studio normally keeps a game's scripts and objects inside its own place file. Rojo lets developers keep them instead as ordinary files on the computer's filesystem, so they can use tools that work on files.",
    "Rojo has a command-line program and a plugin for Roblox Studio. Developers write scripts in an external text editor such as Visual Studio Code, and Rojo syncs the files into Studio; models in the rbxm and rbxmx formats stream into the game in real time. An optional two-way sync in the Studio plugin writes supported Studio edits back to the files, and the rojo syncback command pulls objects from existing place files into a project. Because the project is a set of files, it can be versioned with Git (a version control system that records every change) and hosted on GitHub or GitLab. The command line can also package a project and deploy it to Roblox.",
    "Rojo is free and open source under the Mozilla Public License 2.0."
   ],
   "maker": "The Rojo Developers",
   "links": {
    "docs": "https://rojo.space/docs/v7/",
    "github": "https://github.com/rojo-rbx/rojo"
   },
   "page": "https://aiolum.com/tool/rojo/"
  },
  {
   "slug": "rolldown",
   "name": "Rolldown",
   "job": "building",
   "definition": "An open-source JavaScript and TypeScript bundler written in Rust that combines a web app's source files into optimized files for production; it powers Vite.",
   "url": "https://rolldown.rs/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Rolldown is a bundler for JavaScript and TypeScript, written in the Rust language. A bundler reads the many source files and npm packages of a web application, follows their imports, and writes a few optimized output files that a browser loads quickly. Rolldown is a project of VoidZero Inc. and its open-source contributors, and it is the bundler inside Vite 8 and later.",
    "Its programming interface and plugin interface are compatible with Rollup, an older JavaScript bundler, so many Rollup plugins and options work with it. Like esbuild, another fast bundler, it has built-in transforms, minification (removing spaces and shortening names to make files smaller) and code splitting. On the project's benchmark of 19,000 modules it bundled in 1.61 seconds, against 40.10 seconds for Rollup with esbuild. Most applications use it through Vite; developers can also install it from npm and call it directly, with prebuilt binaries for Linux, Windows and macOS and a WebAssembly build for other platforms.",
    "Rolldown is free and open source under the MIT License."
   ],
   "maker": "VoidZero Inc. and Rolldown contributors",
   "links": {
    "docs": "https://rolldown.rs/guide/getting-started",
    "github": "https://github.com/rolldown/rolldown"
   },
   "page": "https://aiolum.com/tool/rolldown/"
  },
  {
   "slug": "rtk",
   "name": "RTK",
   "job": "building",
   "definition": "An open-source command-line tool that shrinks the shell output an AI coding agent reads, so the agent sends fewer tokens to the paid language model.",
   "url": "https://www.rtk-ai.app/",
   "price": "Free and open source",
   "readOn": "2026-10-27",
   "freeTier": "free",
   "about": [
    "RTK (Rust Token Killer) is a command-line tool from RTK AI Labs that reduces the tokens an AI coding agent reads. Tokens are the units of text that a language model is paid by. RTK is a proxy, a program placed between the agent and the shell: it intercepts shell commands and compresses their output before the agent reads it.",
    "A hook rewrites a command such as git status to rtk git status. For more than 100 commands RTK removes noise, groups similar lines, truncates and deduplicates: a test run shows only the failures, and git log shows only hash, author and subject. The project reports 56% less command output on average. RTK Engine can also send large file reads to a cheaper model.",
    "RTK is a single Rust binary, free to use. The command-line tool is open source under the Apache 2.0 license; the compression engine and the optional proxy use the Business Source License 1.1, which allows free production use but not resale as a service."
   ],
   "maker": "RTK AI Labs (open source)",
   "links": {
    "docs": "https://www.rtk-ai.app/guide/",
    "github": "https://github.com/rtk-ai/rtk"
   },
   "aka": [
    "rtk"
   ],
   "page": "https://aiolum.com/tool/rtk/"
  },
  {
   "slug": "ruby",
   "name": "Ruby",
   "job": "building",
   "definition": "A free, open-source, object-oriented programming language, used for web applications through the Ruby on Rails framework and for scripts.",
   "url": "https://www.ruby-lang.org/en/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Ruby is a general-purpose programming language created by Yukihiro “Matz” Matsumoto and public since 1995. Programs need no variable declarations, and the reference implementation, CRuby (also called MRI, Matz's Ruby Interpreter), is written in C. The latest version on the official site is 4.0.9.",
    "In Ruby everything is an object, including numbers, so every value has methods. A block is a piece of code (a closure) passed to a method, so that methods such as each or map run custom code on every item. A class has single inheritance, and modules add shared methods to classes as mixins. Ruby also has exception handling and a mark-and-sweep garbage collector, which frees unused memory automatically. Libraries are packaged as gems; the site counts over 200,000 gems. The best-known software written in Ruby is Ruby on Rails, a framework for web applications. Other implementations run Ruby on the Java Virtual Machine (JRuby) or embed a small Ruby inside an application (mruby).",
    "Ruby is free and open source: free of charge, and free to use, copy, modify and distribute."
   ],
   "maker": "Yukihiro “Matz” Matsumoto and the Ruby community",
   "links": {
    "docs": "https://www.ruby-lang.org/en/documentation/"
   },
   "page": "https://aiolum.com/tool/ruby/"
  },
  {
   "slug": "shadcnblocks",
   "name": "Shadcnblocks",
   "job": "building",
   "definition": "A library of ready-made React page sections and components, built on shadcn/ui and Tailwind CSS, that developers copy into their own website or app code.",
   "url": "https://www.shadcnblocks.com/",
   "price": "Pro plan: US$149 one-time payment for lifetime access, one user; free blocks available",
   "readOn": "2026-10-28",
   "freeTier": "yes, 55 free blocks",
   "about": [
    "Shadcnblocks is a library of ready-made user-interface sections, called blocks, and components for React, made by the Shadcnblocks.com team. It is built on shadcn/ui (a set of React components whose source code is copied into each project) and Tailwind CSS (a CSS framework of small utility classes). A block is a complete page section, such as a hero banner, a pricing table or a dashboard.",
    "The library has about 2,500 blocks, 2,154 components and 21 templates. A developer installs a block with the shadcn CLI (command-line tool), which resolves its dependencies and puts the source code into the project, where the developer can change it. Blocks work with Next.js, Vite, Astro and Remix, and each one is published for three primitive libraries: Radix UI, Base UI and React Aria. Blocks can also be installed through an MCP server for AI assistants or an editor extension.",
    "A free set of 55 marketing blocks is on GitHub under the MIT license with a Commons Clause condition: commercial use is allowed, but selling or redistributing the components themselves is not. The full library is sold for a one-time payment with lifetime access."
   ],
   "maker": "Shadcnblocks.com",
   "links": {
    "docs": "https://www.shadcnblocks.com/docs",
    "pricing": "https://www.shadcnblocks.com/pricing",
    "github": "https://github.com/shadcnblocks/shadcn-ui-blocks"
   },
   "page": "https://aiolum.com/tool/shadcnblocks/"
  },
  {
   "slug": "slim-seo",
   "name": "Slim SEO",
   "job": "building",
   "definition": "A WordPress SEO plugin that automatically generates page titles, meta descriptions, schema markup, sitemaps and social preview tags so search engines can read the site.",
   "url": "https://wpslimseo.com/",
   "price": "Slim SEO Pro, Personal plan: US$59 a year for 1 website; the base plugin is free",
   "readOn": "2026-10-28",
   "freeTier": "yes, the base plugin is free",
   "about": [
    "Slim SEO is an SEO plugin for WordPress, made by the Slim SEO team, whose other products include the Meta Box plugin. SEO (search engine optimization) means preparing pages so that search engines such as Google can understand and rank them. Slim SEO does most of this work automatically after installation, with very few settings.",
    "It generates meta titles and descriptions, Open Graph and Twitter card tags (the preview data that social networks show for a shared link), schema markup (structured data that describes a page's content to search engines), an XML sitemap and breadcrumbs. It also adds missing image alt text, redirects old or broken URLs, monitors 404 errors, and inserts code such as Google Tag Manager into the page header or footer. Slim SEO Pro adds a visual schema builder with more than 30 schema types and custom JSON-LD, internal link reports and suggestions, broken-link repair, Google Search Console reports inside WordPress, and a writing assistant.",
    "The base plugin is free and fully functional; it needs a self-hosted WordPress site. Slim SEO Pro is a yearly license priced by the number of websites."
   ],
   "maker": "Slim SEO",
   "links": {
    "docs": "https://docs.wpslimseo.com",
    "pricing": "https://wpslimseo.com/products/slim-seo-pro/"
   },
   "page": "https://aiolum.com/tool/slim-seo/"
  },
  {
   "slug": "spacy",
   "name": "spaCy",
   "job": "building",
   "definition": "An open-source Python library for natural language processing: it splits text into words and finds grammar, names, places and other structure for software to use.",
   "url": "https://spacy.io/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "spaCy is an open-source library for natural language processing (NLP), the field of programs that analyze human-language text. It is written in Python and Cython and made by Explosion, the company that also makes the Prodigy annotation tool.",
    "A program loads a trained pipeline, a package of statistical models for one language, and passes text to it. The pipeline splits the text into tokens (words and punctuation) and adds annotations: part-of-speech tags, a dependency parse (how the words relate grammatically), named entities such as people, places and organizations, lemmas (the base forms of words), sentence boundaries and text categories. spaCy offers 84 trained pipelines for 25 languages and supports tokenization and training for more than 70 languages; it can use pretrained transformers such as BERT and run on a GPU. Developers can train custom pipelines from a configuration file with no hidden defaults, add their own components, and call large language models inside a pipeline through the spacy-llm package.",
    "spaCy is free and released under the MIT license."
   ],
   "maker": "Explosion",
   "links": {
    "docs": "https://spacy.io/usage",
    "github": "https://github.com/explosion/spaCy"
   },
   "page": "https://aiolum.com/tool/spacy/"
  },
  {
   "slug": "sparkle",
   "name": "Sparkle",
   "job": "building",
   "definition": "An open-source software update framework for macOS apps: built into an app, it checks for new versions, downloads them and installs them.",
   "url": "https://sparkle-project.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Sparkle is an open-source software update framework for macOS applications, developed on GitHub by the Sparkle Project with dozens of contributors. A framework, in macOS terms, is a packaged library that is embedded in an app bundle. Sparkle makes an app update itself, with no work required from the user.",
    "The developer adds the framework to the Xcode project, for example through Swift Package Manager, and sets a SUFeedURL key in the app's Info.plist. That key points to an appcast: an RSS feed, uploaded by the developer to a web server, that lists the versions and their download archives. The included generate_appcast tool builds this feed from a folder of releases and also creates delta updates, small files with only the changes between two versions. Each update is checked with Sparkle's EdDSA signatures and Apple code signing before installation. The app's own name and icons appear in the update window, sandboxed apps are supported, and users can let updates download and install silently in the background. Sparkle supports macOS 12 and later.",
    "Sparkle is free under the MIT license."
   ],
   "maker": "The Sparkle Project (open source)",
   "links": {
    "docs": "https://sparkle-project.org/documentation/",
    "github": "https://github.com/sparkle-project/Sparkle"
   },
   "page": "https://aiolum.com/tool/sparkle/"
  },
  {
   "slug": "stable-diffusion-web-ui",
   "name": "Stable Diffusion web UI",
   "job": "building",
   "definition": "An open-source browser interface, known as AUTOMATIC1111, for running Stable Diffusion image models on one's own computer to generate, edit and upscale images.",
   "url": "https://github.com/AUTOMATIC1111/stable-diffusion-webui",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Stable Diffusion web UI is an open-source web interface for Stable Diffusion, a diffusion model that generates images from text prompts. Its repository is hosted on GitHub by the developer AUTOMATIC1111, whose name is often used for the program. It is built with Gradio, a Python library for browser interfaces, and runs on the user's own computer.",
    "The user installs Python and git, downloads the repository and runs a start script; the program loads a model file, called a checkpoint, and opens a page in the browser. It offers txt2img (an image from a text prompt) and img2img (a new image from an input image), inpainting and outpainting (redrawing part of an image or extending it past its borders), negative prompts, and Textual Inversion, Hypernetworks and LoRA add-ons that adapt a model to a style or subject. An Extras tab restores faces with GFPGAN or CodeFormer and enlarges images with neural-network upscalers such as RealESRGAN and SwinIR. An API and community extensions are supported. NVIDIA GPUs are recommended; AMD, Intel and Apple Silicon also work.",
    "It is free software under the AGPL-3.0 license."
   ],
   "maker": "AUTOMATIC1111 and contributors (open source)",
   "links": {
    "docs": "https://github.com/AUTOMATIC1111/stable-diffusion-webui/wiki",
    "github": "https://github.com/AUTOMATIC1111/stable-diffusion-webui"
   },
   "page": "https://aiolum.com/tool/stable-diffusion-web-ui/"
  },
  {
   "slug": "sweep-ai",
   "name": "Sweep",
   "job": "building",
   "definition": "An AI coding bot installed as a GitHub app: it reads an issue, plans the code changes and opens a pull request that makes them.",
   "url": "https://github.com/sweepai/sweep",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "free for personal, non-commercial use under its license",
   "about": [
    "Sweep, from Sweep AI, Inc., is an AI coding assistant. Its documentation describes it as an AI junior developer that turns bug reports and feature requests into code changes, installed on chosen repositories as a GitHub app (a bot account with permissions on those repositories).",
    "A developer creates a GitHub issue whose title starts with \"Sweep:\", or adds the Sweep label to an existing issue. Sweep reads the codebase, plans the changes and writes a pull request: a proposed set of code changes for the team to review and merge. It then runs the repository's GitHub Actions and keeps working until the CI (continuous integration) checks pass. A comment that starts with \"Sweep:\" on its pull request asks it to change the code. The documentation lists limits: repositories of more than about 5,000 files, refactors of more than 5 files or 300 lines, and images.",
    "The source code is public on GitHub under the Sweep Enterprise Edition license: free for personal, non-commercial use, while production or commercial use needs a paid Sweep subscription. The repository's README says the team now builds an AI coding assistant for JetBrains IDEs."
   ],
   "maker": "Sweep AI, Inc.",
   "links": {
    "github": "https://github.com/sweepai/sweep"
   },
   "aka": [
    "Sweep AI"
   ],
   "page": "https://aiolum.com/tool/sweep-ai/"
  },
  {
   "slug": "swiftterm",
   "name": "SwiftTerm",
   "job": "building",
   "definition": "An open-source Swift library that emulates an xterm/VT100 terminal, so macOS, iOS and web apps can run and show command-line sessions in their own windows.",
   "url": "https://github.com/migueldeicaza/SwiftTerm",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "SwiftTerm is a terminal emulator library written in Swift by Miguel de Icaza. A terminal emulator is the part of a program that reads the text and escape sequences (control codes for color, cursor movement and screen layout) that command-line programs write, and draws the result on screen. SwiftTerm emulates the VT100 and xterm terminals.",
    "The repository holds a terminal engine that does not depend on any user interface, plus ready-made views for macOS (AppKit) and iOS (UIKit). An app connects the engine to a local process, such as a shell, or to an SSH connection to a remote computer. It supports Unicode and emoji, right-to-left text, ANSI, 256-color and TrueColor output, mouse events, hyperlinks, search, and images in the Sixel, iTerm2 and Kitty graphics formats, with optional GPU rendering through Metal. There is also a headless core for Embedded Swift and a WebAssembly build for browsers and Node.js. Commercial SSH clients such as Secure Shellfish and La Terminal use it.",
    "It is free and open source under the MIT license, published as source code on GitHub."
   ],
   "maker": "Miguel de Icaza (open source)",
   "links": {
    "docs": "https://migueldeicaza.github.io/SwiftTerm/documentation/swiftterm/",
    "github": "https://github.com/migueldeicaza/SwiftTerm"
   },
   "page": "https://aiolum.com/tool/swiftterm/"
  },
  {
   "slug": "tailwind-ui",
   "name": "Tailwind Plus (formerly Tailwind UI)",
   "job": "building",
   "definition": "A paid collection of UI components, website templates and a UI kit built with Tailwind CSS by its makers; it was called Tailwind UI until March 2025.",
   "url": "https://tailwindcss.com/plus",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Tailwind Plus, called Tailwind UI until March 2025, is a collection of UI components and templates from Tailwind Labs, the makers of Tailwind CSS. Tailwind CSS is a utility-first CSS framework: instead of writing separate style sheets, a developer composes small classes such as flex, pt-4 and text-center directly in the HTML markup to style each element.",
    "Tailwind Plus gives access to component examples, website templates and the Catalyst UI kit. For example, the Radiant template, a SaaS marketing site, is built with Next.js, Framer Motion and Tailwind CSS, with a blog run on the Sanity content platform. In the March 2025 announcement, Tailwind Labs also named ideas it was exploring for Plus members, such as Tailwind Play accounts, custom editor themes, color palettes, typography themes and early access to beta documentation.",
    "It is sold as a one-time purchase with lifetime access, not a subscription. Existing Tailwind UI All-Access licenses became Tailwind Plus licenses at no extra cost."
   ],
   "maker": "Tailwind Labs Inc.",
   "aka": [
    "Tailwind UI"
   ],
   "page": "https://aiolum.com/tool/tailwind-ui/"
  },
  {
   "slug": "tanstack-router",
   "name": "TanStack Router",
   "job": "building",
   "definition": "An open-source routing library for React web apps: it maps URLs to screens, with type-safe links, route parameters, URL search state and data loading.",
   "url": "https://tanstack.com/router/latest",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "TanStack Router is a router for React applications from TanStack, an open-source project run by TanStack LLC. A router is the part of a single-page web app that decides which screen and data to show for each URL, without loading a new page from the server. TanStack Router is built around TypeScript: paths, route parameters, search parameters, loaders and links are all type-checked, so a broken link fails in the editor instead of in production.",
    "Routes are defined once, for example as route files from which a route tree file is generated. Search parameters in the URL are parsed, validated and typed, so filters, pagination and tabs survive page refreshes, the back button, bookmarks and shared links. Route loaders fetch data before a screen renders, with built-in caching, and the router can preload code and data when a user hovers over or focuses a link. It also supports nested layouts, code splitting and error boundaries. TanStack Start, a full-stack framework built on the same routes, adds server-side rendering, streaming and server functions.",
    "It is free and open source under the MIT license."
   ],
   "maker": "TanStack LLC (open source)",
   "links": {
    "docs": "https://tanstack.com/router/latest/docs",
    "github": "https://github.com/tanstack/router"
   },
   "page": "https://aiolum.com/tool/tanstack-router/"
  },
  {
   "slug": "tanstack-start",
   "name": "TanStack Start",
   "job": "building",
   "definition": "An open-source full-stack web framework for React and Solid that adds server rendering, streaming and type-safe server functions to TanStack Router.",
   "url": "https://tanstack.com/start/latest",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "TanStack Start is a full-stack web framework for React and Solid from TanStack, an open-source project owned by TanStack LLC. A full-stack framework covers both the browser part of a web application and the server part that renders pages and answers requests. Start is built on TanStack Router, a type-safe router (the code that maps each URL to a page, checked by TypeScript), and on the Vite or Rsbuild build tools.",
    "Start adds a server layer around the router's route tree. It gives full-document SSR (server-side rendering: the server sends finished HTML, and the browser then hydrates it, which means it attaches the interactive code) and streaming, which sends a page in parts as its data becomes ready. Server functions are type-safe RPCs (remote procedure calls) from the browser code to the server; server routes answer outside callers; middleware handles authentication, logging and similar checks. The same code builds for different hosts, such as Vercel, Netlify, Cloudflare or a Node.js server.",
    "Start is open source under the MIT license and free to use. Partner companies and sponsors fund the work."
   ],
   "maker": "TanStack LLC (open source)",
   "links": {
    "docs": "https://tanstack.com/start/latest/docs/framework/react/overview",
    "github": "https://github.com/TanStack/router"
   },
   "page": "https://aiolum.com/tool/tanstack-start/"
  },
  {
   "slug": "tilda",
   "name": "Tilda",
   "job": "building",
   "definition": "A no-code website builder: a person assembles pages from ready-made design blocks, or asks its AI to generate them, and Tilda hosts the finished site.",
   "url": "https://tilda.cc/",
   "price": "From US$10 a month (Personal plan, billed annually; US$15 a month month to month)",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with one website",
   "about": [
    "Tilda is a website builder from Tilda Publishing: an online editor that creates websites, landing pages, online stores and blogs without writing code. Pages are built from a library of more than 550 pre-designed blocks, such as covers, galleries, forms and background videos. Zero Block, an editor for designers, controls every element of a custom block.",
    "A built-in AI can generate a page from a short description of the business, write the text, choose images, or build custom interactive blocks from a chat. Tilda hosts the finished site in the cloud and serves it through a CDN (content delivery network: servers in many places that send pages from a location near the visitor), with protection against DDoS attacks and an SSL certificate for HTTPS. The owner can point a custom domain at the site. Built-in extras include an online store that takes card, PayPal or Stripe payments, a CRM for leads and CMS feeds for blogs and catalogs. The Business plan can export the site's code to another server.",
    "Tilda has a free plan for one website and paid subscriptions billed monthly or yearly."
   ],
   "maker": "Tilda Publishing",
   "links": {
    "pricing": "https://tilda.cc/pricing/",
    "docs": "https://help.tilda.cc/"
   },
   "page": "https://aiolum.com/tool/tilda/"
  },
  {
   "slug": "tinymce",
   "name": "TinyMCE",
   "job": "building",
   "definition": "An embeddable rich-text editor for web applications: it turns a plain text box into a word-processor-style editor and saves the content as HTML.",
   "url": "https://www.tiny.cloud/",
   "price": "Self-hosted open source: free. Cloud: from US$79 a month (Essential plan, paid annually, 5,000 editor loads a month)",
   "readOn": "2026-10-28",
   "freeTier": "yes, free cloud plan with 1,000 editor loads a month; open-source self-hosting",
   "about": [
    "TinyMCE is a WYSIWYG rich-text editor from Tiny Technologies Inc. WYSIWYG means that the text on screen looks like the final result: the user formats text with toolbar buttons, as in a word processor, while the editor writes the matching HTML in the background. A web application embeds it so that its users can write formatted content.",
    "A developer loads the editor script and calls tinymce.init() with a CSS selector, usually pointing at a textarea, plus a list of plugins and toolbar buttons. The editor then produces HTML5 with lists, tables, links, images and media. Plugins add or remove features. Integrations exist for React, Angular, Vue.js, Blazor, Svelte and others. The script loads from the Tiny Cloud CDN, which updates it automatically, or is self-hosted after installation with npm or from a .zip file. Paid plans add an AI assistant, Word import and export, PDF export and revision history.",
    "The self-hosted editor is open source under the GPL2+ license (GNU General Public License, version 2 or later). Cloud plans are counted in editor loads per month: a free tier and paid subscriptions with a commercial license."
   ],
   "maker": "Tiny Technologies Inc.",
   "links": {
    "docs": "https://www.tiny.cloud/docs/tinymce/latest/",
    "pricing": "https://www.tiny.cloud/pricing/",
    "github": "https://github.com/tinymce/tinymce"
   },
   "page": "https://aiolum.com/tool/tinymce/"
  },
  {
   "slug": "turbolinks",
   "name": "Turbolinks",
   "job": "building",
   "definition": "A JavaScript library that speeds up page navigation in server-rendered web apps by fetching the next page and swapping its body without a full reload.",
   "url": "https://github.com/turbolinks/turbolinks",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Turbolinks is an open-source JavaScript library whose development was sponsored by Basecamp. It gives a server-rendered web application some of the speed of a single-page application (SPA, an app that loads one page and then changes it with JavaScript), without a client-side JavaScript framework. Its repository was archived on 25 September 2021: Turbolinks is no longer developed and has been superseded by Turbo, part of Hotwire.",
    "The server renders full HTML pages, and links work as usual. When a user follows a link, Turbolinks fetches the next page in the background, swaps in its body and merges its head, so the browser does not do a full page load. Each navigation is a visit. The Back and Reload buttons keep working, because the library uses the HTML5 History API. Adapters for iOS and Android let mobile apps show the same pages with native navigation controls.",
    "Turbolinks is free software under the MIT license. A Ruby on Rails app installs it with the turbolinks gem; other apps use the turbolinks npm package."
   ],
   "maker": "Basecamp (open source)",
   "links": {
    "github": "https://github.com/turbolinks/turbolinks"
   },
   "page": "https://aiolum.com/tool/turbolinks/"
  },
  {
   "slug": "turborepo",
   "name": "Turborepo",
   "job": "building",
   "definition": "A build system for JavaScript and TypeScript monorepos: it caches task results and runs only the builds, tests and lints affected by a change.",
   "url": "https://turborepo.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Turborepo is an open-source build system for JavaScript and TypeScript, written in Rust, from Vercel. It is designed for monorepos, single repositories that hold many packages or apps. In a monorepo each workspace has its own tests, linting and build, so the whole repository may have thousands of tasks.",
    "Turborepo reads the package.json scripts and dependencies already in the repository, plus one turbo.json file that declares the tasks and their order, for example that a package is built only after the packages it depends on. It runs tasks in parallel on all available CPU cores and caches the output of each task. Remote Caching shares those outputs between machines and CI (continuous integration) servers, so work done once is not repeated, and the --affected option runs only the tasks touched by a change. The turbo docs command lets coding agents search the documentation from the terminal.",
    "Turborepo is free and open source under the MIT license. It installs from npm as the turbo package and works with npm, yarn and pnpm."
   ],
   "maker": "Vercel (open source)",
   "links": {
    "docs": "https://turborepo.dev/docs",
    "github": "https://github.com/vercel/turborepo"
   },
   "page": "https://aiolum.com/tool/turborepo/"
  },
  {
   "slug": "typedream",
   "name": "Typedream",
   "job": "building",
   "definition": "A no-code website builder: creators build landing pages, link-in-bio pages, blogs and forms, and sell digital products, without writing code.",
   "url": "https://typedream.com/",
   "price": "From US$15 a month per site, billed yearly (Launch plan; US$20 billed monthly)",
   "readOn": "2026-10-28",
   "freeTier": "free plan, 1 page, 5% transaction fee",
   "about": [
    "Typedream is a no-code website builder, a tool for making websites without programming, made for creators. Its team started it in 2021, and it later joined beehiiv, a newsletter platform, which now owns it. The announcement said that customers could keep using the platform as before.",
    "Pages are edited like a document: typing / adds a block, and hundreds of pre-designed templates are available. With it a user builds a website, a link-in-bio page (one page that gathers all of a person's links), forms that capture leads, a blog connected to a database, and email sign-ups. Typedream can also sell digital products such as ebooks, courses and templates, accept payments for services, and send emails to an audience. An AI feature creates a landing page from one sentence.",
    "Typedream is a hosted service. The free plan publishes one page on a typedream.app address and takes a fee on each sale; paid plans are priced per site, billed monthly or yearly, and add custom domains, unlimited pages and site analytics."
   ],
   "maker": "beehiiv, Inc. (Typedream team)",
   "links": {
    "docs": "https://typedream.com/docs",
    "pricing": "https://typedream.com/pricing"
   },
   "page": "https://aiolum.com/tool/typedream/"
  },
  {
   "slug": "uikit",
   "name": "UIKit",
   "job": "building",
   "definition": "Apple's framework for building app user interfaces on iOS, iPadOS and tvOS: windows, views, controls, touch handling and the app's event loop.",
   "url": "https://developer.apple.com/documentation/uikit",
   "price": "No separate price; distributing apps requires a paid Apple Developer Program membership",
   "readOn": "2026-10-28",
   "freeTier": "free registration as an Apple developer",
   "about": [
    "UIKit is Apple's framework, a library of ready-made classes, for building the graphical, event-driven user interface of iOS, iPadOS and tvOS apps. It provides the window and view structure of an app, the delivery of Multi-Touch and other input, and the main run loop that manages interactions between the user, the system and the app.",
    "UIKit apps follow the Model-View-Controller (MVC) design pattern: model objects hold the data, view objects show it, and controller objects move data between them. UIView displays content and UIViewController manages a view; UINavigationController and UITabBarController implement common screen designs, and UITableView and UICollectionView show long lists and grids. Controls such as UIButton and UISlider, and gesture recognizers, handle input. Apps are built in Xcode, Apple's development tool, from template projects, and UIKit views can be mixed with SwiftUI views in one app.",
    "UIKit has no separate price. Registering as an Apple developer is free; advanced app capabilities and app distribution require a paid Apple Developer Program membership."
   ],
   "maker": "Apple",
   "links": {
    "docs": "https://developer.apple.com/documentation/uikit"
   },
   "page": "https://aiolum.com/tool/uikit/"
  },
  {
   "slug": "unicorn-platform",
   "name": "Unicorn Platform",
   "job": "building",
   "definition": "A no-code website builder for startups: founders build landing pages, SaaS sites, directories and blogs from templates or with AI prompts.",
   "url": "https://unicornplatform.com/",
   "price": "From US$9 a month billed yearly, or US$14 billed monthly (Maker plan, 1 website)",
   "readOn": "2026-10-28",
   "freeTier": "free plan, no published website",
   "about": [
    "Unicorn Platform is an AI website builder for founders of startups, apps and SaaS products. It is part of the MarsX developer community, led by John Rush. A user builds a website without design or development skills, from ready-made section templates, from whole site templates, or by giving prompts to an AI assistant.",
    "The editor is drag and drop, and pages stay responsive, which means they adapt to every screen size. A site can have a blog, accept payments through Stripe, and run custom HTML, CSS and JavaScript code, for example for analytics or live chat. Forms connect to services such as Zapier and Mailchimp. Each website gets an SSL certificate and a CDN (content delivery network, servers in many places that send pages to visitors from a nearby location). A site can use a custom domain, and the whole site can be exported as HTML for hosting on another server.",
    "Unicorn Platform is a hosted service with monthly or yearly subscriptions. The free plan builds sites but publishes none; paid plans publish from 1 to 100 websites."
   ],
   "maker": "Unicorn Platform (MarsX)",
   "links": {
    "pricing": "https://unicornplatform.com/pricing/"
   },
   "page": "https://aiolum.com/tool/unicorn-platform/"
  },
  {
   "slug": "unity",
   "name": "Unity",
   "job": "building",
   "definition": "A game engine and editor for building 2D and 3D games and interactive apps, and deploying them to mobile, PC, consoles and XR devices.",
   "url": "https://unity.com/",
   "price": "Unity Personal free; Unity Pro from US$2,310 a year",
   "readOn": "2026-10-28",
   "freeTier": "Unity Personal, for revenue or funding under US$200K in the last 12 months",
   "about": [
    "Unity is a game engine from Unity Technologies. A game engine is software that provides rendering, physics, sound, input and scripting, so that a team builds a game on top of it instead of writing those systems itself. Unity builds 2D and 3D games and interactive applications and deploys them to more than 25 platforms, from mobile and PC to game consoles and XR (extended reality: virtual and augmented reality).",
    "Work happens in the Unity Editor. A new project opens with a sample scene that contains a camera and a light, and the developer adds assets, animated characters and sound. Scripts are written in C# on .NET, with tools such as Visual Studio or JetBrains Rider. Unity also offers multiplayer tools, collaboration and version control, the Asset Store for ready-made assets, and services that acquire players and earn money from ads and in-app purchases. Outside games, it is used for 3D collaboration, training, robotics and automotive interfaces.",
    "Unity is sold as subscription plans. Unity Personal is free for individuals and small businesses under a revenue and funding limit; Unity Pro, Enterprise and Industry are paid."
   ],
   "maker": "Unity Technologies",
   "links": {
    "docs": "https://docs.unity.com",
    "pricing": "https://unity.com/products"
   },
   "page": "https://aiolum.com/tool/unity/"
  },
  {
   "slug": "v0",
   "name": "v0",
   "job": "building",
   "definition": "An AI app builder from Vercel: a person describes a page or app in plain words, and v0 writes the code and publishes it as a live website.",
   "url": "https://v0.app/",
   "price": "Plus plan: US$30 per user a month, with US$30 of included monthly credits; extra use billed by tokens",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with a 7 message/day limit",
   "about": [
    "v0 is an AI app builder made by Vercel: a chat-based service in which a person describes an application in plain language and an AI agent writes the code. It builds landing pages, dashboards, components and full-stack applications (with both the user interface and the server and database side).",
    "The user types a prompt, or attaches a screenshot or a Figma design, and v0 plans the work, writes the code and shows a live preview. Design mode changes details with visual controls instead of new prompts. v0 can connect the app to databases and outside APIs, push the code to a GitHub repository or open a pull request, and deploy the result to Vercel's hosting in one step. An iOS app lets people build from a phone.",
    "It is a hosted service. A free plan has a daily message limit; paid plans are monthly subscriptions per user that include credits, and extra use is billed by the tokens (pieces of text) that the models read and write."
   ],
   "maker": "Vercel",
   "links": {
    "docs": "https://v0.app/docs",
    "pricing": "https://v0.app/pricing"
   },
   "page": "https://aiolum.com/tool/v0/"
  },
  {
   "slug": "vercel-ai-sdk",
   "name": "Vercel AI SDK",
   "job": "building",
   "definition": "An open-source TypeScript library from Vercel that gives one programming interface to many AI model providers, for building chat apps and AI agents.",
   "url": "https://ai-sdk.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "The AI SDK is an open-source TypeScript toolkit made by Vercel, published on npm as the package ai. An SDK (software development kit) is a set of libraries that a program imports to use a service; this one lets an application call large language models and other AI models from many companies through the same functions.",
    "AI SDK Core offers one API for generating text, structured objects and tool calls, and for building agents; the same code works with OpenAI, Anthropic, Google and more than 100 models, and switching provider is a one-line change. Answers can stream to the user as they are generated, and built-in fallbacks are meant for reliable production behavior. AI SDK UI supplies hooks for chat and generative user interfaces in React, Next.js, Vue, Svelte, Angular and other frameworks. By default, model calls go through the Vercel AI Gateway; separate provider packages connect directly.",
    "The library is free and open source under the Apache License 2.0. The models it calls are paid to their providers or through the AI Gateway."
   ],
   "maker": "Vercel, Inc. (open source)",
   "links": {
    "docs": "https://ai-sdk.dev/docs",
    "github": "https://github.com/vercel/ai"
   },
   "page": "https://aiolum.com/tool/vercel-ai-sdk/"
  },
  {
   "slug": "vercel-ai-chatbot",
   "name": "Vercel Chatbot",
   "job": "building",
   "definition": "An open-source chatbot app template from Vercel: a ready Next.js chat interface with login, saved history and AI model access that developers copy and change.",
   "url": "https://github.com/vercel/chatbot",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Chatbot, formerly called AI Chatbot, is an open-source template made by Vercel: a complete chat application that a developer copies and changes instead of writing a chat interface from scratch. It is built with Next.js (a React framework for web applications) and Vercel's AI SDK.",
    "The template already contains the chat screen, streaming answers, file and image attachments, sign-in with email and password, and sharing of chats. Chat history and user data are saved in a Neon Serverless Postgres database, and files in Vercel Blob. Models from OpenAI, Anthropic, Google, xAI and other providers are reached through the Vercel AI Gateway, and the AI SDK can switch to a direct provider with a few lines of code. Custom artifacts can be added for specific workflows, and code snippets can run in the browser. A developer deploys a copy to Vercel with one click or runs it locally.",
    "The code is free and open source under the Apache License 2.0; the hosting, database and model use are paid separately."
   ],
   "maker": "Vercel, Inc. (open source)",
   "links": {
    "docs": "https://chatbot.ai-sdk.dev/docs",
    "github": "https://github.com/vercel/chatbot"
   },
   "aka": [
    "Vercel AI Chatbot"
   ],
   "page": "https://aiolum.com/tool/vercel-ai-chatbot/"
  },
  {
   "slug": "vitest",
   "name": "Vitest",
   "job": "building",
   "definition": "An open-source test framework for JavaScript and TypeScript code, built on the Vite build tool, that runs a project's automated tests.",
   "url": "https://vitest.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Vitest is a test framework for JavaScript and TypeScript: a library and command-line tool that runs the automated tests developers write to check their code. It is built on Vite (a build tool and development server for web projects) and is copyrighted by VoidZero Inc. and the Vitest contributors.",
    "A developer installs Vitest as a development dependency and writes test files with expect-style assertions. Because Vitest reuses the project's Vite configuration and plugins, tests transform and resolve code the same way as the app. It works without Vite too, and also for backend code. It is compatible with Jest (an older JavaScript test framework), so expect, snapshot tests, mocks and coverage reports work in a similar way. Watch mode reruns only the tests related to a change. TypeScript, JSX and ES modules work without extra setup, and a browser mode runs component tests in a real browser.",
    "Vitest is free and open source under the MIT license, funded by sponsors."
   ],
   "maker": "VoidZero Inc. and Vitest contributors (open source)",
   "links": {
    "docs": "https://vitest.dev/guide/",
    "github": "https://github.com/vitest-dev/vitest"
   },
   "page": "https://aiolum.com/tool/vitest/"
  },
  {
   "slug": "whisper-cpp",
   "name": "whisper.cpp",
   "job": "building",
   "definition": "An open-source C/C++ program and library that runs OpenAI's Whisper speech recognition model locally, turning recorded audio into text without a cloud service.",
   "url": "https://github.com/ggml-org/whisper.cpp",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "whisper.cpp is an open-source port of OpenAI's Whisper model to plain C/C++. Whisper is an automatic speech recognition (ASR) model: a neural network that turns spoken audio into written text. The project belongs to the ggml-org organization on GitHub. The Whisper code itself sits in two files; the rest is the ggml machine learning library.",
    "The program runs on the device itself, without dependencies, on macOS, iOS, Android, Linux, Windows, WebAssembly and Raspberry Pi. A developer downloads a Whisper model converted to the ggml format, builds the whisper-cli example and passes it a 16-bit WAV file to get the transcript. On Apple Silicon the inference runs on the GPU through Metal, and the encoder can run on the Apple Neural Engine through Core ML. Integer quantization, which stores the model weights with fewer bits, reduces memory and disk use. A C-style API lets other applications embed the library.",
    "whisper.cpp is free and open source under the MIT license."
   ],
   "maker": "ggml-org (open source)",
   "links": {
    "github": "https://github.com/ggml-org/whisper.cpp"
   },
   "page": "https://aiolum.com/tool/whisper-cpp/"
  },
  {
   "slug": "wxt",
   "name": "WXT",
   "job": "building",
   "definition": "An open-source framework for building browser extensions: it turns one TypeScript codebase into extensions for Chrome, Firefox, Edge, Safari and other Chromium browsers.",
   "url": "https://wxt.dev/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "WXT is an open-source framework for building web extensions, the add-ons that change or extend what a web browser does. It is inspired by Nuxt, a framework for web apps, and aims at a good developer experience and support for all major browsers. The copyright holder is Aaron Klinker, and sponsors fund its development.",
    "A developer writes the extension in TypeScript, and WXT builds Manifest V2 or V3 extensions (the two versions of the manifest file that describes an extension to the browser) for Chrome, Firefox, Edge, Safari and any Chromium-based browser from the same code. WXT generates the manifest from the files in the project. In development mode it updates the interface through HMR (hot module replacement, which swaps changed code without a full reload). WXT also zips, uploads, submits and publishes extensions, works with any front-end framework that has a Vite plugin, and includes tools for bundle analysis.",
    "WXT is free and open source under the MIT license."
   ],
   "maker": "Aaron Klinker and contributors (open source)",
   "links": {
    "docs": "https://wxt.dev/guide/introduction.html",
    "github": "https://github.com/wxt-dev/wxt"
   },
   "page": "https://aiolum.com/tool/wxt/"
  },
  {
   "slug": "xcode",
   "name": "Xcode",
   "job": "building",
   "definition": "Apple's integrated development environment for the Mac: developers write, test, debug and ship apps for iOS, iPadOS, macOS, watchOS, tvOS and visionOS with it.",
   "url": "https://developer.apple.com/xcode/",
   "price": "Free (Mac App Store)",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Xcode is Apple's integrated development environment (IDE): one application that combines a code editor, build tools, a debugger and testing tools. It runs only on the Mac and is used to develop, test and distribute apps for Apple platforms, mainly in the Swift programming language with interface frameworks such as SwiftUI, UIKit and AppKit.",
    "Xcode Previews show a live view of the interface next to the code. Simulators and the Device Hub run the app on simulated and physical devices. Tests are written with Swift Testing or XCTest, and Instruments shows CPU, disk, memory and GPU use over time. Xcode Cloud is a continuous integration and delivery service, which builds and tests each code change automatically. Version 27 adds coding agents and models from Anthropic, Google and OpenAI inside the editor.",
    "Xcode is a free download from the Mac App Store. A free Apple Account is enough to run apps on a device; publishing on the App Store requires membership in the Apple Developer Program."
   ],
   "maker": "Apple",
   "links": {
    "docs": "https://developer.apple.com/documentation/"
   },
   "page": "https://aiolum.com/tool/xcode/"
  },
  {
   "slug": "youtube-transcript-api",
   "name": "youtube-transcript-api",
   "job": "building",
   "definition": "An open-source Python library that downloads the subtitles or transcript of a YouTube video, including automatic ones, without an API key or a browser.",
   "url": "https://github.com/jdepoix/youtube-transcript-api",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "youtube-transcript-api is an open-source Python library and command line tool that retrieves the transcript (the subtitles) of a YouTube video. It also works for subtitles that YouTube generates automatically. It needs neither an API key nor a headless browser (a browser that a program controls without a window), unlike Selenium-based tools. The repository belongs to the GitHub user jdepoix.",
    "A developer installs it with pip and calls fetch with a video ID. The result is a list of snippets, each with the text, a start time and a duration in seconds. A list of preferred language codes selects the transcript language, and YouTube's automatic translation can turn subtitles into another language. Formatters convert a transcript into plain text, JSON, WebVTT or SRT. Because YouTube blocks most IP addresses of cloud providers, the README explains how to send requests through rotating residential proxies.",
    "The library is free and open source under the MIT license; contributors and sponsors keep it maintained."
   ],
   "maker": "jdepoix and contributors (open source)",
   "links": {
    "github": "https://github.com/jdepoix/youtube-transcript-api"
   },
   "page": "https://aiolum.com/tool/youtube-transcript-api/"
  },
  {
   "slug": "vercel",
   "name": "Vercel",
   "job": "running",
   "definition": "A hosting service for websites and web applications: it builds the code after each change in the Git repository and serves the result from servers in many regions.",
   "url": "https://vercel.com/",
   "price": "From US$20 a month for one developer seat on the Pro plan, with US$20 of usage credit included; use above the credit is billed by use",
   "readOn": "2026-10-28",
   "freeTier": "yes, non-commercial use only",
   "about": [
    "Vercel is a cloud platform from Vercel Inc. for hosting websites, web applications and AI agents. It builds a project's code, deploys it, and serves it through a global CDN (content delivery network: servers in many regions that keep copies of the site close to visitors).",
    "A team connects a GitHub, GitLab or Bitbucket repository. Every push starts a new deployment, and every branch gets its own preview URL for review before release. Vercel supports more than 40 frameworks, among them Next.js, Nuxt, SvelteKit and FastAPI. Server-side code runs on demand as functions on Fluid compute, which bills actual execution time instead of idle servers. The platform also adds custom domains, manages DNS records and issues SSL certificates automatically, and it includes a web application firewall and DDoS mitigation (protection against floods of fake traffic). For AI apps it offers the AI SDK and AI Gateway, one endpoint that forwards calls to many models.",
    "Vercel is a hosted service with plans: a free Hobby plan for personal, non-commercial use, a Pro plan billed per developer seat each month with included usage credit, and custom Enterprise contracts."
   ],
   "maker": "Vercel Inc.",
   "links": {
    "docs": "https://vercel.com/docs",
    "pricing": "https://vercel.com/pricing",
    "github": "https://github.com/vercel"
   },
   "page": "https://aiolum.com/tool/vercel/"
  },
  {
   "slug": "cloudflare",
   "name": "Cloudflare",
   "job": "running",
   "definition": "A network placed between visitors and a website: it delivers pages from nearby servers, blocks attacks, manages DNS, and also offers file storage and code hosting.",
   "url": "https://www.cloudflare.com/",
   "price": "From US$20 a month for the Pro plan billed yearly, or US$25 a month billed monthly; storage and compute products are billed by use",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "Cloudflare, from Cloudflare, Inc., is a global network between a website's visitors and its servers, with security, connectivity and code running in more than 335 cities. A business routes its traffic through Cloudflare by changing its DNS settings (DNS turns a domain name into a server address).",
    "On that path Cloudflare works as a CDN (it serves copies of pages from servers near the visitor), encrypts traffic with SSL, and filters attacks with DDoS protection, a web application firewall and bot management. Turnstile replaces CAPTCHA puzzles: a code snippet on a form checks in the background that the visitor is a real person, without collecting data for ad retargeting. Web Analytics counts visits with a small JavaScript beacon or from Cloudflare's server logs, without cookies or other data stored in the browser. A developer platform adds Workers (serverless functions on the same network), R2 file storage and D1 SQL databases.",
    "Cloudflare is a hosted service. The free plan includes the CDN, SSL and DDoS protection; paid plans add features for a monthly fee, and developer products are billed by use. Turnstile and Web Analytics are free."
   ],
   "maker": "Cloudflare, Inc.",
   "links": {
    "docs": "https://developers.cloudflare.com/",
    "pricing": "https://www.cloudflare.com/plans/"
   },
   "page": "https://aiolum.com/tool/cloudflare/"
  },
  {
   "slug": "supabase",
   "name": "Supabase",
   "job": "running",
   "definition": "A hosted backend built on the PostgreSQL database: it gives an app a database, user login, file storage and realtime updates without the team running its own servers.",
   "url": "https://supabase.com/",
   "price": "From US$25 a month for the Pro plan; usage above the included amounts costs extra",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "Supabase, from Supabase Inc., is a Postgres development platform: a backend-as-a-service, which means a hosted set of server functions that an app uses instead of servers its own team runs. Every project is built around a full Postgres database, the open-source relational database that stores data in tables and is queried with SQL.",
    "On top of the database, Supabase generates ready-to-use REST and GraphQL APIs, so an app can read and write tables directly. Auth handles sign-ups and logins (email and password, passwordless, OAuth and mobile), and Row Level Security rules in the database decide which user may see which rows. Storage keeps large files such as images and videos under the same access rules. Realtime pushes database changes to subscribed clients. Edge Functions run custom server code close to users, and a vector feature stores embeddings for AI search. Client libraries exist for JavaScript, Flutter, Python, C#, Swift and Kotlin.",
    "Supabase is open source and can be self-hosted. The hosted service has a free plan and paid plans with a monthly fee plus charges for use above the included amounts."
   ],
   "maker": "Supabase Inc.",
   "links": {
    "docs": "https://supabase.com/docs",
    "pricing": "https://supabase.com/pricing",
    "github": "https://github.com/supabase/supabase"
   },
   "page": "https://aiolum.com/tool/supabase/"
  },
  {
   "slug": "firebase",
   "name": "Firebase",
   "job": "running",
   "definition": "A set of hosted backend services from Google for web and mobile apps: a database, user login, file storage, hosting and analytics, without servers to manage.",
   "url": "https://firebase.google.com/",
   "price": "Pay per use on the Blaze plan above the no-cost limits; for example, Hosting storage is US$0.026 per GB above 10 GB",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Firebase is Google's platform of hosted backend services for mobile and web apps. A backend is the server side of an app: the database, user accounts, file storage and server code. Firebase runs these on Google Cloud, and it provides SDKs (libraries added to the app) for Apple platforms, Android, the Web, Flutter, Unity and C++.",
    "Its products include Cloud Firestore, a NoSQL document database (it stores records as flexible documents, not fixed table rows); the Realtime Database, which syncs data between users in near real time; Cloud Storage for files; Hosting, which serves web apps from a global CDN; and Cloud Functions, which run backend code in response to events without a server to manage. Firebase Authentication signs users in with passwords, phone numbers or providers such as Google and Facebook, based on the standards OAuth 2.0 and OpenID Connect. FirebaseUI Auth is its open-source, ready-made sign-in screen. Crashlytics reports app crashes, and Cloud Messaging sends notifications.",
    "Firebase is a hosted service. The Spark plan is free within usage limits; on the Blaze plan, use above those limits is billed per unit (pay per use)."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://firebase.google.com/docs",
    "pricing": "https://firebase.google.com/pricing"
   },
   "aka": [
    "Firebase Crashlytics",
    "Firestore"
   ],
   "page": "https://aiolum.com/tool/firebase/"
  },
  {
   "slug": "google-cloud",
   "name": "Google Cloud",
   "job": "running",
   "definition": "A cloud computing platform: a business rents Google's servers, storage and databases over the internet to run its software, and pays for the amount it uses.",
   "url": "https://cloud.google.com/",
   "price": "Pay per use, with a separate price list for each service: for example Cloud Run costs US$0.40 per million requests plus CPU and memory time",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Google Cloud is the cloud computing platform of Google: a business rents computing services that run in Google's data centers and uses them over the internet. It lists more than 150 products. The data centers are grouped into regions in Asia, Australia, Europe, Africa, the Middle East, North America and South America, and each region is divided into zones.",
    "Compute Engine runs virtual machines, with optional GPUs and Cloud TPUs (chips for machine learning). Google Kubernetes Engine and Cloud Run deploy and scale containers. Cloud Storage is object storage for unstructured data: files are kept as objects in buckets, in any amount, with cheaper storage classes (nearline, coldline, archive) for data that is rarely read. Cloud SQL runs managed MySQL, PostgreSQL and SQL Server databases. For AI, a managed platform offers more than 200 foundation models, among them Google's Gemini models.",
    "Google Cloud is pay per use, with a separate price list for each service. New customers get a free credit, and more than 20 products have a free usage tier."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://cloud.google.com/docs",
    "pricing": "https://cloud.google.com/pricing"
   },
   "aka": [
    "BigQuery",
    "Google Cloud AI",
    "Google Cloud Monitoring",
    "Google Cloud Natural Language API",
    "Google Cloud Platform",
    "Google Cloud Pub/Sub",
    "Google Cloud Run",
    "Google Cloud Storage",
    "Memorystore for Redis"
   ],
   "page": "https://aiolum.com/tool/google-cloud/"
  },
  {
   "slug": "aws",
   "name": "Amazon Web Services (AWS)",
   "job": "running",
   "definition": "A cloud provider: it rents servers, storage, databases and many other computing services over the internet, and a business pays for the amount it uses.",
   "url": "https://aws.amazon.com/",
   "price": "Pay per use, with a separate price list for each service; for example, a Lightsail virtual server starts at US$3.50 a month",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Amazon Web Services (AWS) is a cloud computing platform run by Amazon Web Services, Inc. A business rents computing services over the internet instead of buying and running its own servers. AWS lists more than 240 services. Its data centers form 124 Availability Zones (separate groups of data centers) in 39 geographic regions around the world.",
    "Amazon EC2 rents virtual servers of many sizes, and Lightsail sells virtual servers as bundles at a fixed monthly price. Amazon S3 stores files as objects (object storage). Aurora and Amazon RDS run managed relational databases such as PostgreSQL and MySQL. Amazon Bedrock is a platform for generative AI: a program calls foundation models (large AI models trained on broad data) from many AI companies through the AWS API, and Bedrock adds tools to build agents, to customize models with company data and to block harmful content. AWS states that Bedrock does not store customer data or use it to train models.",
    "AWS is free to join. Each service is billed by use, with its own price list, and a free tier gives limited free use of many services."
   ],
   "maker": "Amazon Web Services, Inc.",
   "links": {
    "docs": "https://docs.aws.amazon.com/",
    "pricing": "https://aws.amazon.com/pricing/"
   },
   "aka": [
    "AWS",
    "Amazon Web Services"
   ],
   "page": "https://aiolum.com/tool/aws/"
  },
  {
   "slug": "google-sign-in",
   "name": "Sign in with Google",
   "job": "running",
   "definition": "Google's login service for websites and apps: users sign up and sign in with their Google Account, so the site needs no separate password for them.",
   "url": "https://developers.google.com/identity/siwg",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown (no price stated on the pages read)",
   "about": [
    "Sign in with Google is Google's login service for websites and apps: users sign up and sign in with their Google Account instead of a separate password. It is part of Google Identity Services and is built on OAuth 2.0 and OpenID Connect, open standards in which an identity provider, here Google, confirms to another site who the user is.",
    "A developer creates an OAuth 2.0 client ID in the Google Cloud Console and configures the consent screen, which tells users which app asks for what data. The website loads the Google Identity Services client library and shows a personalized sign-in button, a One Tap prompt or automatic sign-in. After the user consents, Google posts an ID token (a signed record of the user's identity) to the site's login endpoint; the server verifies it and stores its sub field as the user's unique ID. Users share only their name, email address and profile picture. SDKs cover the web, Android and iOS; Google says it does not use this data for ads.",
    "A separate authorization API gives access tokens for Google APIs such as Drive. The pages state no price."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/identity/gsi/web/guides/get-google-api-clientid"
   },
   "aka": [
    "Google Sign-In"
   ],
   "page": "https://aiolum.com/tool/google-sign-in/"
  },
  {
   "slug": "clerk",
   "name": "Clerk",
   "job": "running",
   "definition": "An authentication and user management service: an app hands sign-up, sign-in, sessions and user accounts to Clerk instead of building and securing them itself.",
   "url": "https://clerk.com/",
   "price": "Free up to 50,000 monthly retained users per app; the Pro plan costs US$25 a month billed monthly (US$20 billed yearly), plus US$0.02 per retained user above 50,000",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to 50,000 monthly retained users per app",
   "about": [
    "Clerk is an authentication and user management service made by Clerk, Inc. Authentication checks who a user is at sign-in; user management covers the accounts, profiles and sessions after that. A developer adds Clerk through SDKs (software development kits) for frameworks such as Next.js, React and Expo, and drops in prebuilt sign-in, sign-up and profile components.",
    "Clerk supports passwords checked against leaked-password databases, email and SMS one-time codes, magic links, passkeys, multifactor authentication and more than 20 social sign-in providers such as Google. It manages sessions, blocks fraudulent sign-ups, and adds organizations with roles for business-to-business apps. Clerk can also act as an OAuth authorization server: other apps, command-line tools and Model Context Protocol (MCP) clients receive scoped access tokens after the user approves a consent screen. Public clients use PKCE (Proof Key for Code Exchange), which protects the sign-in flow of a client that cannot keep a secret.",
    "It is a hosted service. The Hobby plan is free up to 50,000 monthly retained users per app, users who return at least 24 hours after signing up; paid plans add a monthly fee and a price for each further user."
   ],
   "maker": "Clerk, Inc.",
   "links": {
    "docs": "https://clerk.com/docs",
    "pricing": "https://clerk.com/pricing",
    "github": "https://github.com/clerk"
   },
   "page": "https://aiolum.com/tool/clerk/"
  },
  {
   "slug": "postgresql",
   "name": "PostgreSQL",
   "job": "running",
   "definition": "An open-source relational database: it stores an application's data in tables and answers SQL queries, with transactions that keep the data consistent.",
   "url": "https://www.postgresql.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "PostgreSQL, also called Postgres, is an open-source object-relational database system: it keeps data in tables of rows and columns, and programs read and change the data with SQL, the standard query language for such databases. It is developed by the PostgreSQL Global Development Group, and its origins go back to the POSTGRES project at the University of California at Berkeley in 1986.",
    "PostgreSQL has been ACID-compliant since 2001: every transaction completes fully or not at all, even after a crash. It uses multi-version concurrency control (MVCC), so readers and writers do not block each other, and write-ahead logging for crash recovery and replication. Besides numbers and text it stores JSON documents, arrays, ranges and geometric types, and it offers several index types, full-text search, and row-level security. Extensions add features such as PostGIS for geographic data, and stored functions can be written in PL/pgSQL, Python, Perl or Tcl.",
    "It is free and open source under the PostgreSQL License, a permissive license similar to BSD or MIT, and runs on all major operating systems."
   ],
   "maker": "The PostgreSQL Global Development Group (open source)",
   "links": {
    "docs": "https://www.postgresql.org/docs/"
   },
   "aka": [
    "Postgres"
   ],
   "page": "https://aiolum.com/tool/postgresql/"
  },
  {
   "slug": "railway",
   "name": "Railway",
   "job": "running",
   "definition": "A hosting platform: it takes code from a Git repository, builds it, runs it as a web service with databases, and charges for the CPU and memory used.",
   "url": "https://railway.com/",
   "price": "From US$5 a month for the Hobby plan, which includes US$5 of usage; usage above that is billed per second of CPU and memory",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Railway is a deployment platform, a cloud service that builds an application from its source code and runs it on Railway's servers, made by Railway Corporation. It takes care of servers, networking and databases, so the developer does not configure them by hand.",
    "A project can start from a GitHub repository, from the command line with the railway up command, from a Docker image, or from a ready-made template. Railway reads the code, sets the build settings and deploys each service. A visual canvas shows all services of a project and the connections between them. Databases such as PostgreSQL, MySQL, Redis and MongoDB run next to the app. Services get private networking, public endpoints with SSL and load balancing, and can scale CPU and memory or add replicas. Each pull request can get its own preview, a rollback restores any earlier version, and logs, metrics and traces are in one dashboard.",
    "It is a hosted service billed by use: Railway charges for the memory, CPU, storage and outgoing traffic of each service by the second. Paid plans include a monthly usage credit, and new accounts start with a free trial."
   ],
   "maker": "Railway Corporation",
   "links": {
    "docs": "https://docs.railway.com/",
    "pricing": "https://railway.com/pricing"
   },
   "page": "https://aiolum.com/tool/railway/"
  },
  {
   "slug": "redis",
   "name": "Redis",
   "job": "running",
   "definition": "An in-memory data store: applications keep fast-changing data such as caches, counters, queues and rate limits in it and read it back in under a millisecond.",
   "url": "https://redis.io/",
   "price": "Free and open source to run on own servers; the managed Redis Cloud Essentials plan costs from US$5 a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, open source; Redis Cloud free up to 30 MB",
   "about": [
    "Redis is an in-memory data store: it keeps data mainly in RAM instead of on disk, so reads and writes usually take less than a millisecond. It is developed by Redis Ltd. Applications use it as a cache, a session store, a message broker and a database.",
    "Data is stored under keys, and each value has a data type: strings, lists, sets, sorted sets, hashes, JSON documents, streams and others. Commands work on these types directly: INCR adds one to a counter, and a key can expire after a set time. These building blocks make counters, job queues, leaderboards and rate limiters, which cap the requests a client may make in a time window. Redis also offers publish/subscribe messaging, transactions, scripting, and a query engine with full-text and vector search. Client libraries exist for Python, Node.js, Java, Go and other languages.",
    "Redis Open Source is free to download and run under a choice of licenses (AGPLv3, SSPLv1 or RSALv2). Redis Ltd. also sells Redis Cloud, a managed service on AWS, Google Cloud and Azure with a free 30 MB tier and paid plans billed by the hour."
   ],
   "maker": "Redis Ltd. and the open-source community",
   "links": {
    "docs": "https://redis.io/docs/",
    "pricing": "https://redis.io/pricing/",
    "github": "https://github.com/redis/redis"
   },
   "page": "https://aiolum.com/tool/redis/"
  },
  {
   "slug": "hetzner",
   "name": "Hetzner",
   "job": "running",
   "definition": "A German hosting company: a business rents virtual cloud servers or whole physical servers in its data centers, billed by the hour up to a fixed monthly maximum.",
   "url": "https://www.hetzner.com/",
   "price": "From €5.49 a month (€0.0088 an hour) for the smallest cloud server, CX23, in Germany or Finland; without VAT and without an IPv4 address",
   "readOn": "2026-10-13",
   "freeTier": "no",
   "about": [
    "Hetzner is a German hosting company, Hetzner Online GmbH, that runs its own data centers in Germany and Finland. It rents out dedicated servers (whole physical machines), cloud servers (virtual machines that share the hardware of a larger host), managed servers, web hosting and storage.",
    "Cloud servers come in plans such as Cost-Optimized for test environments, Regular Performance and General Purpose, in locations in Germany, Finland, the USA and Singapore. A customer creates them in a web console or through a REST API; each server is billed by the hour, and the bill never exceeds a monthly price cap. Servers in the EU include at least 20 TB of traffic. Dedicated servers come in lines with AMD (AX) or Intel (EX) processors, GPU servers with NVIDIA RTX PRO 6000 cards for AI work, and a server auction of refurbished machines whose prices fall over time. Other services are S3-compatible object storage, Storage Boxes for backups, load balancers, DNS management and domain registration.",
    "Products are rented for a monthly price, shown without VAT; cloud servers also have an hourly rate."
   ],
   "maker": "Hetzner Online GmbH",
   "links": {
    "docs": "https://docs.hetzner.com/",
    "pricing": "https://www.hetzner.com/cloud/regular-performance/"
   },
   "page": "https://aiolum.com/tool/hetzner/"
  },
  {
   "slug": "render",
   "name": "Render",
   "job": "running",
   "definition": "A cloud hosting service: it takes a program's code from a Git repository, builds it, and runs it on its servers as a website, background job or database.",
   "url": "https://render.com/",
   "price": "From US$7 a month for the smallest paid web service (512 MB RAM); the Hobby workspace plan itself costs US$0 a month",
   "readOn": "2026-10-27",
   "freeTier": "yes, limited",
   "about": [
    "Render is a cloud hosting platform made by Render Inc.: it runs a customer's applications on its own servers, so the customer does not operate machines. It hosts web services, static sites, private services, background workers, cron jobs (tasks that run on a schedule), Postgres databases and Redis-compatible key-value stores.",
    "A developer connects a Git repository. Render builds the code with a native runtime (Node, Python, Go, Rust, Ruby or Elixir) or from a Docker container, deploys it, and handles networking, rollbacks and monitoring. Every pull request can get a preview copy of the whole application. Services scale with load, reach each other over a private network, and the full setup can be written and versioned in one YAML file (infrastructure as code).",
    "Render is a hosted service. A workspace plan (Hobby costs nothing; Pro and Scale have a monthly fee) is paid plus compute: each service instance has a monthly price set by its memory and CPU, and small free instances exist with limits."
   ],
   "maker": "Render Inc.",
   "links": {
    "docs": "https://render.com/docs",
    "pricing": "https://render.com/pricing",
    "github": "https://github.com/renderinc"
   },
   "page": "https://aiolum.com/tool/render/"
  },
  {
   "slug": "digitalocean",
   "name": "DigitalOcean",
   "job": "running",
   "definition": "A cloud hosting provider: a business rents virtual servers (called Droplets), managed databases and storage, with usage-based or monthly pricing.",
   "url": "https://www.digitalocean.com/",
   "price": "From US$4 a month for the smallest virtual server (Droplet)",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "DigitalOcean is a cloud provider made by DigitalOcean, LLC. Its basic product is the Droplet, a virtual machine (VM): a share of a physical server that behaves like a separate computer with its own operating system, CPU, memory and disk. Droplets come in types for different loads, from Basic for low-traffic web servers to CPU-Optimized, Memory-Optimized and GPU Droplets for media streaming, batch processing, video rendering and AI work.",
    "A user creates and manages Droplets in the web dashboard, with a command-line tool, through an API (an interface that other programs call) or with Terraform, so a script can add or remove servers as the load changes. Each Droplet includes monitoring, cloud firewalls and 500 GiB of outbound data transfer a month. Around the Droplets, DigitalOcean sells managed Kubernetes, managed databases, Spaces object storage and an App Platform that runs apps without server management, and it now also offers AI inference and agent services.",
    "It is a hosted service; each resource has usage-based or monthly pricing."
   ],
   "maker": "DigitalOcean, LLC",
   "links": {
    "docs": "https://docs.digitalocean.com/",
    "pricing": "https://www.digitalocean.com/pricing",
    "github": "https://github.com/digitalocean"
   },
   "page": "https://aiolum.com/tool/digitalocean/"
  },
  {
   "slug": "docker",
   "name": "Docker",
   "job": "running",
   "definition": "A container platform: it packages an application with everything it needs into an image, and runs that image as an isolated container on any machine.",
   "url": "https://www.docker.com/",
   "price": "Docker Personal is free; Docker Pro costs US$11 per user a month billed monthly, or US$9 billed yearly",
   "readOn": "2026-10-28",
   "freeTier": "yes (Docker Personal)",
   "about": [
    "Docker is an open platform for developing, shipping and running applications, made by Docker Inc. It packages an application into a container: an isolated environment that holds the program and everything it needs, so it works the same way in a local data center or with a cloud provider. A container starts from an image, a read-only template with the instructions for creating the container.",
    "Docker uses a client-server design. The docker command-line client sends commands such as docker run to the Docker daemon (dockerd), which builds, runs and distributes containers. Images are kept in registries: Docker Hub is a public registry that anyone can use, and Docker pulls images from it by default, so a project can publish its software there as an image for others to download. Docker Desktop bundles the daemon, the client, Docker Compose (for applications made of several containers) and Kubernetes for Mac, Windows and Linux. Newer products add isolated sandboxes for AI coding agents and hardened images.",
    "Docker Personal is free for individual developers; Pro, Team and Business are subscriptions billed per user."
   ],
   "maker": "Docker Inc.",
   "links": {
    "docs": "https://docs.docker.com/",
    "pricing": "https://www.docker.com/pricing/"
   },
   "page": "https://aiolum.com/tool/docker/"
  },
  {
   "slug": "cloudflare-r2",
   "name": "Cloudflare R2",
   "job": "running",
   "definition": "An object storage service from Cloudflare: it stores files such as user media in buckets, serves them over the internet, and charges no fees for downloaded data.",
   "url": "https://www.cloudflare.com/products/r2/",
   "price": "Pay per use: US$0.015 per GB-month of standard storage, US$4.50 per million Class A operations; no egress fees",
   "readOn": "2026-10-28",
   "freeTier": "yes, 10 GB-month of storage, 1 million Class A and 10 million Class B operations free",
   "about": [
    "Cloudflare R2 is an object storage service made by Cloudflare, Inc. Object storage keeps files (objects) such as images, videos, backups and datasets in containers called buckets, where each file is found by a key, instead of in the file system of one server. R2 runs on the same infrastructure that Cloudflare uses for its own services.",
    "R2 offers an S3-compatible API, the same interface as Amazon S3 storage, so existing tools and SDKs work after a change of endpoint. Cloudflare Workers (serverless functions that run on Cloudflare's network) can read and write buckets directly. A public bucket exposes its contents to the internet, so a website can serve user uploads from it. R2 charges no egress fees, the fees that many storage providers charge for data downloaded out of their cloud. It can also copy objects from an older storage provider as they are requested, which allows a gradual migration, and its Data Catalog lets SQL engines query tables stored in R2.",
    "R2 is pay per use: a monthly price per gigabyte stored and per million operations, with a free allowance each month."
   ],
   "maker": "Cloudflare, Inc.",
   "links": {
    "docs": "https://developers.cloudflare.com/r2/",
    "pricing": "https://www.cloudflare.com/plans/"
   },
   "page": "https://aiolum.com/tool/cloudflare-r2/"
  },
  {
   "slug": "heroku",
   "name": "Heroku",
   "job": "running",
   "definition": "A platform as a service (PaaS): a developer pushes application code with Git, and Heroku builds, runs and scales it in managed containers called dynos.",
   "url": "https://www.heroku.com/",
   "price": "From US$5 a month for an Eco dyno (sleeps after 30 minutes of inactivity); US$7 a month for an always-on Basic dyno",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "Heroku is a cloud application platform, a PaaS (platform as a service): it runs a developer's application without the developer managing servers or operating systems. Heroku is a product of Salesforce, Inc.",
    "A developer deploys with a git push or a Docker image, and Heroku runs the app in dynos: lightweight, isolated containers on a managed runtime that also patches the operating system and manages TLS certificates. An app scales by adding dynos or by moving to larger ones, and Performance dynos can scale automatically. Heroku officially supports Python, .NET, Java, Node.js, Go, PHP, Ruby, Scala and Clojure. Its managed data services include Heroku Postgres (a PostgreSQL database) and Heroku Key-Value Store (a managed Redis service). The Elements marketplace adds add-ons and buildpacks, the scripts that prepare an app for its language, and newer services provide managed AI inference and agents.",
    "Heroku is a hosted service billed per dyno per month, from small Eco dynos that sleep after 30 minutes without traffic to dedicated Performance dynos; databases are priced separately."
   ],
   "maker": "Salesforce, Inc. (Heroku)",
   "links": {
    "docs": "https://devcenter.heroku.com/",
    "pricing": "https://www.heroku.com/pricing/",
    "github": "https://github.com/heroku"
   },
   "page": "https://aiolum.com/tool/heroku/"
  },
  {
   "slug": "convex",
   "name": "Convex",
   "job": "running",
   "definition": "A backend platform for web apps: it combines a reactive database, server functions written in TypeScript and real-time sync, as a cloud service or self-hosted.",
   "url": "https://www.convex.dev/",
   "price": "From US$25 per developer a month for the Professional plan; free plan with pay-as-you-go usage",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan",
   "about": [
    "Convex is a reactive backend platform made by Convex, Inc. A backend is the server side of an application: the database and the code that reads and writes it. In Convex both are written in TypeScript, and \"reactive\" means that when data changes, the app screens that show it receive the new data at once.",
    "A developer writes server functions in TypeScript next to the app code, and client libraries connect the web or mobile app to them. Convex runs the functions with ACID transactions (all-or-nothing updates that keep data consistent), so concurrent writes do not corrupt data, and it caches and scales them automatically. The platform also includes file storage, text and vector search, scheduled jobs (crons), authentication, and open-source components for tasks such as multi-step workflows and AI agents.",
    "The backend is open source on GitHub and can be self-hosted with Docker or a prebuilt binary. The hosted cloud service has a free plan with usage-based billing and paid plans priced per developer per month."
   ],
   "maker": "Convex, Inc.",
   "links": {
    "docs": "https://docs.convex.dev",
    "pricing": "https://www.convex.dev/pricing",
    "github": "https://github.com/convex/convex-backend"
   },
   "page": "https://aiolum.com/tool/convex/"
  },
  {
   "slug": "mongodb",
   "name": "MongoDB",
   "job": "running",
   "definition": "A document database: it stores application data as flexible JSON-like documents instead of table rows, and runs self-managed or as the hosted MongoDB Atlas service.",
   "url": "https://www.mongodb.com/",
   "price": "MongoDB Atlas: from US$0.011 an hour (up to US$30 a month) for a Flex cluster; Dedicated clusters from US$0.08 an hour",
   "readOn": "2026-10-28",
   "freeTier": "yes, free Atlas cluster (512 MB) and free Community Edition",
   "about": [
    "MongoDB is a document database made by MongoDB, Inc. A record is a document, a set of field and value pairs similar to a JSON object, and values can contain other documents and arrays. Documents are stored in collections, which are like tables in a relational database but do not enforce a fixed schema, so the data model can change without downtime.",
    "Because a document can mirror an object in the application code, no object-relational mapping layer is needed, and embedded documents reduce the need for joins. MongoDB supports multi-document ACID transactions (all-or-nothing groups of reads and writes), replication with automatic failover, and sharding, which spreads data across several servers for horizontal scaling. It also provides aggregation, full-text search, vector search for AI applications, geospatial search and time series data.",
    "MongoDB runs as MongoDB Atlas, a fully managed cloud service across clouds, or self-managed with the free Community Edition or the paid Enterprise Advanced. Atlas has a free cluster and is otherwise billed per hour by cluster type and size."
   ],
   "maker": "MongoDB, Inc.",
   "links": {
    "docs": "https://www.mongodb.com/docs/",
    "pricing": "https://www.mongodb.com/pricing"
   },
   "page": "https://aiolum.com/tool/mongodb/"
  },
  {
   "slug": "netlify",
   "name": "Netlify",
   "job": "running",
   "definition": "A web hosting and deployment platform: it builds a site from a Git repository, serves it from a global CDN, and runs serverless and edge functions.",
   "url": "https://www.netlify.com/",
   "price": "From US$9 a month for the Personal plan with 1,000 usage credits",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with 300 credits a month",
   "about": [
    "Netlify is a platform for building, deploying and hosting websites and web apps. A project is deployed from a Git repository on every push, from the command line or by drag and drop, and is served from a global CDN (content delivery network: servers in many places that send files from near each visitor). Every pull request gets a preview URL before the change goes live, and any deploy can be rolled back in one click.",
    "Besides static files, Netlify runs serverless functions that act as API endpoints, and Edge Functions written in TypeScript or JavaScript. Edge Functions run in a Deno-based runtime at the network location closest to each user and change requests and responses there, for example to localize content by geolocation, set headers, redirect visitors or run A/B tests with cookies. The platform also offers a database, file storage, built-in identity for logins, an AI Gateway to AI models and automatic HTTPS.",
    "Netlify is a hosted service with a free plan and monthly subscriptions. Usage, such as deploys, compute, bandwidth and web requests, is counted in credits, and each plan includes a monthly number of credits."
   ],
   "maker": "Netlify",
   "links": {
    "docs": "https://docs.netlify.com/",
    "pricing": "https://www.netlify.com/pricing/",
    "github": "https://github.com/netlify"
   },
   "page": "https://aiolum.com/tool/netlify/"
  },
  {
   "slug": "nginx",
   "name": "nginx",
   "job": "running",
   "definition": "An open-source web server: it serves static files, forwards requests to application servers as a reverse proxy, balances load and caches content.",
   "url": "https://nginx.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "nginx (pronounced \"engine x\") is an open-source HTTP web server, reverse proxy, content cache, load balancer, TCP/UDP proxy server and mail proxy server. A reverse proxy receives requests from the internet and forwards them to application servers behind it. nginx was originally written by Igor Sysoev; F5, Inc. sells enterprise distributions, commercial support and training.",
    "nginx runs as one master process and several worker processes. The master process reads the configuration and manages the workers; the workers handle requests with an event-based model, and their number can follow the number of CPU cores. All behavior is set in a text file, nginx.conf, with directives grouped in blocks such as http, server and location. A typical setup serves static files, such as images and HTML pages, from local folders and passes other requests to an application through a proxy or FastCGI. A reload command applies a new configuration while old workers finish their current requests.",
    "nginx is free and open source under the 2-clause BSD License and is installed on the operator's own servers."
   ],
   "maker": "The nginx project, originally written by Igor Sysoev (commercial support by F5, Inc.)",
   "links": {
    "docs": "https://nginx.org/en/docs/",
    "github": "https://github.com/nginx/nginx"
   },
   "aka": [
    "Nginx"
   ],
   "page": "https://aiolum.com/tool/nginx/"
  },
  {
   "slug": "pinecone",
   "name": "Pinecone",
   "job": "running",
   "definition": "A hosted vector database: it stores embeddings (lists of numbers that represent the meaning of text) and returns the stored items most similar to a query.",
   "url": "https://www.pinecone.io/",
   "price": "From US$20 a month flat for the Builder plan; the Standard plan is pay per use with a US$50 monthly minimum",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Pinecone is a fully managed vector database made by Pinecone Systems, Inc. A vector database stores embeddings, lists of numbers that represent the meaning of a text or an image, and finds the stored items whose numbers are closest to those of a query. This is how an AI application finds the passages that match a question, for example in RAG (retrieval-augmented generation, where found passages are added to a prompt).",
    "A program writes records into an index through the API and queries the same index. Each index can serve full-text search, semantic search on dense vectors, sparse-vector search and hybrid search. With integrated embedding, Pinecone turns text into vectors on its own servers. Results can be narrowed with metadata filters and then reranked, and namespaces keep each customer's data apart inside one index. New writes become searchable within seconds, and Pinecone selects and tunes the index algorithms itself.",
    "Pinecone is a hosted service, also sold through the AWS, Google Cloud and Microsoft cloud marketplaces. A free Starter plan has usage limits; paid plans are a flat monthly fee or pay per use with a monthly minimum."
   ],
   "maker": "Pinecone Systems, Inc.",
   "links": {
    "docs": "https://docs.pinecone.io/",
    "pricing": "https://www.pinecone.io/pricing/",
    "github": "https://github.com/pinecone-io"
   },
   "page": "https://aiolum.com/tool/pinecone/"
  },
  {
   "slug": "sqlite",
   "name": "SQLite",
   "job": "running",
   "definition": "A database engine that is a code library inside the application: it stores all the data in one file on disk, so a business needs no separate database server.",
   "url": "https://www.sqlite.org/",
   "price": "Free and open source",
   "readOn": "2026-10-13",
   "freeTier": "free",
   "about": [
    "SQLite is an embedded SQL database engine: a C-language library that is built into an application and keeps data in tables that the application queries with SQL (Structured Query Language). An international team of developers works on it full-time; the project started in May 2000.",
    "Unlike most SQL databases, SQLite has no separate server process. The application calls the library, and the library reads and writes ordinary disk files directly. A complete database, with its tables, indexes, triggers and views, is one file, and that file can be copied between 32-bit and 64-bit systems and between processors with different byte orders. SQLite needs no setup or configuration. Its transactions are ACID (atomic, consistent, isolated and durable: a change is either completed fully or not at all), even after a system crash or a power failure. With all features enabled, the library can be smaller than 900 KiB, and one database can hold up to 281 terabytes.",
    "The source code of SQLite is in the public domain, so anyone may use it for any purpose, commercial or private, at no cost. Professional support is also offered."
   ],
   "maker": "The SQLite developers (public domain)",
   "links": {
    "docs": "https://www.sqlite.org/docs.html"
   },
   "page": "https://aiolum.com/tool/sqlite/"
  },
  {
   "slug": "twilio",
   "name": "Twilio",
   "job": "running",
   "definition": "A communications platform with APIs: a business's software sends and receives text messages, phone calls and email, and verifies users, through Twilio.",
   "url": "https://www.twilio.com/en-us",
   "price": "Pay as you go: US$0.0083 per SMS segment sent or received in the USA, plus carrier fees and US$1.15 a month for a leased long-code number",
   "readOn": "2026-10-28",
   "freeTier": "free trial only",
   "about": [
    "Twilio is a communications platform made by Twilio Inc. It offers APIs (interfaces that other programs call over the internet) through which an application sends and receives text messages, voice calls and email, and checks a user's identity.",
    "With Programmable Messaging, a program makes one API call with a sender number, a recipient number and a text, and Twilio delivers it as SMS, MMS (a message with images or other media), RCS (rich messages with cards and read receipts) or WhatsApp. Incoming replies reach the application through a webhook: an address on the application's server that Twilio calls with the message. A business leases phone numbers from Twilio: long codes (normal 10-digit numbers), toll-free numbers, or short codes of 5 or 6 digits for high volumes. Other products handle voice calls, email through Twilio SendGrid, one-time passcodes through Verify, and voice AI agents through Conversation Relay.",
    "Twilio is a hosted service billed per use, with no contract: each message segment and each leased number has a price, with discounts at higher volume. A free trial needs no credit card."
   ],
   "maker": "Twilio Inc.",
   "links": {
    "docs": "https://www.twilio.com/docs",
    "pricing": "https://www.twilio.com/en-us/pricing"
   },
   "page": "https://aiolum.com/tool/twilio/"
  },
  {
   "slug": "composio",
   "name": "Composio",
   "job": "running",
   "definition": "A tool and login platform for AI agents: it connects an agent to its users' accounts in more than 1,500 apps and handles the OAuth consent and tokens.",
   "url": "https://composio.dev/",
   "price": "Free Hobby plan with 100,000 tool calls a month; the Pro plan is US$29 a month, including US$29 of usage credit, then pay as you go",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "Composio, made by the company of the same name, connects AI agents (programs driven by a language model that carry out tasks by calling tools) to other apps. Composio gives an agent tools for more than 1,500 apps, such as Gmail, Slack, Notion, GitHub and Salesforce, and handles the login to each user's accounts.",
    "Its central feature is managed authentication. When an end user connects an account, for example a Gmail account, Composio runs the OAuth flow (the standard process in which a user grants an app access without giving it a password): consent, storage of the access token, refresh of the token, and scopes. Composio keeps the credentials, so the application and the model receive tool results, not raw tokens. Developers add it through SDKs or a hosted MCP endpoint (Model Context Protocol, a standard way for AI clients to call tools). Triggers deliver events from connected apps, such as a new email, to a webhook.",
    "Composio is a hosted service. A free plan includes a monthly allowance of tool calls; paid plans add a monthly fee and bill further usage as it occurs."
   ],
   "maker": "Composio",
   "links": {
    "docs": "https://docs.composio.dev/",
    "pricing": "https://composio.dev/pricing",
    "github": "https://github.com/composiohq/composio/"
   },
   "page": "https://aiolum.com/tool/composio/"
  },
  {
   "slug": "firebase-authentication",
   "name": "Firebase Authentication",
   "job": "running",
   "definition": "Google's hosted sign-in service for apps: it checks users' passwords, phone numbers or Google and other accounts and tells the app who is signed in.",
   "url": "https://firebase.google.com/products/auth",
   "price": "No cost up to 50,000 monthly active users (up to 50 for SAML or OpenID Connect sign-in), then Google Cloud pricing; phone sign-in billed per SMS",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to 50,000 monthly active users",
   "about": [
    "Firebase Authentication is the sign-in service of Firebase, Google's platform for building mobile and web apps. Authentication means checking who a user is before an app shows or saves that user's data. Firebase provides the backend service, SDKs (code libraries for iOS, Android, web, Flutter, C++, Unity and servers) and ready-made sign-in screens.",
    "The app collects the user's credentials, such as an email address and password or an OAuth token from an identity provider like Google, Apple, Facebook or GitHub, and passes them to the SDK. Firebase's servers verify them; the app then knows the user's profile, can limit access to data in other Firebase products, and can send the user's token to its own backend as proof of identity. Phone-number and anonymous sign-in are also supported, and FirebaseUI is an open-source component that draws the sign-in screens. The upgrade to Firebase Authentication with Identity Platform adds multi-factor authentication, SAML and OpenID Connect sign-in for company identity systems, audit logs and multi-tenancy.",
    "It is a hosted Google service: free up to a monthly number of active users, then billed at Google Cloud prices; phone sign-in is billed per SMS."
   ],
   "maker": "Google (Firebase)",
   "links": {
    "docs": "https://firebase.google.com/docs/auth",
    "pricing": "https://firebase.google.com/pricing"
   },
   "aka": [
    "Firebase Auth"
   ],
   "page": "https://aiolum.com/tool/firebase-authentication/"
  },
  {
   "slug": "icloud",
   "name": "iCloud",
   "job": "running",
   "definition": "Apple's cloud service: it stores a user's photos, files and app data on Apple's servers and keeps them in sync across the user's Apple devices.",
   "url": "https://www.apple.com/icloud/",
   "price": "5 GB free; iCloud+ from US$0.99 a month for 50 GB",
   "readOn": "2026-10-28",
   "freeTier": "yes, 5 GB",
   "about": [
    "iCloud is the cloud storage and sync service of Apple Inc. It keeps a user's photos, files, notes, contacts, calendars, passwords and messages backed up on Apple's servers and up to date on all of the user's devices. The data can also be opened in a browser at iCloud.com.",
    "App developers use iCloud through CloudKit, a framework (a set of code libraries) and tools for storing an app's data in the user's iCloud. The app saves its data through CloudKit, and iCloud keeps it current on iOS, iPadOS, macOS, tvOS, watchOS and visionOS devices and on the web, while Apple handles scaling, consistency and security. The CloudKit Console gives developers usage telemetry, server logs without personal data, dashboards, and a tool to send and check push notifications.",
    "Every user gets 5 GB of iCloud storage free. iCloud+ is a monthly subscription with more storage, from 50 GB to 12 TB, and privacy features such as Private Relay, which stops websites from profiling a Safari user by IP address and location, and Hide My Email, which creates random forwarding addresses. A plan can be shared with up to five family members."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/icloud/"
   },
   "page": "https://aiolum.com/tool/icloud/"
  },
  {
   "slug": "tinybird",
   "name": "Tinybird",
   "job": "running",
   "definition": "A managed ClickHouse analytics database with developer tools: it ingests event data, transforms it with SQL and serves the results to applications as HTTP APIs.",
   "url": "https://www.tinybird.co/",
   "price": "Developer plan from US$25 a month (US$49 a month with 0.5 vCPUs as shown on the plan card); storage US$0.058 per GB",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with 10 GB storage and 1,000 requests a day",
   "about": [
    "Tinybird is a managed ClickHouse service with developer tooling, made by Tinybird. ClickHouse is an open-source column-oriented database built for analytical queries, such as counts and sums over very large numbers of events. Managed means that Tinybird runs the database servers, so the customer does not operate clusters.",
    "Data arrives through the Events API over HTTP, through managed connections for Kafka, Amazon S3 and Google Cloud Storage, or from files. Developers define Data Sources (tables), Pipes (SQL transformations) and Materialized Views as code, in datafiles or with the TypeScript or Python SDK. They test locally with Tinybird Local or in isolated Cloud Branches and deploy through CI/CD. A Pipe can be published as an API Endpoint: a hosted HTTP address that runs the SQL with the request's parameters and returns the results, for example to a user-facing dashboard. Data can also be queried through the Query API, the ClickHouse interface or MCP.",
    "Tinybird is a hosted service on shared or dedicated infrastructure. It has a free plan; paid plans are monthly subscriptions sized by compute (vCPUs), with storage and extra compute billed by use."
   ],
   "maker": "Tinybird",
   "links": {
    "docs": "https://www.tinybird.co/docs/forward/quickstarts",
    "pricing": "https://www.tinybird.co/pricing",
    "github": "https://github.com/tinybirdco"
   },
   "page": "https://aiolum.com/tool/tinybird/"
  },
  {
   "slug": "turbopuffer",
   "name": "turbopuffer",
   "job": "running",
   "definition": "A hosted vector and full-text search database built on object storage: applications store embeddings and documents in it and query them by similarity or keywords.",
   "url": "https://turbopuffer.com/",
   "price": "Launch plan: billed by usage with a US$16 a month minimum",
   "readOn": "2026-10-28",
   "freeTier": "no; usage plans have a monthly minimum",
   "about": [
    "turbopuffer is a search engine and database for vector search and full-text search, made by turbopuffer Inc. Vector search finds the stored items whose embeddings are closest to the embedding of a query; an embedding is a list of numbers that a machine learning model computes to represent meaning. Full-text search finds documents that contain the query's words and ranks them with BM25.",
    "turbopuffer keeps all of its data in object storage such as Amazon S3 and uses NVMe SSDs and memory only as a cache. Cached queries are as fast as in-memory search engines, at a much lower running cost. The trade-offs are higher write latency, because writes go directly to object storage, and occasional slow queries on uncached data. An application writes documents into namespaces and queries them through an API, combining vector search with attribute filters, full-text, hybrid or regular-expression search. A namespace can be branched: a copy-on-write clone created in constant time.",
    "turbopuffer is a hosted service billed by usage, with a monthly minimum that depends on the plan. Deployment is multi-tenant by default, or single-tenant, or in the customer's own cloud (BYOC)."
   ],
   "maker": "turbopuffer Inc.",
   "links": {
    "docs": "https://turbopuffer.com/docs",
    "pricing": "https://turbopuffer.com/pricing"
   },
   "aka": [
    "Turbopuffer"
   ],
   "page": "https://aiolum.com/tool/turbopuffer/"
  },
  {
   "slug": "apify",
   "name": "Apify",
   "job": "running",
   "definition": "A cloud platform and marketplace of web scraping programs: a business runs ready-made or its own scrapers on Apify's servers and gets the collected web data back.",
   "url": "https://apify.com/",
   "price": "From US$19 a month (Starter plan, monthly billing) plus pay as you go at US$0.2 per compute unit",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with US$5 of monthly usage",
   "about": [
    "Apify is a cloud platform and marketplace for web scraping and automation, made by the company Apify. Web scraping means that a program opens web pages and copies data out of them in a structured form. On Apify each such program is an Actor: code packaged so that it is easy to run, share and connect to other software.",
    "Apify Store lists thousands of ready-made Actors, for example scrapers for TikTok, Google Maps and Instagram, and a crawler that collects the content of a whole website. A user starts an Actor from the web console, the API or a schedule; it runs on Apify's servers and stores the results, which can be exported in several formats. The platform rotates datacenter and residential proxy IP addresses so that target sites block fewer requests, and offers an MCP server through which AI agents can call Actors. Developers write their own Actors in JavaScript, TypeScript or Python and can sell them in the store.",
    "Apify is a hosted service. Each plan includes prepaid monthly usage; use beyond it is billed per use, mainly per compute unit (1 GB of memory for one hour)."
   ],
   "maker": "Apify",
   "links": {
    "docs": "https://docs.apify.com/",
    "pricing": "https://apify.com/pricing",
    "github": "https://github.com/apify"
   },
   "page": "https://aiolum.com/tool/apify/"
  },
  {
   "slug": "google-recaptcha",
   "name": "Google reCAPTCHA",
   "job": "running",
   "definition": "Google's bot protection service: it scores each form submission or sign-in on a website by how likely it comes from a bot, so the site can block spam and abuse.",
   "url": "https://cloud.google.com/security/products/recaptcha",
   "price": "Free up to 10,000 assessments a month (Essentials); Premium: US$8 flat fee for 10,001 to 100,000 assessments a month, then US$1 per 1,000",
   "readOn": "2026-10-28",
   "freeTier": "yes, 10,000 assessments a month per organization",
   "about": [
    "Google reCAPTCHA is a bot protection service for websites and mobile apps, now part of Google Cloud Fraud Defense. A bot here is a program that uses a site automatically, for example to send spam through a form, try stolen passwords (credential stuffing) or create fake accounts.",
    "The site adds Google's script or SDK. reCAPTCHA analyzes user behavior and other signals and returns an assessment: a risk score that says how likely it is that an action comes from a bot. Version 3 works without user interaction; instead of showing a CAPTCHA challenge (a small test that people pass and bots usually fail), it returns the score, and the site decides whether to allow, check or block the action; reCAPTCHA can also show a challenge or block the action itself. The paid tiers add password defense, account takeover detection, and protection against SMS toll fraud and fraudulent payments; reCAPTCHA can also feed a web application firewall.",
    "reCAPTCHA is a hosted Google Cloud service. The Essentials tier is free up to a monthly number of assessments; the Premium tier is billed by monthly volume, and Enterprise is a yearly subscription."
   ],
   "maker": "Google (Google Cloud)",
   "links": {
    "docs": "https://cloud.google.com/recaptcha-enterprise/docs"
   },
   "page": "https://aiolum.com/tool/google-recaptcha/"
  },
  {
   "slug": "modal",
   "name": "Modal",
   "job": "running",
   "definition": "A serverless cloud platform for AI and compute-heavy work: developers run Python functions on cloud CPUs and GPUs and pay per second of use.",
   "url": "https://modal.com/",
   "price": "Pay per second: CPU US$0.0000131 per physical core per second, GPUs from US$0.000164 per second (Nvidia T4); Starter plan US$0 a month with US$30 of free credit each month",
   "readOn": "2026-10-28",
   "freeTier": "yes, US$30 of free credit a month on the Starter plan",
   "about": [
    "Modal is an AI infrastructure platform, made by Modal, that runs code in the cloud without servers for the customer to manage, a model called serverless computing. Its documentation lists four main uses: low-latency inference of AI models, batch jobs that run massively in parallel, training and fine-tuning of models on GPUs, and Sandboxes, isolated environments that execute code written by AI agents.",
    "A developer installs the modal Python package and marks ordinary Python functions with decorators that declare the container image and the GPU type, so all configuration is code, with no YAML files. Modal puts the code in a container, runs it in the cloud, and adds containers automatically when traffic grows; it pools capacity from all major clouds. A function can also become an HTTPS endpoint or run on a schedule. Python is the main language; JavaScript, TypeScript and Go can call Modal Functions.",
    "Modal is a hosted service billed per second of CPU, GPU and memory use, with no charge for idle resources. The Starter plan has no monthly fee and includes free credit each month; the Team plan adds a monthly fee."
   ],
   "maker": "Modal",
   "links": {
    "docs": "https://modal.com/docs/guide",
    "pricing": "https://modal.com/pricing",
    "github": "https://github.com/modal-labs"
   },
   "page": "https://aiolum.com/tool/modal/"
  },
  {
   "slug": "neon",
   "name": "Neon",
   "job": "running",
   "definition": "A serverless PostgreSQL database service: it hosts Postgres databases that scale automatically, shut down when idle, and copy instantly into branches for development.",
   "url": "https://neon.com/",
   "price": "Free plan; Launch plan billed by use: US$0.106 per compute-unit hour and US$0.35 per GB-month of storage",
   "readOn": "2026-10-28",
   "freeTier": "yes, Free plan with 100 projects",
   "about": [
    "Neon is a hosted PostgreSQL service made by Neon, which joined Databricks in May 2025. PostgreSQL (Postgres) is an open-source relational database that stores data in tables and answers SQL queries. Neon calls its database Lakebase Postgres and says it is real Postgres, compatible with existing ORMs, extensions and frameworks.",
    "Its lakebase architecture separates storage from compute, the servers that run the queries. Because of this split, an inactive database shuts down automatically (scale-to-zero), compute grows and shrinks with traffic (autoscaling), and a whole database, data and schema, can be cloned instantly into a branch for a development environment, a migration test or a preview. Instant restore returns a database to any earlier point in time. Connection pooling is built on PgBouncer. Neon has grown into a backend platform that also offers authentication built on Better Auth, S3-compatible object storage, functions and an AI gateway.",
    "Neon is a hosted service with usage-based pricing: a Free plan with up to 100 projects, and paid plans billed per compute-unit hour and per gigabyte of storage each month."
   ],
   "maker": "Neon (part of Databricks)",
   "links": {
    "docs": "https://neon.com/docs/introduction",
    "pricing": "https://neon.com/pricing",
    "github": "https://github.com/neondatabase"
   },
   "page": "https://aiolum.com/tool/neon/"
  },
  {
   "slug": "npm",
   "name": "npm",
   "job": "running",
   "definition": "The package registry and command-line tool of JavaScript: developers publish code packages to the npm registry and install them into their projects with the npm CLI.",
   "url": "https://www.npmjs.com/",
   "price": "Free for public packages; npm Pro US$7 a month for private packages; Teams US$7 per user a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, unlimited public packages",
   "about": [
    "npm is the package manager and software registry of the JavaScript ecosystem, run by GitHub. A package manager is a tool that downloads the libraries a project depends on, in the right versions. npm has three parts: the website, the command-line interface (CLI), and the registry, a large public database of JavaScript software and its metadata. The home page says the registry holds more than two million packages.",
    "A developer runs the CLI in a terminal to install packages into a project, to update them when the code they depend on changes, and to publish a package so that any other npm user can install it. The npx command runs a package without installing it first. Scopes and organizations group packages under one name, so a team controls who may publish and who may read its private packages. The npm audit command checks dependencies for known security vulnerabilities.",
    "The registry and the CLI are free, and sharing public packages costs nothing. Private packages need a paid plan: npm Pro for individuals or npm Teams for organizations, billed monthly."
   ],
   "maker": "GitHub",
   "links": {
    "docs": "https://docs.npmjs.com",
    "pricing": "https://www.npmjs.com/products",
    "github": "https://github.com/npm"
   },
   "page": "https://aiolum.com/tool/npm/"
  },
  {
   "slug": "planetscale",
   "name": "PlanetScale",
   "job": "running",
   "definition": "A managed cloud database service: it hosts MySQL databases through Vitess and PostgreSQL databases, with branching, replicas, backups and horizontal sharding.",
   "url": "https://planetscale.com/",
   "price": "From US$5 a month for a single-node PlanetScale Postgres database; Metal from US$50 a month (pay as you go, monthly)",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "PlanetScale is a cloud database hosting service made by PlanetScale, Inc. It offers three products: Vitess, a MySQL-compatible database system with horizontal sharding (splitting one database across many servers); Neki, sharded Postgres; and PlanetScale Postgres. The home page says the founders of PlanetScale developed Vitess at YouTube, and PlanetScale now maintains it.",
    "Databases run on network-attached storage or on PlanetScale Metal, which uses local NVMe drives. Shared features include branching (isolated copies of a database for safe development), read replicas, a high-availability setup with one primary and two replicas in three availability zones with automatic failover, built-in connection pooling, automated backups and Query Insights for monitoring. Vitess adds deploy requests: schema changes that a team reviews and that run with no downtime. PlanetScale Postgres adds point-in-time recovery and curated extensions such as pg_cron and TimescaleDB.",
    "PlanetScale is a hosted service billed month to month by resources: instance size, shards, replicas, storage and network use. On the Enterprise plan it can also run inside the customer's own AWS or Google Cloud account."
   ],
   "maker": "PlanetScale, Inc.",
   "links": {
    "docs": "https://planetscale.com/docs",
    "pricing": "https://planetscale.com/pricing",
    "github": "https://github.com/planetscale"
   },
   "page": "https://aiolum.com/tool/planetscale/"
  },
  {
   "slug": "postmark",
   "name": "Postmark",
   "job": "running",
   "definition": "An email delivery service for applications: it sends transactional email such as password resets and notifications through an API or SMTP, and processes inbound email.",
   "url": "https://postmarkapp.com/",
   "price": "From US$15 a month for 10,000 emails (Basic plan); inbound email processing starts with the Pro plan at US$16.50 a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, 100 emails a month",
   "about": [
    "Postmark is an email delivery service for developers, made by ActiveCampaign. A program hands it an email through a REST API (an interface called over HTTPS) or through SMTP, the standard protocol for sending mail, and Postmark delivers the message to the recipient's inbox. Official libraries exist for Node.js, Ruby and Rails, PHP, .NET, Python and other languages.",
    "Postmark separates transactional email, messages triggered by a user action such as a password reset or a notification, from promotional email such as newsletters. Its Message Streams send the two kinds through separate sending infrastructure, so bulk mail does not slow down or harm the delivery of transactional mail. Postmark says it vets every new sender and never lets spammers use the service. Other features are email templates, event webhooks, analytics on delivery, bounces, spam complaints and opens, a Bulk API for batch sending, and inbound email processing, which accepts email sent to the application.",
    "Postmark is a hosted service with monthly plans priced by email volume. A free Developer plan includes 100 emails a month and does not expire."
   ],
   "maker": "ActiveCampaign, LLC",
   "links": {
    "docs": "https://postmarkapp.com/developer",
    "pricing": "https://postmarkapp.com/pricing"
   },
   "page": "https://aiolum.com/tool/postmark/"
  },
  {
   "slug": "runpod",
   "name": "Runpod",
   "job": "running",
   "definition": "A GPU cloud for AI workloads: it rents on-demand GPU machines and serverless GPU endpoints that scale with incoming requests and bill per second.",
   "url": "https://www.runpod.io/",
   "price": "Serverless: from US$0.58 an hour for a 16 GB GPU worker (A4000 class), billed per second",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Runpod is a cloud computing platform for AI workloads, made by Runpod Inc. It rents GPUs (graphics processors, used to train and run AI models) in three forms: Pods, on-demand GPU machines in 31 regions; Serverless, GPU endpoints behind an API; and Clusters of several GPU machines for distributed jobs.",
    "With Runpod Serverless, a developer packages a workload as a container and deploys it as an autoscaling endpoint. Requests go to workers; Runpod adds workers when requests arrive in bursts and scales down to zero when none arrive, so idle time costs nothing. FlashBoot keeps cold starts, the delay before a new worker can answer, under 200 milliseconds, and active workers stay pre-warmed. Deployments can come straight from GitHub, with rollback to earlier container versions. Persistent network storage keeps files between runs. Supported languages include Python, Node.js, Go, Rust and C++, with frameworks such as PyTorch. Typical uses are inference, fine-tuning and compute-heavy tasks such as rendering.",
    "Runpod is a hosted service billed per second, from worker start to full stop. The price depends on the GPU type."
   ],
   "maker": "Runpod Inc.",
   "links": {
    "docs": "https://docs.runpod.io/overview",
    "pricing": "https://www.runpod.io/pricing",
    "github": "https://github.com/runpod"
   },
   "aka": [
    "RunPod"
   ],
   "page": "https://aiolum.com/tool/runpod/"
  },
  {
   "slug": "sanity",
   "name": "Sanity",
   "job": "running",
   "definition": "A headless content management system: editors write structured content in Sanity Studio, and websites and apps fetch that content and its images through Sanity's APIs and CDN.",
   "url": "https://www.sanity.io/",
   "price": "Free plan; Growth plan US$15 per user seat a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, Free plan with up to 20 seats",
   "about": [
    "Sanity is a headless content management system (CMS) made by Sanity, which calls it a Content Operating System. A headless CMS stores and edits content but does not render the website; the site's own code fetches the content through an API and displays it.",
    "Content is stored in the Content Lake, Sanity's hosted real-time database for structured content. Developers define content types as schemas in code, and editors work in Sanity Studio, an open-source editor built with React that the team can configure and that Sanity hosts free of charge. A website queries the content with GROQ, Sanity's query language, or with GraphQL, and receives it through a global content delivery network (CDN); an image pipeline delivers the images. Other features are live previews and visual editing, revision history for every document, scheduled content releases, functions that react to content events, and AI agents that edit, translate or audit content in bulk.",
    "Sanity is a hosted service with a Free plan and paid plans billed per user seat each month; usage above the included quotas is billed by use."
   ],
   "maker": "Sanity",
   "links": {
    "docs": "https://www.sanity.io/docs",
    "pricing": "https://www.sanity.io/pricing",
    "github": "https://github.com/sanity-io"
   },
   "page": "https://aiolum.com/tool/sanity/"
  },
  {
   "slug": "tavily",
   "name": "Tavily",
   "job": "running",
   "definition": "A web search API for AI agents: a program sends a query and gets back current web results and page content as clean text for a language model.",
   "url": "https://www.tavily.com/",
   "price": "Usage-based: US$0.008 per API credit; or the Project plan, US$30 a month for 4,000 credits",
   "readOn": "2026-10-28",
   "freeTier": "yes, 1,000 API credits a month",
   "about": [
    "Tavily is a web search API for AI agents, made by Tavily Inc. An API (application programming interface) is an interface that another program calls over the internet. A program, often an agent built on a large language model (LLM), sends a query and gets back web content as clean text that the model can read.",
    "The API has five endpoints. Search returns relevant web results. Extract returns the cleaned content of given pages. Crawl extracts content from an entire website, and Map lists the URLs of a site. Research runs an agent that does in-depth web research and returns cited results. Results come structured and split into chunks, so that a model can rely on current facts. Requests pass through checks that block leaks of personal data (PII), prompt injection and malicious sources. Tavily also offers an MCP server (Model Context Protocol, a standard way to connect tools to AI assistants) and SDKs for Python and JavaScript.",
    "Tavily is a hosted service billed in API credits. A free plan gives 1,000 credits a month; paid use is billed per credit used, or as a monthly plan with more credits."
   ],
   "maker": "Tavily Inc.",
   "links": {
    "docs": "https://docs.tavily.com",
    "pricing": "https://tavily.com/pricing",
    "github": "https://github.com/tavily-ai"
   },
   "page": "https://aiolum.com/tool/tavily/"
  },
  {
   "slug": "testflight",
   "name": "TestFlight",
   "job": "running",
   "definition": "Apple's beta testing service: a developer gives test versions of an iPhone, iPad or Mac app to invited testers before the App Store release.",
   "url": "https://developer.apple.com/testflight/",
   "price": "Included in the Apple Developer Program: US$99 a year",
   "readOn": "2026-10-28",
   "freeTier": "no; needs the paid developer membership",
   "about": [
    "TestFlight is Apple's service for beta testing, which means giving a test version of an app to a group of people before the public release. It works for apps, games and App Clips on Apple platforms, and it is part of App Store Connect, Apple's web portal for publishing apps.",
    "The developer uploads a beta build to App Store Connect, writes what testers should test, and invites them. Internal testers are up to 100 members of the development team. External testers can be up to 10,000 people, invited by email or by a public link; their first build must be approved by Apple's App Review. Testers install the build with the TestFlight app, and the developer does not need to register their device IDs (UDIDs). Testers send screenshots with comments, and crash reports reach the developer in App Store Connect. A build can be tested for up to 90 days. When testing ends, the developer submits a tested build for App Store review.",
    "TestFlight has no separate price. It is included in the Apple Developer Program, a membership with an annual fee."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/help/app-store-connect/test-a-beta-version/testflight-overview"
   },
   "page": "https://aiolum.com/tool/testflight/"
  },
  {
   "slug": "unsplash",
   "name": "Unsplash",
   "job": "running",
   "definition": "A large online library of photos and illustrations that are free to use, with an API that lets an application search the library and show the images.",
   "url": "https://unsplash.com/developers",
   "price": "Free: the images and the API cost nothing; Unsplash+ is a separate paid subscription",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Unsplash is an open collection of photos and illustrations contributed by photographers. Its developer page counts 9 million photos from over 432,000 photographers and almost 30,000 applications that use its API (an interface that another program calls over the internet).",
    "The Unsplash API is a JSON API at api.unsplash.com; Unsplash runs its own website on it. An application can search photos by keyword, get a random photo filtered by search term, orientation or collection, list new photos and manage collections. Search uses tens of millions of tags from the community and image recognition. Official libraries exist for JavaScript, PHP, Ruby, iOS and Android. The application must embed the image addresses returned by the API directly (hotlinking), so that Unsplash can count views for the photographer, and it must credit the photographer and Unsplash. A new application starts in demo mode, limited to 50 requests per hour; after approval for production the limit is 1,000 requests per hour.",
    "The images are free to use for most commercial and personal projects. Registering as a developer and using the API costs nothing; Unsplash+ is a separate paid subscription."
   ],
   "maker": "Unsplash",
   "links": {
    "docs": "https://unsplash.com/documentation"
   },
   "aka": [
    "Unsplash API"
   ],
   "page": "https://aiolum.com/tool/unsplash/"
  },
  {
   "slug": "upstash",
   "name": "Upstash",
   "job": "running",
   "definition": "A serverless data platform whose main product is a hosted Redis database that programs reach over the Redis protocol or a simple HTTP API.",
   "url": "https://upstash.com/",
   "price": "Redis pay as you go: US$0.2 per 100K commands; fixed plans from US$10 a month for 250 MB",
   "readOn": "2026-10-28",
   "freeTier": "yes, 250 MB and 500K commands a month",
   "about": [
    "Upstash is a serverless data platform made by Upstash, Inc. Serverless means the customer runs and sizes no servers: the service grows with traffic and is billed per request. Its main product is Upstash Redis, a hosted Redis database. Redis is an in-memory key-value store: it keeps data in RAM, so reads and writes finish in well under a millisecond, and it is often used for caching, rate limiting, queues and session storage.",
    "A program connects over the standard Redis protocol (TCP) or over a REST API on HTTP; the HTTP option suits serverless and edge functions, because it needs no connection pool. Data is persisted, and a database can be replicated across regions for fast reads near users. Existing Redis commands and client libraries work. The platform also offers Vector (a vector database for similarity search), QStash (messages and scheduled jobs over HTTP), Workflow (long-running serverless functions), Box (cloud containers for AI agents) and Blob (file storage).",
    "Upstash is a hosted service. Redis has a free tier, pay-per-request pricing, and fixed monthly plans for steady loads."
   ],
   "maker": "Upstash, Inc.",
   "links": {
    "docs": "https://upstash.com/docs",
    "pricing": "https://upstash.com/pricing/redis",
    "github": "https://github.com/upstash"
   },
   "page": "https://aiolum.com/tool/upstash/"
  },
  {
   "slug": "vercel-ai-gateway",
   "name": "Vercel AI Gateway",
   "job": "running",
   "definition": "A hosted gateway that sends an application's AI model requests to over 400 models from many providers through one API key and one bill.",
   "url": "https://vercel.com/ai-gateway",
   "price": "Pay per use: the providers' list price per token with no markup, from prepaid credits; free tier US$5 of credit a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, US$5 of credit a month for some models",
   "about": [
    "Vercel AI Gateway is a model gateway made by Vercel. A gateway here is a proxy service that sits between an application and the AI model providers: the application sends every request to one API with one key, and the gateway forwards it to the chosen model. It offers more than 400 models from OpenAI, Anthropic, Gemini, open-source models and others, for text, images, video and audio.",
    "Applications call it through Vercel's open-source AI SDK or through endpoints compatible with the OpenAI and Anthropic APIs, so an existing integration moves by changing the base URL. The gateway can route requests by availability, cost or latency; if a provider degrades, it fails over to the same model on another provider. Billing and usage monitoring for all models are in one place. A team can limit requests to providers with zero data retention (no prompts stored or used for training) and can bring its own provider keys.",
    "It is a hosted, pay-per-use service. Tokens cost the provider's list price with no markup or platform fee, paid from prepaid credits; a free tier gives a small monthly credit for a subset of models."
   ],
   "maker": "Vercel",
   "links": {
    "docs": "https://vercel.com/docs/ai-gateway",
    "pricing": "https://vercel.com/docs/ai-gateway/pricing"
   },
   "page": "https://aiolum.com/tool/vercel-ai-gateway/"
  },
  {
   "slug": "whatsapp-business-platform",
   "name": "WhatsApp Business Platform",
   "job": "running",
   "definition": "Meta's business messaging API for WhatsApp: a company's software sends notifications, promotions, login codes and support replies to customers on WhatsApp, and pays per delivered message.",
   "url": "https://whatsappbusiness.com/products/business-platform/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "service messages and test numbers are free",
   "about": [
    "The WhatsApp Business Platform is Meta's set of business messaging APIs for WhatsApp, which has over 2 billion users. An API is an interface that another program calls over the internet. The platform is for medium and large businesses that message customers at scale from software; small businesses that answer customers by hand use the separate WhatsApp Business App.",
    "A business connects directly, sending from its own phone number with its own developers, or onboards through a partner that handles the technical setup with little or no code. Messages fall into four categories: marketing (offers, abandoned cart reminders), utility (order confirmations, delivery updates), authentication (one-time passwords) and service (answers to customer questions, by an agent or an AI bot). Outgoing messages use approved templates and can carry interactive buttons, product lists, rich media and automated flows; webhooks deliver incoming messages to the business's system. When a user writes, a 24-hour customer service window opens. Developers get free test numbers, code samples and a sandbox.",
    "Pricing is per delivered message, by the recipient's market and the message category. Service messages are free, and volume tiers lower the rates."
   ],
   "maker": "Meta (WhatsApp)",
   "links": {
    "pricing": "https://whatsappbusiness.com/products/platform-pricing/"
   },
   "aka": [
    "WhatsApp Business API"
   ],
   "page": "https://aiolum.com/tool/whatsapp-business-platform/"
  },
  {
   "slug": "x-api",
   "name": "X API",
   "job": "running",
   "definition": "The official programming interface of the social network X: an application reads and publishes posts, sends direct messages and manages accounts through it, and pays per request.",
   "url": "https://developer.x.com/",
   "price": "Pay per use with prepaid credits: US$0.005 for each post read, US$0.015 for each post created; no subscription",
   "readOn": "2026-10-28",
   "freeTier": "free credits with the first purchase",
   "about": [
    "The X API is the official API (an interface that another program calls over the internet) of the social network X. It gives programmatic access to X's public conversation through version 2 REST endpoints, a style of web interface in which each address stands for one kind of resource.",
    "An application creates an app in the Developer Console at console.x.com, gets credentials such as a Bearer Token, and sends HTTP requests to api.x.com. Endpoints search, read and publish posts; read timelines, threads and quote posts; look up users and manage follows, blocks and mutes; send and receive direct messages; manage lists; and read trends by location. A filtered stream delivers matching posts in near real time, with up to 1,000 filter rules, and full-archive search covers public posts back to 2006. Official libraries exist for Python and TypeScript, and MCP servers are available.",
    "Pricing is pay per use with no subscription: the developer buys credits in advance, and each read resource or write request uses some of them. Higher volumes need an Enterprise plan."
   ],
   "maker": "X",
   "links": {
    "docs": "https://docs.x.com/x-api/introduction",
    "pricing": "https://docs.x.com/x-api/getting-started/pricing"
   },
   "aka": [
    "Twitter API"
   ],
   "page": "https://aiolum.com/tool/x-api/"
  },
  {
   "slug": "linode",
   "name": "Akamai Cloud (formerly Linode)",
   "job": "running",
   "definition": "A cloud hosting platform from Akamai, formerly called Linode: it rents virtual machines, Kubernetes clusters, storage and managed databases, billed by the hour.",
   "url": "https://www.akamai.com/cloud",
   "price": "Pay per use, billed hourly: a 1 GB virtual machine costs US$0.0075 an hour",
   "readOn": "2026-10-28",
   "freeTier": "promotional credit for new customers (US$100 on the page)",
   "about": [
    "Akamai Cloud, formerly Linode, is a public cloud computing platform from Akamai Technologies. It rents virtual machines (VMs), storage and databases in Akamai's data centers. Akamai's documentation still calls a compute instance a Linode.",
    "A customer creates VMs with Shared CPU, Dedicated CPU, High Memory or GPU plans in a chosen data center, through the Cloud Manager web console, the API or the command-line tool (CLI). Other services are Linode Kubernetes Engine (LKE), a managed version of Kubernetes, the system that runs containers across many machines; block storage, object storage and backups; managed MySQL and PostgreSQL databases; and networking with cloud firewalls, DNS Manager and NodeBalancers, load balancers that spread traffic over several VMs. Akamai Inference runs open-weight AI models without customer-managed GPUs.",
    "Akamai Cloud is a hosted service paid per use: each service has an hourly rate, rounded up to the nearest hour, with a monthly invoice. New customers can receive promotional credit."
   ],
   "maker": "Akamai Technologies",
   "links": {
    "docs": "https://techdocs.akamai.com/cloud-computing/docs/welcome",
    "pricing": "https://www.akamai.com/cloud/pricing"
   },
   "aka": [
    "Akamai (Linode)",
    "Linode"
   ],
   "page": "https://aiolum.com/tool/linode/"
  },
  {
   "slug": "appwrite",
   "name": "Appwrite",
   "job": "running",
   "definition": "An open-source backend platform that gives web and mobile apps user login, databases, file storage, serverless functions, messaging and hosting through one set of APIs.",
   "url": "https://appwrite.io/",
   "price": "Free and open source to self-host; Appwrite Cloud has a Free plan and paid plans",
   "readOn": "2026-10-28",
   "freeTier": "yes (self-hosting, and the Appwrite Cloud Free plan)",
   "about": [
    "Appwrite is an open-source backend platform, a set of server services that an app uses instead of a backend its developers write and run themselves. The company Appwrite makes it and offers it both as a managed cloud service, Appwrite Cloud, and as software that anyone can self-host.",
    "An app talks to Appwrite through client and server SDKs or the REST, GraphQL and Realtime APIs. Auth signs users in with email, SMS, OAuth providers, anonymous sessions or magic URLs. Databases store and query the app's data, with Appwrite's own databases or managed PostgreSQL and MySQL. Storage keeps files with compression, encryption, image transformations and access control. Functions run serverless code in isolated runtimes when events occur, Messaging sends email, SMS and push notifications, and Sites deploys web front ends from Git. An included MCP server lets coding agents such as Cursor, Claude Code and Codex work on a live project.",
    "The source code is under the BSD-3-Clause license, and self-hosting runs on any system with Docker. Appwrite Cloud has a Free plan and paid plans that charge for extra usage."
   ],
   "maker": "Appwrite",
   "links": {
    "docs": "https://appwrite.io/docs",
    "pricing": "https://appwrite.io/pricing",
    "github": "https://github.com/appwrite/appwrite"
   },
   "aka": [
    "Appwrite Cloud"
   ],
   "page": "https://aiolum.com/tool/appwrite/"
  },
  {
   "slug": "auth0",
   "name": "Auth0",
   "job": "running",
   "definition": "A hosted login and identity service: an application hands sign-up, sign-in, password handling and access control to Auth0 instead of building them itself.",
   "url": "https://auth0.com/",
   "price": "B2C Essentials plan: US$35 a month for up to 500 monthly active users",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to 25,000 monthly active users",
   "about": [
    "Auth0 is an authentication and authorization platform from Okta, Inc. Authentication checks who a user is; authorization decides what that user may access. Auth0 is a drop-in service: an application sends its users to Auth0 to sign up and log in, instead of building its own login and user management.",
    "Users log in with a username, email or phone number and a password, with social accounts such as Facebook or X, or without a password through one-time codes sent by email or SMS. Universal Login is a login page hosted by Auth0. The platform adds multi-factor authentication (MFA), single sign-on (SSO) across several apps, enterprise login through SAML or a company directory, alerts about breached passwords, and blocking of suspicious IP addresses. It protects APIs with OAuth 2.0, supports role-based and fine-grained authorization, and offers identity tools for AI agents, such as Token Vault and an MCP server. SDKs and quickstarts cover more than 30 languages and frameworks.",
    "Auth0 is a hosted service. The Free plan covers up to 25,000 monthly active users; paid plans are monthly subscriptions priced by the number of monthly active users."
   ],
   "maker": "Okta, Inc.",
   "links": {
    "docs": "https://auth0.com/docs",
    "pricing": "https://auth0.com/pricing",
    "github": "https://github.com/auth0"
   },
   "page": "https://aiolum.com/tool/auth0/"
  },
  {
   "slug": "better-stack",
   "name": "Better Stack",
   "job": "running",
   "definition": "An observability platform: it checks that a website or API is up, collects logs and metrics, alerts the on-call engineer, and hosts a public status page.",
   "url": "https://betterstack.com/",
   "price": "Free plan includes 1 status page and 10 monitors; paid from US$29 a month per responder license (annual billing; US$34 billed monthly)",
   "readOn": "2026-10-28",
   "freeTier": "yes: 10 monitors, 1 status page",
   "about": [
    "Better Stack, made by Better Stack, Inc., is an observability platform: a set of services that collect signals from running software (logs, metrics, traces, errors) so that engineers can see when it fails and why. It also does uptime monitoring, which means its servers request a web page, an API or another network service from several places in the world, as often as every 30 seconds, and record each failure with a screenshot.",
    "A status page is a public web page that tells customers whether a service works and lists incidents and planned maintenance. Better Stack hosts it on the customer's own subdomain, such as status.example.com, after one CNAME record (a DNS entry that points the name to Better Stack) is set. Visitors can subscribe to e-mail updates, and the page can be private behind a password, single sign-on or an IP allowlist. Incidents can update it automatically from the monitors.",
    "Better Stack is a hosted service. A free plan covers personal projects; paid plans are a monthly fee per responder license plus usage-based bundles for telemetry data."
   ],
   "maker": "Better Stack, Inc.",
   "links": {
    "docs": "https://betterstack.com/docs/",
    "pricing": "https://betterstack.com/pricing",
    "github": "https://github.com/BetterStackHQ/"
   },
   "page": "https://aiolum.com/tool/better-stack/"
  },
  {
   "slug": "cloudflare-workers",
   "name": "Cloudflare Workers",
   "job": "running",
   "definition": "A serverless platform from Cloudflare: developers upload functions that run on Cloudflare's servers worldwide, and Dynamic Workers run code created at runtime in a sandbox.",
   "url": "https://www.cloudflare.com/products/workers/",
   "price": "Workers Paid plan: minimum US$5 a month per account, including 10 million requests; beyond that US$0.30 per million requests and US$0.02 per million CPU milliseconds; Dynamic Workers add US$0.002 per Dynamic Worker per day above 1,000 a month",
   "readOn": "2026-10-28",
   "freeTier": "yes: 100,000 requests a day (Dynamic Workers not included)",
   "about": [
    "Cloudflare Workers is a serverless platform made by Cloudflare, Inc. Serverless means the developer uploads code and the provider runs it on demand, with no servers to rent or manage. Workers run in Cloudflare's data centers in more than 330 cities, close to users, and scale from zero to millions of requests.",
    "Workers run inside V8 isolates (separate memory spaces inside one JavaScript engine process) instead of containers, which makes them lighter and avoids slow cold starts. Code is written in JavaScript, TypeScript, Python or Rust, and connects through bindings to Cloudflare databases, storage and AI models. The runtime, workerd, is open source, so code can be tested locally. Dynamic Workers start new Workers at runtime from code that is not known in advance, such as code written by an AI agent. They act as a lightweight sandbox for untrusted code: the host decides which bindings each one receives, can block or intercept its Internet access, and sets resource limits.",
    "Workers is a hosted, pay-per-use service with a free plan. Dynamic Workers need the Workers Paid plan."
   ],
   "maker": "Cloudflare, Inc.",
   "links": {
    "docs": "https://developers.cloudflare.com/workers/",
    "pricing": "https://developers.cloudflare.com/workers/platform/pricing/",
    "github": "https://github.com/cloudflare/workerd"
   },
   "page": "https://aiolum.com/tool/cloudflare-workers/"
  },
  {
   "slug": "dataforseo",
   "name": "DataForSEO",
   "job": "running",
   "definition": "An SEO data provider: its APIs return search-engine results, keyword search volumes, backlinks and other marketing data for software and agencies to use in their own tools.",
   "url": "https://dataforseo.com/",
   "price": "Pay as you go, minimum top-up US$50; for example SERP API from US$0.0006 per results page, Keywords Data API from US$0.0012 per task",
   "readOn": "2026-10-28",
   "freeTier": "US$1 trial credit for new accounts; free sandbox",
   "about": [
    "DataForSEO is an SEO and marketing data provider. SEO (search engine optimization) is the work of making web pages rank higher in search engines. DataForSEO started in 2011 as in-house software for an SEO agency and launched its first API in 2016; it describes itself as a data partner for more than 750 SEO software companies and agencies.",
    "DataForSEO collects data from search engines, marketplaces, review platforms and other websites, and sells it through APIs and databases. The SERP API returns search engine results pages (SERPs) from Google, Bing, YouTube and other engines. The Keywords Data API gives search volumes, trends and advertising data for keywords. The Backlinks API reports which other sites link to a domain, and the On-Page API crawls and audits a website. Other APIs cover app stores, business listings, reviews, Amazon and Google Shopping, and LLM visibility (how brands appear in answers from large language models). Developers can also connect through an MCP server, Google Sheets, n8n or Zapier.",
    "Pricing is usage-based, with no subscription: the customer adds funds to an account balance, and each API request is charged at its own rate."
   ],
   "maker": "DataForSEO",
   "links": {
    "docs": "https://docs.dataforseo.com/v3/",
    "pricing": "https://dataforseo.com/pricing"
   },
   "page": "https://aiolum.com/tool/dataforseo/"
  },
  {
   "slug": "firecrawl",
   "name": "Firecrawl",
   "job": "running",
   "definition": "A web scraping API, open source and also hosted, that turns web pages into clean Markdown or JSON for AI models and agents.",
   "url": "https://www.firecrawl.dev/",
   "price": "Free and open source when self-hosted (AGPL-3.0); hosted API from US$19 a month (Hobby plan, billed monthly)",
   "readOn": "2026-10-28",
   "freeTier": "yes: self-hosting is free; hosted free plan of 1,000 credits a month",
   "about": [
    "Firecrawl is a web data API for AI agents. An API (application programming interface) is an interface that another program calls over the internet. Firecrawl takes a web address or a search query and returns the page content in a form that a large language model can read directly: clean Markdown, structured JSON, HTML or screenshots.",
    "Its main endpoints are Search (search the web and return the full content of the results), Scrape (convert one URL), Crawl (scrape all URLs of a website in one request) and Map (list the URLs of a site). It renders JavaScript, waits for content to load, can click, scroll and type before extracting, and parses PDF and DOCX files. SDKs exist for Python and Node.js, and AI agents connect through MCP (Model Context Protocol) or a command-line tool.",
    "The code is open source, mainly under the AGPL-3.0 license with the SDKs under MIT, and the repository has a self-hosting guide. Firecrawl also runs a hosted cloud version with extra features, sold as monthly credit subscriptions with a small free plan."
   ],
   "maker": "Firecrawl",
   "links": {
    "docs": "https://docs.firecrawl.dev",
    "pricing": "https://www.firecrawl.dev/pricing",
    "github": "https://github.com/firecrawl/firecrawl"
   },
   "page": "https://aiolum.com/tool/firecrawl/"
  },
  {
   "slug": "inngest",
   "name": "Inngest",
   "job": "running",
   "definition": "A durable execution platform that runs an app's background jobs and multi-step workflows, with automatic retries, queuing and scheduling, as a cloud service or self-hosted.",
   "url": "https://www.inngest.com/",
   "price": "Free plan (50k executions a month); Pro plan from US$99 a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan; self-hosting possible",
   "about": [
    "Inngest is a durable execution platform from Inngest Inc. Durable execution means that a multi-step job records the result of each step, so after a crash or error it continues from the failed step instead of starting again. Inngest replaces the queues, state storage and schedulers that an app would otherwise run for its background jobs, workflows and AI agents.",
    "A developer writes functions in the app's own code with the TypeScript, Python or Go SDK, wraps the parts in steps, and names the event or cron schedule that triggers each function. Inngest calls the functions over HTTPS when events arrive, runs each step, saves its result and retries failures. Flow control sets concurrency, throughput and fairness across tenants, steps can wait for events or pause, and traces show every run. Newer features run code in isolated microVMs called Sandboxes and score outcomes for A/B tests.",
    "The SDKs are open source under Apache 2.0, and the server is available under the Server Side Public License and can be self-hosted. Inngest Cloud is a subscription with a free plan and higher-limit paid plans."
   ],
   "maker": "Inngest Inc.",
   "links": {
    "docs": "https://www.inngest.com/docs",
    "pricing": "https://www.inngest.com/pricing",
    "github": "https://github.com/inngest/inngest"
   },
   "page": "https://aiolum.com/tool/inngest/"
  },
  {
   "slug": "mysql",
   "name": "MySQL",
   "job": "running",
   "definition": "An open-source relational database server from Oracle: an application stores its data in MySQL tables and reads and changes them with SQL.",
   "url": "https://www.mysql.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free (Community Server under the GPL)",
   "about": [
    "MySQL is an open-source relational database management system, developed, distributed and supported by Oracle Corporation. A relational database stores data in separate tables of rows and columns, and the database enforces rules about how the tables relate, for example that each order points to an existing customer.",
    "An application connects to the MySQL Server and sends queries in SQL (Structured Query Language), the standard language for reading and changing data in a database. It does this directly or through a connector, a library for a programming language that talks to the server. The server stores the tables in files organized for speed. It supports replication, which keeps copies of the data on other servers, clusters of servers with InnoDB Cluster and NDB Cluster, and use as a document store. It can also run on an ordinary desktop or laptop, next to other applications.",
    "The MySQL Community Server is free to download and use under the GPL (GNU General Public License). Oracle also sells commercial licenses, the paid MySQL Enterprise Edition with extra tools and support, and the MySQL HeatWave cloud service."
   ],
   "maker": "Oracle Corporation",
   "links": {
    "docs": "https://dev.mysql.com/doc/",
    "github": "https://github.com/mysql/mysql-server"
   },
   "page": "https://aiolum.com/tool/mysql/"
  },
  {
   "slug": "open-food-facts",
   "name": "Open Food Facts",
   "job": "running",
   "definition": "A free, open database of food products, built by volunteers: an app or program looks up a barcode and gets the product's ingredients and nutrition facts.",
   "url": "https://world.openfoodfacts.org/",
   "price": "Free (open data under the ODbL)",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Open Food Facts is a collaborative, free and open database of food products from around the world. For each product, stored under its barcode, it records ingredients, nutrition facts, allergens, labels, packaging and origins. It is a non-profit project developed by thousands of volunteers.",
    "Volunteers add products with the Open Food Facts app for iPhone or Android, and the database holds more than 4.8 million products. Product pages show scores such as the Nutri-Score, a nutrition grade, the NOVA group, which measures how much a food is processed, and the Green-Score. Programs read the data through a live JSON API, which returns the record for one product, or download complete exports as a MongoDB dump or as JSONL, CSV, Parquet or RDF files. SDKs, ready-made client libraries, exist for many programming languages.",
    "The data is open data under the Open Database License (ODbL): anyone may copy, use and adapt it if they credit Open Food Facts and share adapted databases under the same license. Product images are under CC-BY-SA. The database and API are free of charge, without paywalls or advertising."
   ],
   "maker": "Open Food Facts (non-profit, volunteer project)",
   "links": {
    "docs": "https://openfoodfacts.github.io/documentation/docs/Product-Opener/api/",
    "github": "https://github.com/openfoodfacts"
   },
   "page": "https://aiolum.com/tool/open-food-facts/"
  },
  {
   "slug": "pexels",
   "name": "Pexels",
   "job": "running",
   "definition": "A free stock photo and video library: anyone can download the images and videos, or fetch them through the Pexels API, and use them without paying or giving credit.",
   "url": "https://www.pexels.com/",
   "price": "Free to use",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Pexels is a stock media library, a website where photographers and videographers share photos and videos that anyone can download and use for free. The content comes from contributors in about 170 countries, and a curation team selects and tags it.",
    "People search the library by keyword, in 28 languages, and download images and videos. The Pexels license allows free use and modification, for example on websites, in ads and in print, and attribution is not required. It forbids, among other things, selling unaltered copies and redistributing the files on other stock platforms. Developers can use the Pexels API, a web interface that returns curated content, photo and video search results with filters such as vertical video or horizontal photos, and collections. API users are asked to credit Pexels and the photographers. On 28 October 2026 the API page said that issuing new API keys was paused.",
    "Pexels is free to use: downloads and the API cost nothing, and higher API limits are granted free of charge to applications that show attribution. Pexels also has apps for iOS and Android."
   ],
   "maker": "Pexels",
   "links": {
    "docs": "https://www.pexels.com/api/"
   },
   "page": "https://aiolum.com/tool/pexels/"
  },
  {
   "slug": "recall-ai",
   "name": "Recall.ai",
   "job": "running",
   "definition": "An API for meeting recording: it sends bots into Zoom, Google Meet and Teams calls and returns recordings, transcripts and participant data to the developer's app.",
   "url": "https://www.recall.ai/",
   "price": "Pay as you go: US$0.50 per hour of recording (Meeting Bot API or Desktop Recording SDK), billed to the second; built-in transcription US$0.15 per hour",
   "readOn": "2026-10-28",
   "freeTier": "first 5 hours of recording free",
   "about": [
    "Recall.ai sells an API for meeting recording, used by companies that build meeting-notes tools and AI agents. An API (application programming interface) is an interface that another program calls over the internet; here, one API covers many video-call platforms.",
    "With the Meeting Bot API, a program asks Recall.ai to send a bot into a Zoom, Google Meet, Microsoft Teams, Webex, GoTo Meeting or Slack Huddles call. The bot records video and audio and returns MP4 recordings, real-time or later transcripts, participant names, chat messages and screen-share data. Because it captures each person's audio separately, its transcripts are diarized (each sentence labelled with its speaker). A bot can also post chat messages, show images and play audio in the call, for example for an AI avatar. The Desktop Recording SDK records calls from a desktop app without a bot, and the Calendar API reads Google and Microsoft calendars for meeting times and participant emails. Data can stay in the US, EU or Japan.",
    "It is a hosted service with usage-based pricing per hour of recording; the Calendar API is free."
   ],
   "maker": "Recall.ai",
   "links": {
    "docs": "https://docs.recall.ai/",
    "pricing": "https://www.recall.ai/pricing"
   },
   "page": "https://aiolum.com/tool/recall-ai/"
  },
  {
   "slug": "screenshotone",
   "name": "ScreenshotOne",
   "job": "running",
   "definition": "A screenshot API: a program sends a web address and receives a clean image, PDF or scrolling video of that page, rendered on ScreenshotOne's servers.",
   "url": "https://screenshotone.com/",
   "price": "Basic: US$17 a month (monthly billing, excluding VAT) for 2,000 screenshots, then US$0.009 per extra screenshot",
   "readOn": "2026-10-28",
   "freeTier": "yes, 100 free screenshots a month",
   "about": [
    "ScreenshotOne is a website rendering API, a hosted service that turns web pages into screenshots, PDFs and videos on request. Dmytro Krasun founded it in May 2022 and runs it as a bootstrapped, customer-funded business. Customers use it for website previews, personalized marketing, content analysis and AI agents that need to see web pages.",
    "A program sends an HTTP request to api.screenshotone.com with the page address and options, or uses a library for Java, Go, Node.js, PHP, Python, Ruby or C#. ScreenshotOne loads the page in a browser on its own servers, so the customer runs no browsers. One option blocks ads, cookie banners and chat widgets, using a database of more than 50,000 rules. Other options request dark mode, hide elements, click on elements, inject custom JavaScript and CSS, set any screen size or a Retina display, and capture full pages with lazy-loaded images. Output formats include PNG, WebP, JPEG and PDF; higher plans add scrolling videos. No-code tools such as Zapier and Make connect to it.",
    "Pricing is a monthly subscription with a quota of screenshots and a price for each extra one."
   ],
   "maker": "ScreenshotOne (Dmytro Krasun)",
   "links": {
    "docs": "https://screenshotone.com/docs/getting-started/",
    "pricing": "https://screenshotone.com/pricing/",
    "github": "https://github.com/screenshotone"
   },
   "page": "https://aiolum.com/tool/screenshotone/"
  },
  {
   "slug": "trigger-dev",
   "name": "Trigger.dev",
   "job": "running",
   "definition": "An open-source platform that runs an application's long background jobs and AI agents written in TypeScript, with retries, queues, schedules and monitoring.",
   "url": "https://trigger.dev/",
   "price": "Cloud: free plan with US$5 of monthly credit; Hobby plan US$10 a month including US$10 of compute; then usage from US$0.0000169 per second of compute plus US$0.25 per 10,000 runs",
   "readOn": "2026-10-28",
   "freeTier": "yes, US$5 of credit a month",
   "about": [
    "Trigger.dev is an open-source platform for durable background jobs, workflows and AI agents written in TypeScript. Durable means that a job survives failures: it is retried, and it keeps its state across crashes and new deployments.",
    "A developer writes tasks, functions that can run for a long time, in a trigger folder of the project; the code is bundled and deployed to Trigger.dev's managed workers. The application then starts a task, or a schedule (cron) starts it. Runs have no maximum duration and no timeouts. The platform provides queues that limit how many tasks run at once, retries, idempotency (a repeated request does not run the same work twice), and alerts by email, Slack or webhooks when a task fails. Its Realtime API shows the status of a run in the application and streams LLM responses to users. Each deploy is an atomic version, so started tasks are not affected by new code.",
    "The code is open source under the Apache 2.0 license and can be self-hosted. The hosted cloud has a free plan and monthly plans, plus pay-per-use charges for each second of compute and each run."
   ],
   "maker": "Trigger.dev",
   "links": {
    "docs": "https://trigger.dev/docs/introduction",
    "pricing": "https://trigger.dev/pricing",
    "github": "https://github.com/triggerdotdev/trigger.dev"
   },
   "page": "https://aiolum.com/tool/trigger-dev/"
  },
  {
   "slug": "xano",
   "name": "Xano",
   "job": "running",
   "definition": "A hosted backend platform where an app's database, APIs and server logic are built in a visual editor, in code or by an AI agent, and run without managing servers.",
   "url": "https://www.xano.com/",
   "price": "Essential plan US$85 a month billed yearly (US$99 billed monthly); free plan limited to 10 API requests per 20 seconds",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan for development and testing",
   "about": [
    "Xano is a backend-as-a-service platform: it hosts the backend of an application, meaning the database, the APIs (addresses that the app's frontend calls over the internet) and the business logic, so the team does not manage servers. It runs on Postgres, Redis, Docker and Kubernetes.",
    "A backend can be built in three ways, and each one shows what the others made: in a visual editor where logic is assembled as a Function Stack on a canvas, in XanoScript code with a CLI and an IDE, or by an AI agent. The built-in Xano Agent takes a request for tables, APIs and login rules, writes the XanoScript and shows a plan for review; outside agents such as Claude Code and Cursor connect through the Xano MCP server. Xano generates REST APIs with OpenAPI documentation and can also build MCP servers and AI agents. Releases are versioned deploy objects with rollback, and request history and tracing show where a failure happened.",
    "Xano is a hosted service with a free plan for development and testing and monthly or yearly paid plans; Enterprise customers can self-host."
   ],
   "maker": "Xano",
   "links": {
    "docs": "https://docs.xano.com",
    "pricing": "https://www.xano.com/pricing/"
   },
   "page": "https://aiolum.com/tool/xano/"
  },
  {
   "slug": "zapier",
   "name": "Zapier",
   "job": "running",
   "definition": "A no-code automation platform that connects over 9,000 web apps: when an event happens in one app, Zapier runs set actions in others.",
   "url": "https://zapier.com/",
   "price": "Professional plan from US$19.99 a month, billed yearly; Team plan from US$69 a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, 100 tasks a month",
   "about": [
    "Zapier is a no-code automation platform: it connects more than 9,000 web apps so that work moves between them without code and without a person. It also calls itself an AI orchestration platform, a system that coordinates AI models and agents with ordinary software steps.",
    "The central unit is a Zap, an automated workflow made of one trigger and one or more actions. Zapier checks for new trigger events at a set polling interval, from 15 minutes on the free plan to 1 minute on higher plans, or receives them through webhooks. Steps can filter data, branch into paths, run short code, or let AI write and summarize text. Related products include Tables for stored data, Forms that start workflows, Agents, Chatbots, and Zapier MCP, which lets AI tools such as Claude, ChatGPT and Cursor use Zapier's app connections.",
    "Zapier is a hosted service. Plans are subscriptions priced by the number of tasks per month, where a task is one action that a Zap completes; a free plan exists."
   ],
   "maker": "Zapier",
   "links": {
    "docs": "https://platform.zapier.com/",
    "pricing": "https://zapier.com/pricing",
    "github": "https://github.com/zapier"
   },
   "page": "https://aiolum.com/tool/zapier/"
  },
  {
   "slug": "zendesk",
   "name": "Zendesk",
   "job": "running",
   "definition": "A customer service platform: a help desk where support teams receive, route and answer customer requests from email, chat, phone and social media, with AI agents and add-on apps.",
   "url": "https://www.zendesk.com/",
   "price": "Support Team plan US$19 per agent a month, billed yearly; Suite Team with AI agents US$55 per agent a month, billed yearly",
   "readOn": "2026-10-28",
   "freeTier": "free trial only",
   "about": [
    "Zendesk is a customer service platform built around a help desk, also called a ticketing system: software that turns every customer request into a ticket, a record that is tracked until the request is resolved. The Zendesk home page says that over 80,000 companies use it.",
    "Requests arrive by email, messaging and live chat, phone and social media, and Zendesk brings them into one workspace. Routing assigns each ticket to the most qualified agent; agents see the customer's recent interactions and use pre-written responses and a knowledge base; automations and triggers handle routine steps; prebuilt dashboards report on ticket volume and agent performance. Zendesk AI agents answer and resolve requests on their own, and a Copilot assistant helps human agents. The Zendesk Marketplace lists over 1,800 apps, partners and integrations that a business installs into its Zendesk account; Zendesk also offers APIs for developers.",
    "Zendesk is a hosted service sold as a subscription per agent per month, billed monthly or yearly, with a free trial."
   ],
   "maker": "Zendesk",
   "links": {
    "pricing": "https://www.zendesk.com/pricing/"
   },
   "page": "https://aiolum.com/tool/zendesk/"
  },
  {
   "slug": "zernio",
   "name": "Zernio",
   "job": "running",
   "definition": "A unified social media API, formerly called Late: one integration lets a program post and schedule content, answer messages and read analytics on many social networks.",
   "url": "https://zernio.com/",
   "price": "Usage-based: first 2 connected accounts free, then US$6 a month per account for accounts 3 to 10 (lower rates above 10)",
   "readOn": "2026-10-28",
   "freeTier": "yes: 2 connected accounts",
   "about": [
    "Zernio is a unified social media API: one programming interface that software calls to publish on many social networks, instead of integrating each network's own API. It is made by a team of 9 people in Spain, with headquarters in Girona, and was founded in 2025. It was called Late until a rebrand; getlate.dev now redirects to zernio.com.",
    "A program sends one request, for example POST /v1/posts with text, media and a list of connected accounts, and Zernio publishes the post on the chosen networks, now or at a scheduled time; 16 networks are supported. A LinkedIn user connects a personal profile or a company page through OAuth, the login flow that grants an app access to an account. Zernio then posts at the set time, retries on failure and reports the result by webhook, an HTTP message to the developer's server. The same API answers comments and direct messages, reads analytics and runs ads on 8 ad networks. An MCP server lets AI agents call it.",
    "Zernio is a hosted service billed each month per connected account, with every feature included; the first 2 accounts are free."
   ],
   "maker": "Zernio (formerly Late)",
   "links": {
    "docs": "https://docs.zernio.com/",
    "pricing": "https://zernio.com/pricing",
    "github": "https://github.com/zernio-dev"
   },
   "aka": [
    "Late"
   ],
   "page": "https://aiolum.com/tool/zernio/"
  },
  {
   "slug": "2captcha",
   "name": "2Captcha",
   "job": "running",
   "definition": "A CAPTCHA-solving service with an API: a program sends a CAPTCHA from a web page and receives the answer, solved by AI models or human workers, and pays per thousand solved.",
   "url": "https://2captcha.com/",
   "price": "Pay per use: from US$1 per 1,000 solved CAPTCHAs (reCAPTCHA v2: US$1 to US$2.99 per 1,000; image CAPTCHAs from US$0.50 per 1,000)",
   "readOn": "2026-10-28",
   "freeTier": "none stated",
   "about": [
    "2Captcha is a CAPTCHA-solving service. A CAPTCHA is a test on a web page, such as distorted text, an image grid or Google's reCAPTCHA, that tries to tell human visitors from automated programs. 2Captcha solves these tests for software that has to pass them, for example in automated testing.",
    "A developer uploads the CAPTCHA through the API and receives an ID; the service solves it, and the program then requests the answer with that ID. Most tasks are solved automatically by AI models, and a task that the AI cannot solve with enough confidence goes to human workers. The service handles many types, including reCAPTCHA v2, v3 and Enterprise, Cloudflare Turnstile, image CAPTCHAs, Arkose Labs (FunCaptcha) and Amazon CAPTCHA. Official SDKs exist for Python, JavaScript, Go, Ruby, C++, PHP, Java and C#, there are examples for Selenium, Puppeteer and Playwright, and browser extensions solve CAPTCHAs in Chrome, Firefox, Edge and Opera. The company also sells proxies and web scraping tools.",
    "Billing is pay per use: a price per 1,000 solved CAPTCHAs that depends on the type, and only solved CAPTCHAs are charged."
   ],
   "maker": "2Captcha",
   "links": {
    "docs": "https://2captcha.com/api-docs",
    "pricing": "https://2captcha.com/pricing",
    "github": "https://github.com/2captcha"
   },
   "page": "https://aiolum.com/tool/2captcha/"
  },
  {
   "slug": "360dialog",
   "name": "360Dialog",
   "job": "running",
   "definition": "An official Meta partner that gives businesses and software makers access to the WhatsApp Business API, hosts their WhatsApp numbers and charges a monthly fee per number.",
   "url": "https://360dialog.com/",
   "price": "WhatsApp API from €49 per number a month (Regular plan), plus Meta's WhatsApp messaging fees",
   "readOn": "2026-10-28",
   "freeTier": "none stated",
   "about": [
    "360Dialog is a provider of WhatsApp API infrastructure, made by 360dialog GmbH, a German company founded in Berlin in 2012. As an official Meta Solution Partner, it connects businesses and software platforms to the WhatsApp Business Platform, Meta's API (an interface that another program calls over the internet) for sending and receiving WhatsApp messages from a business number. Its site counts over 100,000 businesses and over 2 billion messages a month.",
    "A business is verified by Meta during sign-up and connects its WhatsApp number, or migrates it from another provider with the same number. Developers then get full access to the API and to webhooks, which deliver incoming messages to the application, plus integrations with Zapier, Make and n8n and an MCP server for AI agents. The Partner Platform lets software vendors and resellers offer WhatsApp to many clients; a marketplace matches businesses with messaging tools from partners; Performance Messaging runs marketing campaigns, and 360Pilot measures their results. 360Dialog builds no chatbots itself.",
    "Pricing is a monthly fee per phone number, plus Meta's own WhatsApp messaging fees, passed on without markup."
   ],
   "maker": "360dialog GmbH",
   "links": {
    "pricing": "https://360dialog.com/pricing"
   },
   "aka": [
    "360dialog"
   ],
   "page": "https://aiolum.com/tool/360dialog/"
  },
  {
   "slug": "agentmail",
   "name": "AgentMail",
   "job": "running",
   "definition": "An email API for AI agents: a program creates real email inboxes with one call, then sends, receives and threads messages through them.",
   "url": "https://www.agentmail.to/",
   "price": "Free for 3 inboxes and 3,000 emails a month; Developer plan US$20 a month (monthly billing) for 10 inboxes and 10,000 emails a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, 3 inboxes and 3,000 emails a month",
   "about": [
    "AgentMail, from AgentMail, Inc., is email infrastructure built for AI agents, that is, programs that use a language model to act on their own. Instead of adding AI to a person's mailbox, it gives each agent an inbox of its own, created through an API (an interface that another program calls over the internet).",
    "One API call provisions a dedicated inbox. The agent then sends and receives messages, keeps replies and forwards grouped in threads, and handles attachments. Incoming email can trigger workflows through webhooks (HTTP calls to the customer's server) or websockets. Access comes through SDKs for Python and TypeScript, a command-line tool, an MCP server and an SMTP relay. Permissions limit which inboxes an agent can read or send from, and Pods keep each customer's inboxes and domains in a separate workspace. The service is SOC 2 Type II compliant.",
    "AgentMail is a hosted service with a free plan and monthly or yearly subscriptions priced by the number of inboxes, emails and custom domains."
   ],
   "maker": "AgentMail, Inc.",
   "links": {
    "docs": "https://docs.agentmail.to",
    "pricing": "https://www.agentmail.to/pricing",
    "github": "https://github.com/agentmail-to"
   },
   "page": "https://aiolum.com/tool/agentmail/"
  },
  {
   "slug": "albato",
   "name": "Albato",
   "job": "running",
   "definition": "An embedded integration platform: a software company puts Albato's white-label workflow builder, 1,000+ app connectors and AI agents inside its own product.",
   "url": "https://albato.com/",
   "price": "Embedded plans from US$3,000 a month (Starter, monthly billing; 10% discount for annual billing); separate self-serve plans for individuals",
   "readOn": "2026-10-28",
   "freeTier": "free proof of concept on the Enterprise plan",
   "about": [
    "Albato, from Albato Limited, is an embedded iPaaS (integration platform as a service: a hosted service that connects applications through their APIs and runs automated workflows between them). Embedded means a software company places Albato's integration features inside its own product under its own brand, so its customers build automations without leaving that product. Albato also sells a self-serve automation platform for teams and individuals.",
    "The library has more than 1,000 pre-built connectors with over 20,000 actions across CRM, marketing, sales, HR, accounting and productivity apps. A company ships Albato's ready-made workflow builder in a white-label iFrame, or calls triggers and actions from its own interface through a headless API. A universal MCP server lets AI agents reach all connectors through one protocol, and a chat copilot builds workflows from plain-language requests.",
    "Embedded plans are monthly subscriptions: a platform fee plus a usage fee based on active users or connectors."
   ],
   "maker": "Albato Limited",
   "links": {
    "docs": "https://albato.com/wiki/embedded-documentation",
    "pricing": "https://albato.com/embedded/pricing"
   },
   "page": "https://aiolum.com/tool/albato/"
  },
  {
   "slug": "algolia",
   "name": "Algolia",
   "job": "running",
   "definition": "A hosted search service: a business sends its content to Algolia's servers and adds a search box with AI-ranked results to its website or app.",
   "url": "https://www.algolia.com/",
   "price": "Grow plan: free up to 10,000 search requests a month and 100,000 records, then US$0.50 per additional 1,000 search requests",
   "readOn": "2026-10-28",
   "freeTier": "yes, 10,000 search requests a month",
   "about": [
    "Algolia is a hosted search and retrieval platform from Algolia. A business sends its data, such as products, articles or help pages, to Algolia as records in an index (a data structure built so that queries return matches quickly). Its website or app then sends each search query to Algolia's API and shows the ranked results. A crawler can also read a website's HTML pages and index them automatically.",
    "Algolia offers keyword search, product recommendations, personalization, A/B testing and search analytics. UI libraries supply ready-made search boxes and result lists. AI features include AI ranking, NeuralSearch, Ask AI, which gives conversational answers in the search bar, Generative Experiences for conversational answers built with RAG (retrieval-augmented generation: the system first retrieves relevant records and then has a language model answer from them), and Agent Studio for building AI agents. The service runs in 70+ data centers across 17 regions.",
    "Algolia is a hosted service billed pay as used: each plan includes a monthly number of search requests and records, and usage above that is charged per thousand."
   ],
   "maker": "Algolia",
   "links": {
    "docs": "https://www.algolia.com/doc",
    "pricing": "https://www.algolia.com/pricing"
   },
   "page": "https://aiolum.com/tool/algolia/"
  },
  {
   "slug": "alibaba-com",
   "name": "Alibaba.com",
   "job": "running",
   "definition": "A global B2B marketplace where businesses find manufacturers and wholesale suppliers, compare product listings, request quotes and place orders.",
   "url": "https://www.alibaba.com/",
   "price": "Free for buyers; supplier memberships priced by region (not listed)",
   "readOn": "2026-10-28",
   "freeTier": "free membership for buyers",
   "about": [
    "Alibaba.com is a B2B (business-to-business) marketplace: a website where companies buy goods in bulk from manufacturers, wholesalers and exporters. It was founded in 1999 as the first business of Alibaba Group. Its about page counts over 200 million products from more than 200,000 suppliers in 40+ categories, with buyers in 190+ countries and the site in 16 languages.",
    "A buyer searches product listings or suppliers, messages suppliers, orders samples or posts an RFQ (request for quotation), to which suppliers reply with offers. Trade Assurance protects payments and delivery from payment to receipt, and the site offers logistics services and an image search browser extension that finds similar products. Verified Supplier tags show suppliers checked on site by inspection firms such as SGS and TÜV.",
    "Buyers join under a free membership agreement. Suppliers pay for tiered memberships, Gold Supplier and Verified Supplier, whose prices vary by region; there is no commission on offline orders."
   ],
   "maker": "Alibaba Group",
   "links": {
    "pricing": "https://seller.alibaba.com/pricing"
   },
   "page": "https://aiolum.com/tool/alibaba-com/"
  },
  {
   "slug": "amazon-ads-api",
   "name": "Amazon Ads API",
   "job": "running",
   "definition": "Amazon's REST API for advertising: approved software reads and changes Amazon ad campaigns, bids and budgets and downloads ad performance reports.",
   "url": "https://advertising.amazon.com/about-api",
   "price": "Free: no API fee; normal Amazon selling fees and ad campaign costs apply",
   "readOn": "2026-10-28",
   "freeTier": "free to use the API",
   "about": [
    "The Amazon Ads API is a REST API (an interface that other programs call over HTTP) from Amazon Ads. It lets software manage the advertising resources of an Amazon advertiser: create and change campaigns, adjust bids, keywords and budgets, and download reports on ad activity, without using the Amazon Ads console by hand.",
    "It gives programmatic access to sponsored ads, streaming TV, Display, Video and Audio ads, Amazon Marketing Cloud and Amazon Marketing Stream. Typical uses are custom reporting dashboards, automatic bid and keyword optimization and always-on budget rules. Users are solution providers that sell such tools to sellers and agencies, agencies with engineers, and large advertisers. Access needs an application and approval: partners apply through the Amazon Ads Partner Network, direct advertisers for their own account. Test accounts let developers try calls without showing real ads.",
    "Amazon charges no extra fee for the API; users pay only normal selling fees and the cost of their ad campaigns."
   ],
   "maker": "Amazon Ads (Amazon)",
   "links": {
    "docs": "https://advertising.amazon.com/API/docs/en-us/get-started/overview",
    "github": "https://github.com/amzn/ads-advanced-tools-docs"
   },
   "page": "https://aiolum.com/tool/amazon-ads-api/"
  },
  {
   "slug": "amazon-cloudfront",
   "name": "Amazon CloudFront",
   "job": "running",
   "definition": "Amazon Web Services' content delivery network: it caches a website's images, files, video and API responses on servers worldwide and serves them close to each visitor.",
   "url": "https://aws.amazon.com/cloudfront/",
   "price": "Flat-rate plans: free plan at US$0 a month (1 million requests, 100 GB); Pro plan US$15 a month per distribution; pay-as-you-go billing also offered",
   "readOn": "2026-10-28",
   "freeTier": "yes, free flat-rate plan with 1 million requests and 100 GB a month",
   "about": [
    "Amazon CloudFront is a CDN (content delivery network: a set of servers in many cities that keep copies of a site's files and serve each visitor from a nearby server) from Amazon Web Services. Viewers connect to the nearest of more than 750 points of presence; CloudFront answers from its cache or forwards the request to the origin, the server or storage that holds the original content, such as Amazon S3, a load balancer or any public URL.",
    "It delivers static and dynamic web content, APIs (including WebSockets and gRPC), live and on-demand video and software updates. Security features include traffic encryption, access controls, AWS WAF (a web application firewall) and AWS Shield Standard against DDoS attacks at no extra charge. Small serverless functions can run at the edge to change requests and responses. Data transfer from AWS origins to CloudFront is free.",
    "CloudFront is billed either by actual usage of each service or through flat-rate monthly plans per distribution that include a usage allowance and have no overage charges."
   ],
   "maker": "Amazon Web Services",
   "links": {
    "docs": "https://docs.aws.amazon.com/AmazonCloudFront/latest/DeveloperGuide/GettingStarted.html",
    "pricing": "https://aws.amazon.com/cloudfront/pricing/"
   },
   "page": "https://aiolum.com/tool/amazon-cloudfront/"
  },
  {
   "slug": "amazon-s3",
   "name": "Amazon S3",
   "job": "running",
   "definition": "Amazon Web Services' object storage service: a program stores files of any size in cloud buckets and reads them back over the internet, paying per gigabyte stored.",
   "url": "https://aws.amazon.com/s3/",
   "price": "Pay per use: S3 Standard storage US$0.023 per GB a month for the first 50 TB (US East, N. Virginia), plus request and data transfer charges",
   "readOn": "2026-10-28",
   "freeTier": "yes, AWS Free Tier",
   "about": [
    "Amazon S3 (Simple Storage Service) is an object storage service from Amazon Web Services. Object storage keeps each file as an object (the data plus metadata, found by a key) inside a container called a bucket, instead of in a folder tree on one disk. Programs store and read objects over the internet; the uses AWS names include data lakes for analytics, cloud-native applications and mobile apps.",
    "S3 grows and shrinks automatically, so no storage has to be reserved in advance. AWS states that it is designed for 99.999999999% (11 nines) data durability and 99.99% availability, and data is encrypted by default. Storage classes trade price against access speed, from S3 Standard for frequently used data to S3 Glacier Deep Archive; S3 Intelligent-Tiering moves objects between tiers by access pattern. Newer features include S3 Tables for Apache Iceberg tables and S3 Vectors for vector search.",
    "S3 is billed by usage: per gigabyte stored each month, by storage class and region, plus charges for requests and data transfer."
   ],
   "maker": "Amazon Web Services",
   "links": {
    "pricing": "https://aws.amazon.com/s3/pricing/"
   },
   "page": "https://aiolum.com/tool/amazon-s3/"
  },
  {
   "slug": "amazon-selling-partner-api",
   "name": "Amazon Selling Partner API",
   "job": "running",
   "definition": "Amazon's REST API for sellers and vendors: an authorized application reads and updates a seller's orders, inventory, listings, prices, payments and reports.",
   "url": "https://developer.amazonservices.com/",
   "price": "No API fee; Amazon decided not to introduce its planned annual and usage fees for third-party developers",
   "readOn": "2026-10-28",
   "freeTier": "free; no API fee in effect",
   "about": [
    "The Selling Partner API (SP-API) is a REST API (an interface that other programs call over HTTP) from Amazon. It gives Amazon sellers and vendors, and the applications they authorize, programmatic access to their own business data: orders, shipments, payments, inventory, listings, prices, financial transactions and reports.",
    "With it a developer builds applications that process orders and send shipping confirmations, track inventory across warehouses, create listings, update prices, and fetch financial transactions, tax information and invoices. Notifications send alerts when orders are placed or shipping status changes. The Data Kiosk API returns sales and traffic data. A developer registers once; each seller then grants access through an OAuth authorization workflow (a standard way to give an app limited access without sharing a password) from the Selling Partner Appstore or the developer's website. Amazon supplies tools to generate SDKs and a sandbox for testing.",
    "Amazon offers the API without a fee: it had announced annual and usage fees for third-party developers, then decided not to move forward with them."
   ],
   "maker": "Amazon (Amazon.com Services LLC)",
   "links": {
    "docs": "https://developer-docs.amazon/sp-api/",
    "github": "https://github.com/amzn/selling-partner-api-models"
   },
   "page": "https://aiolum.com/tool/amazon-selling-partner-api/"
  },
  {
   "slug": "anchor-browser",
   "name": "Anchor Browser",
   "job": "running",
   "definition": "A cloud browser service for AI agents: a program starts managed Chromium browsers in the cloud that navigate websites, log in, fill forms and extract data.",
   "url": "https://anchorbrowser.io/",
   "price": "Free plan with 5 credits a month; Starter US$50 a month with 50 credits and up to 25 concurrent browsers, US$1.00 per extra credit",
   "readOn": "2026-10-28",
   "freeTier": "yes, 5 credits a month and up to 5 concurrent browsers",
   "about": [
    "Anchor Browser, from Anchor, is cloud browser infrastructure for AI agents and automation. A cloud browser is a real web browser that runs on the provider's servers and is controlled by a program, so an agent can use websites that offer no API. Anchor runs Anchor Chromium, its own fork of the Chromium browser, in many sessions in parallel.",
    "A program starts a session and controls it over CDP (Chrome DevTools Protocol, the interface that tools such as Playwright and Puppeteer use) or a REST API, or gives a task in plain language that Anchor's agent carries out. Managed authentication keeps users logged in across sessions, including accounts with MFA. Other features are residential proxies for chosen locations, captcha solving, session recordings, and a live view that a product can embed so users watch the browser work. SDKs exist for Node.js and Python, plus an MCP server.",
    "Anchor is a hosted service with a free plan and monthly subscriptions that include credits; extra credits are charged per use."
   ],
   "maker": "Anchor",
   "links": {
    "docs": "https://docs.anchorbrowser.io/introduction",
    "pricing": "https://anchorbrowser.io/#pricing"
   },
   "page": "https://aiolum.com/tool/anchor-browser/"
  },
  {
   "slug": "apple-music",
   "name": "Apple Music",
   "job": "running",
   "definition": "Apple's paid music streaming service with over 100 million songs; other apps can read its catalog and create playlists in a user's library through MusicKit.",
   "url": "https://www.apple.com/apple-music/",
   "price": "Individual plan: US$11.99 a month (family US$19.99, student US$6.99)",
   "readOn": "2026-10-28",
   "freeTier": "first month free for new subscribers",
   "about": [
    "Apple Music is a music streaming service from Apple, sold as a monthly subscription. It gives access to over 100 million songs without ads, with downloads for offline listening, Spatial Audio with Dolby Atmos, lossless audio, real-time lyrics, curated playlists, radio shows and personalized recommendations. It runs on Apple devices and also on Android, Windows, Sonos speakers, smart TVs and the web at music.apple.com.",
    "Other apps connect to it through MusicKit, Apple's developer toolkit for Apple Music. The Apple Music API searches the catalog for songs, albums, artists, playlists and charts. When a user gives permission, an app can add songs to that user's library and create or modify playlists, and it can check whether the user has an active subscription or offer a trial. Requests are signed with developer tokens made from a private key. MusicKit is available as a Swift framework for Apple platforms, as a JavaScript library for the web and as an SDK for Android.",
    "Listeners pay a monthly subscription (individual, family or student plans), with a free first month for new subscribers."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/musickit/"
   },
   "page": "https://aiolum.com/tool/apple-music/"
  },
  {
   "slug": "apple-podcasts",
   "name": "Apple Podcasts",
   "job": "running",
   "definition": "Apple's podcast app and directory, where listeners find, follow and play millions of shows and creators publish their shows from an RSS feed.",
   "url": "https://www.apple.com/apple-podcasts/",
   "price": "Free to listen; some shows sell paid subscriptions",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Apple Podcasts is Apple's podcast app and catalog. It is installed on iPhone, iPad, Mac, Apple Watch, Apple TV and Apple Vision Pro, works in CarPlay and on the web at podcasts.apple.com, and lists millions of shows from large publishers and independent creators. Editors curate collections, Top Charts show the most popular shows and episodes, and recommendations follow each listener's interests. Episodes can be audio or video, with transcripts and offline downloads.",
    "A show reaches Apple Podcasts as an RSS feed, an XML file at a public address that lists the episodes and the location of each audio or video file. The feed can be generated and hosted by the creator or issued by a hosting provider, and it must follow the RSS 2.0 specification and Apple's technical requirements. The creator submits the feed through an Apple Podcasts Connect account. Creators also get analytics and can sell paid subscriptions with ad-free listening and bonus content.",
    "Listening to most shows is free. Paid subscriptions are monthly or annual, and the creator receives 70 percent of the fee, rising to 85 percent after a subscriber has paid for one year."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://podcasters.apple.com/"
   },
   "page": "https://aiolum.com/tool/apple-podcasts/"
  },
  {
   "slug": "backblaze",
   "name": "Backblaze",
   "job": "running",
   "definition": "A cloud backup and storage company: its program copies a computer's files to Backblaze's data centers, and its B2 service stores data for apps.",
   "url": "https://www.backblaze.com/",
   "price": "Computer Backup: US$99 a year (Personal or Business, yearly billing); B2 Cloud Storage from US$6.95 per TB a month",
   "readOn": "2026-10-28",
   "freeTier": "free trial",
   "about": [
    "Backblaze is a cloud storage company with two main products. Computer Backup is a backup service: a small program on a Mac or Windows computer copies the files to Backblaze's data centers, so that they can be restored when the originals are lost. B2 Cloud Storage is object storage, a service that keeps files as objects reached over the internet; it is S3 compatible, which means programs written for Amazon S3 can use it.",
    "Computer Backup runs automatically and continuously. It backs up all user-generated data on the computer and on connected external drives, with no limit on file type or size. A 2048-bit public/private key pair protects the AES-128 key that encrypts the data, and a user can add a private key. Restores come through the web as zip files of up to 500 GB, or on an encrypted USB drive that is mailed free if it is returned within 30 days. Business accounts add central management of many users.",
    "Both are hosted services. Computer Backup is a flat subscription per computer with unlimited data; B2 is billed per terabyte stored each month."
   ],
   "maker": "Backblaze",
   "links": {
    "docs": "https://www.backblaze.com/docs",
    "pricing": "https://www.backblaze.com/cloud-backup/pricing",
    "github": "https://github.com/backblaze"
   },
   "page": "https://aiolum.com/tool/backblaze/"
  },
  {
   "slug": "base",
   "name": "Base",
   "job": "running",
   "definition": "A public blockchain built by Coinbase, an Ethereum layer 2, on which apps and AI agents make low-fee payments and stablecoin transfers that settle in under a second.",
   "url": "https://www.base.org/",
   "price": "Pay per transaction: network fees of less than one US cent per transaction",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Base is a public blockchain built by Coinbase. A blockchain is a shared ledger, kept in agreement by many computers, that records transfers of money and tokens so that they cannot be changed later. Base is an Ethereum L2 (layer 2): a network that processes transactions on its own and records its results on a larger base chain, here Ethereum.",
    "Apps connect to Base Mainnet, or to the Base Sepolia test network, through RPC endpoints (the addresses to which programs send blockchain requests). Stablecoin issuance, payments and compliance controls are built into the chain, so a project does not have to write and audit its own contracts for them. A stablecoin is a token that keeps the value of a currency such as the US dollar. Transactions settle in under a second and cost less than one cent. Base also supports payments made by AI agents, agent wallets with spending limits, and tokens for real-world assets such as stocks.",
    "Base is open to all. Users pay a small network fee for each transaction and bring funds from a Coinbase account or over a bridge from another chain."
   ],
   "maker": "Coinbase",
   "links": {
    "docs": "https://docs.base.org/get-started/base",
    "github": "https://github.com/base"
   },
   "page": "https://aiolum.com/tool/base/"
  },
  {
   "slug": "blaxel",
   "name": "Blaxel",
   "job": "running",
   "definition": "Cloud infrastructure for AI agents: it gives each agent a sandbox, a fast-starting virtual machine in which the agent runs code or hosts an app.",
   "url": "https://blaxel.ai/",
   "price": "Pay per use: sandboxes US$0.0000115 per GB of RAM per second of active time; up to US$200 in free credits",
   "readOn": "2026-10-28",
   "freeTier": "up to US$200 in free credits",
   "about": [
    "Blaxel is cloud infrastructure for autonomous AI agents. Its core unit is the sandbox: a microVM, which is a small virtual machine with its own operating system kernel, isolated from other workloads. An agent uses the sandbox as its own computer, and each microVM serves one agent, app or job.",
    "A sandbox boots in milliseconds. When it is idle, Blaxel suspends it and keeps a snapshot of its memory and file system; it resumes in about 25 milliseconds with its full state. Developers create and control sandboxes through Python, TypeScript and Go SDKs or an HTTP API. Other products are batch jobs that spread thousands of tasks across sandboxes, private MCP servers, storage that lasts between runs (volumes and a shared Agent Drive), outbound network rules with static IP addresses, and a model gateway that gives one endpoint for many AI model providers.",
    "It is a hosted service billed by use: active compute is charged per GB of memory per second, and suspended time costs nothing. New accounts get free credits; custom plans add private networking and the option to bring their own hardware."
   ],
   "maker": "Blaxel",
   "links": {
    "docs": "https://docs.blaxel.ai/Get-started",
    "pricing": "https://blaxel.ai/pricing",
    "github": "https://github.com/blaxel-ai"
   },
   "page": "https://aiolum.com/tool/blaxel/"
  },
  {
   "slug": "blender",
   "name": "Blender",
   "job": "running",
   "definition": "Free and open-source 3D creation software for modeling, sculpting, rendering, animation and visual effects, controllable through a Python API.",
   "url": "https://www.blender.org/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Blender is free and open-source 3D computer graphics software, a community project coordinated by the Blender Foundation and funded mainly by donations. It covers the whole 3D pipeline in one program: modeling, sculpting, UV unwrapping (mapping a flat image onto a 3D surface), rigging and animation, rendering, camera tracking for visual effects, and 2D drawing inside the 3D scene.",
    "Models are built from meshes, sets of points, edges and faces, edited with tools such as edge slide, inset and bridge fill, or shaped with sculpting brushes. Cycles, the built-in path-tracing render engine, computes how light travels through the scene to produce realistic images on the CPU or the GPU. The interface and many tools are controlled through Python, and a public Python API lets developers write their own tools, add-ons and extensions. Blender is downloaded and runs on the user's own computer.",
    "It is free software under the GNU General Public License (GPL) and may be used for any purpose, including commercial work. The Blender Foundation is funded by Development Fund memberships and donations."
   ],
   "maker": "Blender Foundation and the Blender community (open source)",
   "links": {
    "docs": "https://docs.blender.org/manual/"
   },
   "page": "https://aiolum.com/tool/blender/"
  },
  {
   "slug": "bluerock",
   "name": "BlueRock",
   "job": "running",
   "definition": "A security platform for AI agents: it scans agents, tools and MCP servers for risks, then watches and controls what agents do in production.",
   "url": "https://www.bluerock.io/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "free scan",
   "about": [
    "BlueRock is a security and runtime platform for AI agents, made by BlueRock Security Inc. An AI agent is a program in which a language model decides which tools to call and which actions to take. MCP (Model Context Protocol) is a standard through which agents reach tools and data provided by MCP servers.",
    "BlueRock works at two stages. Before use, it scans agents, skills, tools and MCP servers and shows their capabilities, permissions, dependencies, ownership and risk; its Agentic Trust Registry collects this information. While agents run, it records their actions and tool calls (observability), applies guardrails, which are policies that stop risky actions in real time, and runs agent-generated code and commands in isolated environments. It also tracks token use and model spend for each agent. It fits next to coding tools such as Claude Code, Cursor, Codex and VS Code, and its developer hub offers MCP Python Hooks and the NOVA microhypervisor.",
    "It is a commercial platform. A first scan is free; the pricing link leads to a contact form, and the site shows no price."
   ],
   "maker": "BlueRock Security Inc.",
   "links": {
    "docs": "https://docs.bluerock.io/"
   },
   "page": "https://aiolum.com/tool/bluerock/"
  },
  {
   "slug": "boat",
   "name": "boat",
   "job": "running",
   "definition": "A cloud sandbox service for AI agents: each sandbox is a persistent Linux virtual machine that an agent or a person controls by CLI, API or SSH.",
   "url": "https://boat.dev/",
   "price": "From US$20 a month (minimum), billed per second while sandboxes run: US$0.036 an hour for the default 4 vCPU / 8 GB size",
   "readOn": "2026-10-28",
   "freeTier": "7-day free trial (25 compute hours)",
   "about": [
    "boat is a cloud sandbox service built for AI agents, for programs and for people. A sandbox here is a persistent virtual machine: a full Ubuntu Linux computer in the cloud with SSH and SCP access, Docker inside, its own IP address, a 60 fps virtual desktop and disk-level forking from a snapshot. The company is backed by Y Combinator.",
    "A user or an agent creates a sandbox with the boat CLI, the HTTP API or the Python and TypeScript SDKs. Docker, VS Code, Chrome, the GitHub CLI, Rust, Node.js and Bun come pre-installed, and coding agents such as Claude Code, Codex or OpenCode can run inside. Commands start a sandbox, connect by SSH, send a prompt to an agent inside, fork a sandbox from a snapshot, open the desktop and stop the machine. A stopped sandbox keeps its disk for 14 days and costs no machine time. Sandboxes run in EU regions (Germany, Finland and France).",
    "It is a hosted service billed per second of running time by machine size, with a monthly minimum plan and a 7-day free trial."
   ],
   "maker": "boat",
   "links": {
    "docs": "https://docs.boat.dev",
    "pricing": "https://docs.boat.dev/pricing"
   },
   "aka": [
    "Boat"
   ],
   "page": "https://aiolum.com/tool/boat/"
  },
  {
   "slug": "brave-search-api",
   "name": "Brave Search API",
   "job": "running",
   "definition": "A web search API: a program or AI agent sends a query and receives search results or compact page extracts from Brave's own web index.",
   "url": "https://brave.com/search/api/",
   "price": "Pay per use: US$5.00 per 1,000 search requests, from prepaid credits",
   "readOn": "2026-10-28",
   "freeTier": "US$5 in free credits every month",
   "about": [
    "The Brave Search API is a web search API from Brave Software, the company behind the Brave browser and Brave Search. An API (application programming interface) lets one program call another over the internet; here a program sends a search query and receives the results as JSON data. Brave answers every query from its own index of web pages and does not pass queries on to Google or Bing.",
    "Several endpoints serve different needs. Web Search returns results pages for human-facing search, and News, Image, Video and Place search cover other content. The LLM Context endpoint, built for AI agents, returns the most relevant passages from the best pages in one call, with a URL and timestamp for each source and a size of about 1,000 to 33,000 tokens. Goggles let a customer re-rank results and define custom sets of domains. An Answers endpoint returns AI-written answers with citations.",
    "The API is a hosted, pay-per-use service with prepaid credits and no subscription: credits are bought in advance and drawn down per request, and every account receives free credits each month."
   ],
   "maker": "Brave Software, Inc.",
   "links": {
    "docs": "https://api-dashboard.search.brave.com/documentation/services/llm-context",
    "pricing": "https://api-dashboard.search.brave.com/documentation/pricing",
    "github": "https://github.com/brave/"
   },
   "page": "https://aiolum.com/tool/brave-search-api/"
  },
  {
   "slug": "browserbase",
   "name": "Browserbase",
   "job": "running",
   "definition": "A cloud browser platform for AI agents: it runs real web browsers on its servers, which programs control to open sites, log in, fill forms and extract data.",
   "url": "https://www.browserbase.com/",
   "price": "From US$20 a month (Developer plan: 100 browser hours, then US$0.12 per browser hour)",
   "readOn": "2026-10-28",
   "freeTier": "yes, 1 browser hour and 3 concurrent browsers",
   "about": [
    "Browserbase is a platform from Browserbase, Inc. that runs web browsers in the cloud for AI agents and automation scripts. A cloud browser is a real web browser that runs on a provider's servers and is controlled by code instead of a person, so a program can open a page, click, log in and fill forms on sites that offer no API.",
    "One API key gives access to several services. The Browser API creates, controls and observes browser sessions; a Search API finds relevant websites for a query; a Fetch API turns any URL into HTML, JSON or Markdown; Functions deploy agents to run on a schedule or on demand; and a model gateway gives access to the major language models. Scripts written with Playwright, Puppeteer or Selenium connect to the cloud browsers, and Browserbase also makes Stagehand, an open-source framework for browser agents. Thousands of sessions can run at the same time, and paid plans include CAPTCHA solving.",
    "Browserbase is a hosted service with a free plan and monthly subscriptions that include browser hours; extra use is billed per browser hour, per search and per fetch."
   ],
   "maker": "Browserbase, Inc.",
   "links": {
    "docs": "https://docs.browserbase.com",
    "pricing": "https://browserbase.com/pricing",
    "github": "https://github.com/browserbase"
   },
   "page": "https://aiolum.com/tool/browserbase/"
  },
  {
   "slug": "browserless",
   "name": "Browserless",
   "job": "running",
   "definition": "A hosted headless browser service: programs connect through Puppeteer, Playwright or HTTP APIs to cloud browsers for scraping, automation, screenshots and PDFs.",
   "url": "https://www.browserless.io/",
   "price": "From US$25 a month, billed yearly (Prototyping plan, 20,000 units a month)",
   "readOn": "2026-10-28",
   "freeTier": "yes, 1,000 units a month",
   "about": [
    "Browserless runs headless browsers as a service. A headless browser is a real browser such as Chrome that runs without a screen and is controlled by code; libraries such as Puppeteer and Playwright drive it. Instead of installing and maintaining these browsers on its own servers, a team points its existing scripts at Browserless with a one-line change: the script calls connect() with a Browserless address and API key instead of launch().",
    "Browserless offers Chrome, WebKit and Firefox; HTTP APIs for screenshots, PDFs and downloads; an MCP server that gives AI agents search, scrape and crawl tools; and its own browser agent for multi-step tasks. Stealth fingerprints, CAPTCHA solving, residential proxies and saved logged-in profiles help scripts get past bot detection. A live debugger and dashboards show sessions and worker health.",
    "It runs in the Browserless cloud or on a company's own servers with the same API. The source code is on GitHub under the SSPL-1.0 license or a commercial license. The hosted service has a free plan and monthly plans billed in units, where one unit is up to 30 seconds of one browser connection."
   ],
   "maker": "Browserless",
   "links": {
    "docs": "https://docs.browserless.io/",
    "pricing": "https://www.browserless.io/pricing",
    "github": "https://github.com/browserless/browserless"
   },
   "page": "https://aiolum.com/tool/browserless/"
  },
  {
   "slug": "bullmq",
   "name": "BullMQ",
   "job": "running",
   "definition": "An open-source job queue library on Redis: one service adds background jobs, and worker processes run them later, with retries, delays and schedules.",
   "url": "https://bullmq.io/",
   "price": "Free and open source (MIT); BullMQ Pro from US$139 a month per deployment",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "BullMQ is an open-source message queue and background job library made by Taskforce.sh. A job queue stores units of work, called jobs, so that worker processes can run them later, outside the web request that created them. BullMQ keeps its queues in Redis, an in-memory database, or in compatible servers such as Valkey, DragonflyDB, AWS ElastiCache and Upstash; the site also names PostgreSQL as a backend.",
    "Code adds a job to a named queue, and a Worker in the same or another service takes jobs and runs them with a set concurrency. Delayed jobs run at a given time or after a delay, and job schedulers create recurring jobs from cron expressions or fixed intervals. Failed jobs retry automatically with exponential backoff. Flows link parent and child jobs, and rate limits and deduplication protect external APIs. Libraries for Node.js, Bun, Python, .NET, Rust, Elixir and PHP share the same queues.",
    "BullMQ is free under the MIT license, with no limit on workers or concurrency. BullMQ Pro, a paid drop-in replacement, adds groups, batches, observables and professional support under a per-deployment license."
   ],
   "maker": "Taskforce.sh",
   "links": {
    "docs": "https://docs.bullmq.io/",
    "github": "https://github.com/taskforcesh/bullmq"
   },
   "page": "https://aiolum.com/tool/bullmq/"
  },
  {
   "slug": "bunny-net",
   "name": "bunny.net",
   "job": "running",
   "definition": "A content delivery network and edge platform: it caches a website's files, images and videos on servers near each visitor and bills per gigabyte delivered.",
   "url": "https://bunny.net/",
   "price": "Pay as you go: from US$0.01 per GB of CDN traffic in Europe and North America; US$1 monthly minimum",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial",
   "about": [
    "bunny.net is an edge platform made by BunnyWay d.o.o. Its main product, Bunny CDN, is a content delivery network: a set of servers in many cities that keep copies of a website's files, so each visitor downloads them from a nearby point of presence (PoP) instead of from the origin server. The network has 119 PoPs on 6 continents, in 82 countries.",
    "Next to the CDN, bunny.net offers Bunny Stream for video delivery, Bunny Storage for object storage replicated around the world, Bunny Optimizer for image processing and compression, Bunny DNS, Bunny Shield for security and DDoS protection, Edge Scripting and Magic Containers for running code and apps at the edge, and a SQLite-compatible database. The CDN includes free SSL certificates, perma-caching (files kept permanently at the edge) and real-time monitoring.",
    "All products are hosted services billed by usage. The CDN bills per gigabyte delivered, with prices that depend on the region and no request fees. New accounts get a free trial."
   ],
   "maker": "BunnyWay d.o.o.",
   "links": {
    "docs": "https://bunny.net/docs",
    "pricing": "https://bunny.net/pricing"
   },
   "page": "https://aiolum.com/tool/bunny-net/"
  },
  {
   "slug": "carbon",
   "name": "Carbon",
   "job": "running",
   "definition": "A data connector API for AI apps: it pulled files and web content from sources such as Google Drive and Notion into vector databases for retrieval.",
   "url": "https://carbon.ai/",
   "price": "Pay as you go: US$0.02 per 3,125 characters synced; Professional plan US$85 a month (archive copy of 2 January 2025)",
   "readOn": "2026-10-28",
   "freeTier": "sign-up was free; pay as you go",
   "about": [
    "Carbon (carbon.ai) was a data connector service for applications built on large language models, made by JCDT, doing business as Carbon. The carbon.ai site no longer loads; this description comes from the Internet Archive copy of its home page from 2 January 2025, so the service is listed as closed.",
    "Carbon offered one API with more than 25 pre-built connectors. They ingested unstructured data, such as files from Google Drive, Notion, Dropbox or OneDrive and the text of websites, and loaded it into a vector database. A vector database stores text as embeddings, lists of numbers that capture meaning, so an AI app can find the passages closest to a question; this method is called retrieval-augmented generation (RAG). Carbon parsed more than 20 file formats into plain text and Markdown, split the text into chunks, created embeddings, synced each source on a custom schedule and offered hybrid semantic and keyword search. It also handled OAuth logins to third-party services.",
    "It was a hosted API billed per character synced, with a monthly Professional plan as an option; a self-managed deployment was available on custom contracts."
   ],
   "maker": "JCDT, doing business as Carbon",
   "status": "closed",
   "page": "https://aiolum.com/tool/carbon/"
  },
  {
   "slug": "carto",
   "name": "CARTO",
   "job": "running",
   "definition": "A location data platform; its CARTO Basemaps service supplies background map tiles, drawn from OpenStreetMap data, for web and mobile maps.",
   "url": "https://carto.com/basemaps/",
   "price": "Free up to 1 million requests a month for commercial use; Basemaps Commercial US$500 a month for up to 10 million requests",
   "readOn": "2026-10-28",
   "freeTier": "yes, 5M requests a month non-commercial, 1M commercial",
   "about": [
    "CARTO makes a cloud platform for maps and spatial analysis, and CARTO Basemaps is its service for background maps. A basemap is the reference map of streets, water and place names drawn under an application's own data; it is delivered as map tiles, small square images or vector data for each area and zoom level.",
    "CARTO Basemaps serves raster PNG tiles for Leaflet, OpenLayers or any tile client, and vector tiles with a MapLibre style file for MapLibre GL JS and deck.gl; one API key covers both. There are three styles, Voyager, Positron and Dark Matter, each with or without labels, and the vector styles can be edited. The cartography is drawn on OpenStreetMap data, every tile is cached on a global CDN, and each map must show the attribution to OpenStreetMap contributors and CARTO. A dashboard shows requests per key, and a key can be locked to given websites, apps or server IP addresses.",
    "A key is free up to a monthly number of tile requests, with a higher limit for non-commercial use; above it, paid monthly or yearly plans apply. Basemaps are included in every CARTO platform plan."
   ],
   "maker": "CARTO",
   "page": "https://aiolum.com/tool/carto/"
  },
  {
   "slug": "celery",
   "name": "Celery",
   "job": "running",
   "definition": "An open-source distributed task queue for Python: an application sends tasks through a message broker, and worker processes run them in the background.",
   "url": "https://docs.celeryq.dev/en/stable/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Celery is an open-source distributed task queue written in Python, a community project by Ask Solem and contributors. A task queue distributes units of work, called tasks, across threads or machines: worker processes watch the queue and run each task outside the program that created it.",
    "Celery communicates through messages. The client adds a task message to a queue, and a message broker, a server that stores and forwards messages, delivers it to a worker. RabbitMQ and Redis are the fully supported brokers, and Amazon SQS and others also work. Results can be stored in Redis, SQL databases, MongoDB, Amazon S3 and other backends. Tasks can run at a given time or on crontab-style periodic schedules, can be combined into workflows such as groups, chains and chunks, and can be limited by rate and run time. Workers retry after a lost connection, and many workers and brokers can run together for high availability. Clients also exist for Node.js, PHP, Go and Rust.",
    "Celery is free software under the BSD license, funded by donations through Open Collective."
   ],
   "maker": "Ask Solem and contributors (open source)",
   "links": {
    "docs": "https://docs.celeryq.dev/en/stable/"
   },
   "page": "https://aiolum.com/tool/celery/"
  },
  {
   "slug": "chrome-ux-report",
   "name": "Chrome UX Report",
   "job": "running",
   "definition": "Google's public dataset of how real Chrome users experience websites: it reports loading speed, responsiveness and layout stability for each site and page.",
   "url": "https://developer.chrome.com/docs/crux",
   "price": "Free",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "The Chrome User Experience Report (Chrome UX Report, or CrUX) is a dataset from Google that shows how real Chrome users experience popular websites. It is the Google dataset of the Web Vitals program and contains all Core Web Vitals, Google's standard metrics for loading (Largest Contentful Paint), responsiveness (Interaction to Next Paint) and visual stability (Cumulative Layout Shift). Google Search uses the data for its page experience ranking factor.",
    "The data comes from the Chrome browsers of eligible users around the world. Google aggregates it by origin (a whole site) or by page URL, and splits it by device class: phone, tablet or desktop. A site appears only if it is publicly discoverable and has enough visitors for a statistically significant sample. Values are a 28-day rolling average, given as histograms and as the 75th percentile (p75). The data is available through the CrUX API (updated daily), the CrUX History API (weekly, 40 weeks back), BigQuery (monthly), PageSpeed Insights, Search Console and the CrUX Vis tool.",
    "CrUX is free. The API needs a Google Cloud API key."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developer.chrome.com/docs/crux/api"
   },
   "page": "https://aiolum.com/tool/chrome-ux-report/"
  },
  {
   "slug": "clickhouse",
   "name": "ClickHouse",
   "job": "running",
   "definition": "An open-source column-oriented database for analytics: it answers SQL queries over billions of rows in milliseconds, self-hosted or as the ClickHouse Cloud service.",
   "url": "https://clickhouse.com/",
   "price": "Free and open source to self-host; ClickHouse Cloud Basic is billed by use from US$0.2181 per compute unit per hour plus US$25.30 per TB of storage a month (AWS N. Virginia)",
   "readOn": "2026-10-28",
   "freeTier": "open source is free; Cloud trial with US$300 credits for 30 days",
   "about": [
    "ClickHouse is an open-source OLAP database management system made by ClickHouse, Inc. OLAP (online analytical processing) means queries that scan and aggregate large amounts of data for reports and dashboards, rather than small updates of single records. ClickHouse is column-oriented: it stores the values of each column together, so a query reads only the columns it needs and the data compresses well.",
    "Users query it with SQL. It serves real-time analytics, observability (storing and searching logs, metrics and traces, with the ClickStack stack), data warehousing and machine learning, including vector search. It runs as a database server, as ClickHouse Local for queries on local files such as CSV and Parquet without a server, and as chDB, an in-process SQL engine with a Pandas-compatible API. More than 100 integrations cover data ingestion, visualization and language clients.",
    "The database is free and open source under the Apache 2.0 license. ClickHouse Cloud, the hosted service on AWS, Google Cloud and Azure, bills compute and storage separately by use and scales to zero when idle."
   ],
   "maker": "ClickHouse, Inc.",
   "links": {
    "docs": "https://clickhouse.com/docs",
    "pricing": "https://clickhouse.com/pricing",
    "github": "https://github.com/ClickHouse/ClickHouse"
   },
   "page": "https://aiolum.com/tool/clickhouse/"
  },
  {
   "slug": "google-cloud-functions",
   "name": "Cloud Run functions (formerly Google Cloud Functions)",
   "job": "running",
   "definition": "Google Cloud's function-as-a-service: small pieces of code run on Google's servers when an HTTP request or a cloud event arrives.",
   "url": "https://cloud.google.com/functions",
   "price": "Pay per use (Cloud Run request-based billing, Iowa us-central1): US$0.40 per million requests plus US$0.000024 per vCPU-second of active time; 2 million requests a month free",
   "readOn": "2026-10-28",
   "freeTier": "yes, 2 million requests a month",
   "about": [
    "Cloud Run functions, formerly Google Cloud Functions, is a FaaS (function as a service) product of Google Cloud. In FaaS, a developer uploads single-purpose functions and the provider runs them on demand, with no servers for the developer to manage. Google renamed Cloud Functions to Cloud Run functions, and functions are deployed in Cloud Run, a serverless platform of Google Cloud.",
    "A function is either an HTTP function, which any web, mobile or backend application calls through its address, or a CloudEvent function, which runs when an event arrives from a Google Cloud service such as Cloud Storage, Pub/Sub or Firestore, or from Firebase. Google starts instances when events arrive, scales them with the load and stops them when no work is left. The open-source Functions Framework runs the same functions on a local machine, on premises, or on other Knative-based serverless platforms, and Cloud Trace shows how each request behaved.",
    "Billing is pay per use: execution time is metered to the nearest 100 milliseconds, the number of invocations is counted, and an idle function costs nothing. A monthly free tier applies."
   ],
   "maker": "Google Cloud",
   "links": {
    "pricing": "https://cloud.google.com/run/pricing"
   },
   "aka": [
    "Google Cloud Functions"
   ],
   "page": "https://aiolum.com/tool/google-cloud-functions/"
  },
  {
   "slug": "cloudflare-images",
   "name": "Cloudflare Images",
   "job": "running",
   "definition": "Cloudflare's image service: it stores images, resizes and converts them on request, and delivers the right format and size from Cloudflare's global network.",
   "url": "https://www.cloudflare.com/products/images/",
   "price": "Paid plan billed by use: US$5 per 100,000 images stored a month and US$1 per 100,000 images delivered; transformations cost US$0.50 per 1,000 after the first 5,000",
   "readOn": "2026-10-28",
   "freeTier": "yes; 5,000 unique transformations a month",
   "about": [
    "Cloudflare Images is an image storage, optimization and delivery service from Cloudflare, Inc. Optimization here means changing an image's size, format and quality so that it loads fast on each device. Images runs on Cloudflare's CDN (content delivery network: servers around the world that serve copies of files near the visitor).",
    "There are two ways to use it. With hosted images, a developer uploads originals through the Images API, by URL, in batches, from S3 or from a Worker; Cloudflare stores them and serves them from imagedelivery.net addresses, with predefined variants such as a 100x100 thumbnail, or flexible variants set in the URL. With remote images, Cloudflare transforms images that stay on another origin, such as R2 storage. In both cases the edge network picks a format the browser supports, such as WebP or AVIF, and a size that fits the device. Workers can also draw overlays and watermarks.",
    "Images is a hosted service with a free plan for transformations and a paid plan billed by use: per unique transformation, per stored image and per delivered image."
   ],
   "maker": "Cloudflare, Inc.",
   "links": {
    "docs": "https://developers.cloudflare.com/images/",
    "pricing": "https://developers.cloudflare.com/images/pricing/"
   },
   "page": "https://aiolum.com/tool/cloudflare-images/"
  },
  {
   "slug": "cloudflare-pages",
   "name": "Cloudflare Pages",
   "job": "running",
   "definition": "Cloudflare's hosting platform for websites and full-stack apps: it builds a site from a Git repository on each push and serves it from Cloudflare's global network.",
   "url": "https://www.cloudflare.com/products/pages/",
   "price": "Free plan with unlimited sites, requests and bandwidth; paid Cloudflare plans raise the build limits",
   "readOn": "2026-10-28",
   "freeTier": "yes; 500 builds a month",
   "about": [
    "Cloudflare Pages is a serverless platform from Cloudflare, Inc. for building, deploying and hosting websites and full-stack applications. Serverless means that the developer does not manage servers; the platform runs the code and scales it. Cloudflare's documentation now recommends Workers, its broader serverless platform, for new projects, because Workers supports most Pages use cases.",
    "A project is deployed by connecting a Git provider such as GitHub, by Direct Upload of prebuilt files, or from the command line. Each push to the repository starts a build and a new deployment; preview deployments can be shared through protected links, and rollbacks restore an earlier production deployment at once. Pages Functions run server-side code for dynamic features, and Pages works with frameworks such as React, Hugo and Next.js. Sites are served from Cloudflare's network with HTTP/3, QUIC, image compression and SSL.",
    "Pages is a hosted service. All plans include unlimited sites, seats, requests and bandwidth; the Free plan allows 500 builds a month, and paid Cloudflare plans raise the build limits."
   ],
   "maker": "Cloudflare, Inc.",
   "links": {
    "docs": "https://developers.cloudflare.com/pages/"
   },
   "page": "https://aiolum.com/tool/cloudflare-pages/"
  },
  {
   "slug": "cloudflare-registrar",
   "name": "Cloudflare Registrar",
   "job": "running",
   "definition": "Cloudflare's domain name registrar: it registers, transfers and renews domains at the registry's price, with free DNS, DNSSEC and WHOIS privacy.",
   "url": "https://www.cloudflare.com/domains/",
   "price": "At cost: the registry's and ICANN's fee for each domain, with no markup",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Cloudflare Registrar is the domain name registration service of Cloudflare, Inc. A registrar sells domain names and records each owner with the registry that runs the top-level domain (TLD), such as .com. Cloudflare Registrar supports more than 430 TLDs, from .com, .net and .org to .ai, .app and .dev.",
    "Users search, register, transfer and renew domains in the Cloudflare dashboard. Domains renew automatically by default, at the list price set by the registry. Each domain works with Cloudflare's DNS (the system that turns a domain name into a server address), CDN and SSL, and with free one-click DNSSEC, which signs DNS records cryptographically to prevent spoofing. WHOIS redaction hides the owner's contact details from public records by default, and domains are locked by default against unauthorized transfers. Enterprise customers can add registry lock and out-of-band verification of changes.",
    "Cloudflare sells domains at cost: the customer pays only what the registry and ICANN charge, with no markup and no extra fees."
   ],
   "maker": "Cloudflare, Inc.",
   "links": {
    "docs": "https://developers.cloudflare.com/registrar/"
   },
   "page": "https://aiolum.com/tool/cloudflare-registrar/"
  },
  {
   "slug": "cloudflare-stream",
   "name": "Cloudflare Stream",
   "job": "running",
   "definition": "A managed video platform: it stores, encodes and delivers on-demand and live video for websites and apps through one API, on Cloudflare's network.",
   "url": "https://www.cloudflare.com/products/stream/",
   "price": "Pay per use: US$5 a month for each 1,000 minutes of video stored (prepaid), plus US$1 per 1,000 minutes delivered",
   "readOn": "2026-10-28",
   "freeTier": "no; uploading and encoding are free",
   "about": [
    "Cloudflare Stream is a managed video platform from Cloudflare, Inc. It uploads, stores, encodes and delivers on-demand and live video through one API (an interface that another program calls over the internet), so the developer runs no video servers.",
    "A program uploads a file through the API, from a link, or through a one-time upload URL that lets end users upload directly. Stream encodes each video with the H.264 codec into adaptive bitrate streams from 360p to 1080p; adaptive bitrate means that the player switches between quality levels as the viewer's connection changes. Video goes out over Cloudflare's network as HLS or DASH, two standard formats for streaming video over HTTP, to the built-in Stream Player or to another player. Live video comes in over RTMP or SRT. Signed URLs restrict access to paid content, and analytics show which videos are watched.",
    "Stream is a hosted, pay-per-use service. It bills on two measures only: minutes of video stored and minutes of video delivered. Uploading and encoding are free."
   ],
   "maker": "Cloudflare, Inc.",
   "links": {
    "docs": "https://developers.cloudflare.com/stream/",
    "pricing": "https://developers.cloudflare.com/stream/pricing/"
   },
   "page": "https://aiolum.com/tool/cloudflare-stream/"
  },
  {
   "slug": "cloudinary",
   "name": "Cloudinary",
   "job": "running",
   "definition": "A cloud media platform with APIs: it uploads, stores, transforms and delivers a website's or app's images and videos through a CDN.",
   "url": "https://cloudinary.com/",
   "price": "Plus plan: US$99 a month billed monthly, or US$89 a month billed yearly, with 225 credits a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with 25 credits a month",
   "about": [
    "Cloudinary is a cloud platform and a set of APIs for images and video, made by the company Cloudinary. It handles the whole life of a media file: upload, storage, transformation, optimization and delivery through a CDN (content delivery network, a set of servers around the world that serve files from a place near each viewer).",
    "Files reach Cloudinary through the API or through the Upload widget, a ready-made upload window that a website adds with a couple of lines of code. The widget takes files from the local device, a remote URL, the device camera, social media accounts and stock photo sites, with drag and drop, interactive cropping and a progress display. Cloudinary then transforms the media, for example with smart cropping and generative AI editing, transcodes video for adaptive streaming, and delivers versions optimized for each device. Other products include digital asset management (DAM) with AI tagging and moderation.",
    "Cloudinary is a hosted service. A free plan includes 25 credits a month; paid plans are monthly or yearly subscriptions with more credits and users."
   ],
   "maker": "Cloudinary",
   "links": {
    "docs": "https://cloudinary.com/documentation",
    "pricing": "https://cloudinary.com/pricing"
   },
   "page": "https://aiolum.com/tool/cloudinary/"
  },
  {
   "slug": "cloudkit",
   "name": "CloudKit",
   "job": "running",
   "definition": "Apple's cloud database service for apps: an app stores and syncs its data in iCloud, either in each user's own account or in a shared public database.",
   "url": "https://developer.apple.com/icloud/cloudkit/",
   "price": "Included in the Apple Developer Program, 99 USD per membership year, with up to 1 PB of free storage for each app",
   "readOn": "2026-10-28",
   "freeTier": "up to 1 PB of storage for each app is included in membership",
   "about": [
    "CloudKit is Apple's cloud database and storage service for apps on Apple platforms, together with the CloudKit framework, the code library that apps call to use it. An app stores its data in iCloud, Apple's cloud service, and the data stays in sync across iOS, iPadOS, macOS, tvOS, watchOS, visionOS and the web.",
    "Data is organized in containers, one for each app, so the data of different apps stays separate. Inside a container, records hold the data: a record is a dictionary of key-value pairs, and records can link to related records. A private database keeps each user's data in that user's own iCloud account; a public database holds data that all users of the app can read. Fields in private databases can be encrypted in storage and in transport. The CloudKit Console, a web control panel, shows server activity, the database schema, telemetry and logs.",
    "CloudKit is a hosted Apple service. It comes with Apple Developer Program membership, a yearly fee, which includes up to 1 PB of free storage for each app."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/documentation/cloudkit"
   },
   "page": "https://aiolum.com/tool/cloudkit/"
  },
  {
   "slug": "context-dev",
   "name": "Context.dev",
   "job": "running",
   "definition": "A web data API for AI agents and apps: it scrapes, crawls and searches web pages into Markdown or JSON and returns a company's logos and brand colors.",
   "url": "https://www.context.dev/",
   "price": "Developer plan: US$20 a month billed monthly, with 10,000 credits a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, 1,000 credits a month",
   "about": [
    "Context.dev is a web data API (an interface that another program calls over the internet) for AI agents and other software, made by the company Context.dev. It fetches web pages and returns their content in forms that a language model or a program can use.",
    "The scrape endpoint takes a URL and returns the page as Markdown, structured JSON or a screenshot. JavaScript rendering and managed proxies are always on, so pages that build their content in the browser are read in full. Other endpoints map all URLs of a domain, crawl whole sites in batches, search the live web, answer research questions with sources, parse documents and watch pages for changes. The brand API returns a company's profile, logos, colors and style guide from its domain, which apps use to fill in onboarding forms. SDKs exist for TypeScript, Python, Ruby, Go and PHP, with a CLI and an MCP server.",
    "Context.dev is a hosted service billed in credits: a free tier with 1,000 credits a month, and monthly or yearly plans with more credits."
   ],
   "maker": "Context.dev",
   "links": {
    "docs": "https://docs.context.dev/introduction",
    "pricing": "https://www.context.dev/pricing",
    "github": "https://github.com/context-dot-dev"
   },
   "page": "https://aiolum.com/tool/context-dev/"
  },
  {
   "slug": "daily-co",
   "name": "Daily",
   "job": "running",
   "definition": "A realtime video and audio service for developers: its SDKs add live calls, recording and streaming to web and mobile apps over Daily's WebRTC network.",
   "url": "https://www.daily.co/",
   "price": "Pay per use: list rate US$0.00099 per participant-minute for audio-only calls and US$0.004 for video calls, after 10,000 free minutes a month",
   "readOn": "2026-10-28",
   "freeTier": "10,000 free minutes every month",
   "about": [
    "Daily is a realtime communications platform for developers, made by the company Daily. It runs WebRTC infrastructure (WebRTC is the browser standard for sending live audio and video between devices) and supplies SDKs, software development kits that add calls to an app. Daily is also the team behind Pipecat, an open-source framework for voice and multimodal AI agents.",
    "In code, a developer creates a call object and joins a room by its address. The JavaScript SDK (daily-js) builds video and audio calls for the web; other SDKs cover React Native, iOS, Android, Python and Flutter, all built on a common Rust core. Calls travel over Daily's own network with more than 75 points of presence. The platform also records calls, streams them over RTMP and HLS, transcribes speech in real time, and connects phone lines through SIP and PSTN dial-in and dial-out.",
    "Daily is a hosted service with usage-based pricing per participant-minute (one person connected to a call for one minute); the first 10,000 minutes each month are free. A HIPAA add-on with a signed BAA is available for healthcare use."
   ],
   "maker": "Daily",
   "links": {
    "docs": "https://docs.daily.co/",
    "pricing": "https://www.daily.co/pricing/video-sdk/",
    "github": "https://github.com/daily-co/daily-js"
   },
   "aka": [
    "Daily.co"
   ],
   "page": "https://aiolum.com/tool/daily-co/"
  },
  {
   "slug": "daytona",
   "name": "Daytona",
   "job": "running",
   "definition": "A cloud service that creates isolated sandboxes on demand, in which AI agents and programs run untrusted or AI-generated code without touching the host systems.",
   "url": "https://www.daytona.io/",
   "price": "Pay per use, billed per second: US$0.0504 per vCPU-hour plus US$0.0162 per GiB of memory per hour; US$200 of free compute included",
   "readOn": "2026-10-28",
   "freeTier": "US$200 in free compute",
   "about": [
    "Daytona is a sandbox platform for running AI-generated code, made by Daytona Platforms Inc. A sandbox here is an isolated computer with its own kernel, file system, network stack and allotted vCPU, memory and disk, so code inside it cannot reach the host or other users.",
    "A program uses Daytona's SDK (Python, TypeScript, Ruby, Go or Java) to create a sandbox, run code and shell commands in it with streamed output, manage its files, run Git operations and use a built-in language server, and then delete it. A sandbox starts in under 90 milliseconds from the create call, is compatible with OCI and Docker images, and can keep its state between runs. Sandboxes can also run Linux, macOS and Windows desktops for computer-use agents.",
    "Daytona is a hosted service with usage-based pricing for vCPU, memory, storage and GPUs, billed per second. Its earlier open-source repository stopped receiving updates in June 2026, when core development moved to a private codebase."
   ],
   "maker": "Daytona Platforms Inc.",
   "links": {
    "docs": "https://www.daytona.io/docs/",
    "pricing": "https://www.daytona.io/pricing",
    "github": "https://github.com/daytona"
   },
   "page": "https://aiolum.com/tool/daytona/"
  },
  {
   "slug": "drift",
   "name": "Drift",
   "job": "running",
   "definition": "A conversational marketing product: an AI chat agent and live chat on a company's website that talked with visitors, qualified them as leads and booked sales meetings.",
   "url": "https://web.archive.org/web/20260130164546/https://www.salesloft.com/platform/drift",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Drift was a conversational marketing product owned by Salesloft, now Clari + Salesloft. Conversational marketing means talking with website visitors in a chat window in real time instead of asking them to fill in a form. In March 2026 Clari + Salesloft announced the gradual sunset of Drift and began to refer existing Drift customers to 1mind as the successor; drift.com now redirects to a Salesloft page about chat agents.",
    "This description comes from the Internet Archive copy of the Salesloft Drift page of 30 January 2026. The Drift chat agent answered visitors' questions with AI, let buyers book meetings or chat live with a sales representative, and identified visitors' companies with account data such as company name and location. Fastlane used a company's own sales data to recognise high-value buyers so that they could skip the form, ROI reporting tied chats to pipeline and revenue, and qualified buyers went into the seller's Salesloft Rhythm workflow.",
    "Drift was sold to businesses through Salesloft's sales team; the archived page shows no price."
   ],
   "maker": "Salesloft (Clari + Salesloft)",
   "status": "closed",
   "page": "https://aiolum.com/tool/drift/"
  },
  {
   "slug": "ebay",
   "name": "eBay",
   "job": "running",
   "definition": "An online marketplace where people and businesses list items for sale by auction or at a fixed price, and eBay takes a fee on each sale.",
   "url": "https://www.ebay.com/",
   "price": "Commission on each sale: 13.6% of the sale total up to US$7,500, plus US$0.40 per order over US$10 (most categories, eBay US); first 250 listings each month free, then US$0.35 per listing",
   "readOn": "2026-10-28",
   "freeTier": "250 free listings a month",
   "about": [
    "eBay is an online marketplace, a website where independent sellers list items and buyers search, bid on or buy them. It is run by eBay Inc. Items range from electronics, clothing and collectibles to cars and motor parts.",
    "A seller creates a listing with photos, a price, item specifics and a format, auction-style or fixed price; eBay's AI tools can help write the listing description. When the item sells, eBay charges the seller a final value fee and no separate payment processing fee. Sellers manage listings and orders in Seller Hub, can open an eBay Store, and can sell to buyers in more than 200 countries. Seller Hub also contains Product Research, a free tool that shows recent price trends and real sales data for millions of items, so a seller can decide what to sell and at what price.",
    "Listing is free up to a monthly allowance; after that eBay charges a fee per listing, and it charges a percentage fee on every sale."
   ],
   "maker": "eBay Inc.",
   "links": {
    "pricing": "https://www.ebay.com/help/selling/fees-credits-invoices/selling-fees?id=4822"
   },
   "page": "https://aiolum.com/tool/ebay/"
  },
  {
   "slug": "elasticsearch",
   "name": "Elasticsearch",
   "job": "running",
   "definition": "An open-source distributed search and analytics engine that stores data and answers full-text, vector and analytics queries through a REST API.",
   "url": "https://www.elastic.co/elasticsearch",
   "price": "Self-managed download is free; Elastic Cloud Serverless is pay per use, from US$0.09 per VCU per hour for search",
   "readOn": "2026-10-28",
   "freeTier": "free self-managed download; free trial of Elastic Cloud",
   "about": [
    "Elasticsearch is a distributed search and analytics engine made by Elastic. Distributed means the data and the work are spread over several servers (nodes) that act as one cluster, so the system grows by adding machines. Programs talk to it through a REST API, an interface of plain HTTP requests.",
    "Elasticsearch stores structured, unstructured and vector data and makes new data searchable in near real time. It supports full-text search (matching words in documents, including fuzzy matching of misspelled terms), vector search over embeddings (lists of numbers that represent the meaning of text or images), and hybrid search that combines the two. The same engine runs log, metrics and security analytics, and Kibana adds dashboards on top of it. Client libraries exist for Java, Python, Go and other languages.",
    "The source code is open under a choice of three licenses: GNU AGPL v3, Server Side Public License and Elastic License 2.0. It can be downloaded and self-managed, or run by Elastic as Elastic Cloud Hosted or Serverless, billed by resources or by usage."
   ],
   "maker": "Elastic",
   "links": {
    "docs": "https://www.elastic.co/docs",
    "pricing": "https://www.elastic.co/pricing",
    "github": "https://github.com/elastic/elasticsearch"
   },
   "page": "https://aiolum.com/tool/elasticsearch/"
  },
  {
   "slug": "fauna",
   "name": "Fauna",
   "job": "running",
   "definition": "A closed serverless database service that stored JSON documents, queried them relationally and was reached over HTTPS; the service ended on 30 May 2025.",
   "url": "https://fauna.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "not applicable: the service ended on 30 May 2025",
   "about": [
    "Fauna was a serverless, distributed database run as a cloud service by Fauna, Inc. Serverless means that customers never chose servers, clusters or memory sizes: the service provisioned and scaled itself. The service ended on 30 May 2025. This description comes from the Internet Archive copy of fauna.com from 22 May 2025; the fauna.com address now leads to an unrelated robotics company.",
    "Fauna used a document-relational model: data was stored as JSON documents, which could be joined and queried relationally with FQL, a TypeScript-inspired query language, with ACID transactions and indexes. Applications connected over an HTTPS API with token-based authentication instead of keeping database connections open. Reads and writes were replicated automatically across three regions, and a transaction engine inspired by the Calvin research design gave strict serializability, the strongest level of consistency. Access rules could be attribute-based or role-based, and child databases kept tenants apart.",
    "In March 2025 Fauna announced that it would end the paid service and release an open-source version of its core database technology."
   ],
   "maker": "Fauna, Inc.",
   "links": {
    "github": "https://github.com/fauna"
   },
   "status": "closed",
   "page": "https://aiolum.com/tool/fauna/"
  },
  {
   "slug": "google-cloud-firestore",
   "name": "Firestore",
   "job": "running",
   "definition": "A serverless document database from Google Cloud: apps store their data as JSON documents and receive changes in real time.",
   "url": "https://cloud.google.com/products/firestore",
   "price": "Pay per use (Standard edition, Iowa us-central1): US$0.03 per 100,000 document reads and US$0.09 per 100,000 writes; free quota of 50,000 reads and 20,000 writes a day",
   "readOn": "2026-10-28",
   "freeTier": "yes, a daily free quota for one database per project",
   "about": [
    "Firestore is a document database from Google Cloud. A document database stores each record as a JSON-like document, grouped in collections, instead of as a row in a fixed table. Firestore is fully managed and serverless: Google runs the servers and scales the database up and down, with no manual sharding (splitting data across machines) and no maintenance windows.",
    "Mobile, web and server apps read and write documents through client libraries. Real-time synchronization sends changes to connected clients, and offline handling lets an app keep working without a network. Queries can use indexes, full-text search, geospatial filters and vector search, and ACID transactions can change several documents at once. Access control works with Cloud Identity and Access Management and Firebase Authentication. Multi-region replication keeps copies in several regions with strong consistency, under a 99.999% availability SLA. A MongoDB-compatible API lets existing MongoDB code and drivers use Firestore.",
    "Firestore is pay per use: it charges for each document read, write and delete, for stored data and for network traffic, with a free daily quota for one database per project. It comes in a Standard and an Enterprise edition."
   ],
   "maker": "Google Cloud",
   "links": {
    "docs": "https://cloud.google.com/firestore/docs",
    "pricing": "https://cloud.google.com/firestore/pricing"
   },
   "aka": [
    "Google Cloud Firestore"
   ],
   "page": "https://aiolum.com/tool/google-cloud-firestore/"
  },
  {
   "slug": "fly-io",
   "name": "Fly.io",
   "job": "running",
   "definition": "A public cloud for developers that runs a business's apps and databases as fast-starting virtual machines in many regions, billed by the second.",
   "url": "https://fly.io/",
   "price": "Pay per use: from US$0.0030 an hour (about US$2.19 a month) for the smallest Machine, shared-cpu-1x with 256 MB of memory; storage and egress extra",
   "readOn": "2026-10-28",
   "freeTier": "free sign-up; usage is billed",
   "about": [
    "Fly.io is a public cloud for developers, run by Fly.io, Inc. since 2017. Its basic unit is the Fly Machine, a hardware-virtualized container: a software container (an app packaged with everything it needs) that runs inside its own small virtual machine, isolated by KVM, the virtualization layer built into Linux.",
    "A developer deploys an app from GitHub or with the fly launch command of the Fly.io CLI. When the app has no Dockerfile, the recipe for building a container image, Fly.io generates one for common frameworks such as Rails, Django, Node, Laravel, Go and Rust. Machines boot in under one second and can run only when needed. Apps run in more than 18 regions on Fly.io's own hardware, with private networking and autoscaling. Data can live in Managed Postgres, in Redis from Upstash, in Tigris object storage, or on volumes attached to Machines. Sprites are separate isolated sandboxes for running untrusted or AI-generated code.",
    "It is a hosted service priced per use: compute is billed by the second while a Machine runs, and storage by the capacity provisioned."
   ],
   "maker": "Fly.io, Inc.",
   "links": {
    "docs": "https://docs.fly.io",
    "pricing": "https://fly.io/pricing/",
    "github": "https://github.com/superfly/"
   },
   "page": "https://aiolum.com/tool/fly-io/"
  },
  {
   "slug": "fontshare",
   "name": "Fontshare",
   "job": "running",
   "definition": "A free font library from the Indian Type Foundry: websites load its typefaces from Fontshare servers with a short code snippet, or download them to host themselves.",
   "url": "https://www.fontshare.com/",
   "price": "Free",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Fontshare is a free font service launched by the Indian Type Foundry (ITF), a type foundry, that is, a company that designs and sells typefaces. It is a collection of professional fonts that are free for personal and commercial use. Part of the collection is ITF's own work, available only on Fontshare; the rest are open-source fonts from other publishers, which Fontshare reviews, fixes and republishes.",
    "A designer picks a font family and its styles on the site. For a website, Fontshare gives a code snippet: a line for the HTML head and CSS rules that load the font files from Fontshare servers through the Fontshare API. The fonts can also be downloaded in OTF, WOFF and WOFF2 formats to install locally or to self-host with the CSS @font-face rule. ITF's own fonts are closed-source freeware under the ITF Free Font License (FFL); the others are under the SIL Open Font License (OFL).",
    "The service is free of charge. ITF sells its other, commercial fonts separately."
   ],
   "maker": "Indian Type Foundry (ITF)",
   "page": "https://aiolum.com/tool/fontshare/"
  },
  {
   "slug": "google-gemini-notebook",
   "name": "Gemini Notebook",
   "job": "running",
   "definition": "An AI research assistant from Google: users add documents, links and videos as sources, then get answers, summaries and audio overviews with citations to those sources.",
   "url": "https://notebook.google/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown (no price on the pages read; works with a personal Google account)",
   "about": [
    "Gemini Notebook is Google's AI research and learning assistant. It was called NotebookLM until 16 July 2026, when Google renamed it; it stays a standalone product but also works inside the Gemini app and Google Search. Google introduced it at Google I/O 2023 as Project Tailwind and says more than 30 million people and over 600,000 organizations use it.",
    "A user creates a notebook and adds sources: Google Docs and Slides, PDFs, text and Markdown files, web addresses, pasted text, public YouTube videos and audio files, each up to 500,000 words or 200 MB. The assistant answers questions from these sources with citations for checking, and turns them into summaries, mind maps and Audio Overviews, spoken summaries of the material. From July 2026 Google began giving each notebook a secure cloud computer, so the assistant can write and run code to analyze data in the sources. Notebooks sync with the Gemini app. Google says it never trains models on uploaded data.",
    "It is a hosted service for personal Google accounts and Google Workspace accounts; qualifying Workspace plans get higher limits and more features. The pages read state no price."
   ],
   "maker": "Google",
   "aka": [
    "Google Gemini Notebook"
   ],
   "page": "https://aiolum.com/tool/google-gemini-notebook/"
  },
  {
   "slug": "giphy",
   "name": "GIPHY",
   "job": "running",
   "definition": "An online library and search engine of animated GIFs, stickers and short clips that people and apps search, share and embed.",
   "url": "https://giphy.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown; API keys start as rate-limited beta keys",
   "about": [
    "GIPHY is a search engine and content library for GIFs (short looping animations), animated stickers and Clips, which are GIFs with sound. GIPHY, Inc. runs it. The content comes from thousands of artists and hundreds of content partners, and people reach it on the GIPHY website and inside messaging and social apps such as iMessage, Instagram and TikTok.",
    "A person types a word or phrase and gets matching GIFs, or browses a Trending feed that changes every day. Developers add the same library to an app or website through the GIPHY SDK or the REST API. The Search and Trending endpoints return each GIF in several renditions, files of different sizes and formats such as MP4 and WebP, so an app can show a small preview first and a larger file after a click. Content is searchable in over thirty languages and carries content ratings for safe search.",
    "Each API key starts as a rate-limited beta key; a production key needs an application, after which GIPHY discusses pricing by email. Apps that use the API must show a \"Powered By GIPHY\" mark."
   ],
   "maker": "GIPHY, Inc.",
   "links": {
    "docs": "https://developers.giphy.com/docs/api/"
   },
   "aka": [
    "Giphy"
   ],
   "page": "https://aiolum.com/tool/giphy/"
  },
  {
   "slug": "github-pages",
   "name": "GitHub Pages",
   "job": "running",
   "definition": "A static website hosting service from GitHub that publishes a site directly from the files in a GitHub repository.",
   "url": "https://pages.github.com/",
   "price": "Included free for public repositories on GitHub Free; private repositories need a paid GitHub plan",
   "readOn": "2026-10-28",
   "freeTier": "yes, for public repositories",
   "about": [
    "GitHub Pages is a static site hosting service run by GitHub, Inc. Static hosting means that the server sends prepared HTML, CSS and JavaScript files as they are, with no program or database running on the server for each request.",
    "The files of the site live in a repository on GitHub. GitHub Pages takes them from a chosen branch, can first run them through a build process, for example the Jekyll static site generator, which turns Markdown text into HTML pages, and publishes the result. Each new push of commits updates the live site. A user or organization gets one site at <owner>.github.io, and each repository can have one project site at <owner>.github.io/<repository>. A site can also use a custom domain, set in a file named CNAME, and can be secured with HTTPS. GitHub logs the IP address of each visitor for security purposes.",
    "GitHub Pages is part of GitHub accounts, not a separate product: it works in public repositories on the free GitHub plans, and also in private repositories on the paid plans (GitHub Pro, Team and Enterprise)."
   ],
   "maker": "GitHub, Inc.",
   "links": {
    "docs": "https://docs.github.com/pages"
   },
   "page": "https://aiolum.com/tool/github-pages/"
  },
  {
   "slug": "godaddy",
   "name": "GoDaddy",
   "job": "running",
   "definition": "",
   "url": "https://www.godaddy.com/",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "page": "https://aiolum.com/tool/godaddy/"
  },
  {
   "slug": "google-ads-api",
   "name": "Google Ads API",
   "job": "running",
   "definition": "Google's programming interface to Google Ads: software creates and manages ad accounts, campaigns, budgets and reports without the Google Ads web interface.",
   "url": "https://developers.google.com/google-ads/api/docs/get-started/introduction",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "The Google Ads API is Google's programmatic interface to Google Ads, its advertising system. It is meant for developers who write their own software, run their own servers, and manage large or complex Google Ads accounts, from the customer account down to a single keyword.",
    "Through the API a program can create and link accounts, manage account hierarchies and user access; create and update Search, Performance Max, Shopping, Video, Demand Gen and App campaigns with their budgets and assets; upload click, call and enhanced conversions and set automated bidding strategies; and query performance reports in the Google Ads Query Language (GAQL). Client libraries exist for Java, .NET, PHP, Python, Ruby and Perl, next to a REST interface, and requests are authorized with OAuth 2.0.",
    "Access is granted to each Google Cloud project by level: Test reaches only test accounts; Explorer allows up to 2,880 operations a day on live accounts; Basic allows 15,000; Standard has no daily limit. Each higher level needs an application and a review. Developer tokens were retired on September 9, 2026, so the access level now belongs to the Cloud project."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/google-ads/api/docs/get-started/introduction"
   },
   "page": "https://aiolum.com/tool/google-ads-api/"
  },
  {
   "slug": "google-analytics-data-api",
   "name": "Google Analytics Data API",
   "job": "running",
   "definition": "Google's API for reading Google Analytics report data: a program asks for metrics such as active users or page views and receives the numbers.",
   "url": "https://developers.google.com/analytics/devguides/reporting/data/v1",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown; use is limited by quota tokens (200,000 core tokens a day per standard property)",
   "about": [
    "The Google Analytics Data API (version 1) is the programming interface through which software reads report data from Google Analytics properties. It returns the same data as the Google Analytics web interface; it does not work with the legacy Universal Analytics properties. Typical uses are custom dashboards, automated reports and moving analytics data into other business applications.",
    "A program sends a POST request, for example to the runReport method, with a JSON body that names date ranges, dimensions (attributes such as country or page) and metrics (counts such as active users). The response holds column headers and data rows. Other methods build pivot reports, run several reports in one call, list the available dimensions and metrics, and return realtime reports of the last 30 minutes; audience exports are also available, and funnel reports are in early preview. Client libraries exist for Java, Python, Node.js, PHP, C#, Go and Ruby, and requests are authorized with OAuth 2.0 or tied to a project by an API key.",
    "Every request needs a Google Cloud project and uses quota tokens, with daily and hourly limits for each Analytics property."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/analytics/devguides/reporting/data/v1"
   },
   "page": "https://aiolum.com/tool/google-analytics-data-api/"
  },
  {
   "slug": "google-apis",
   "name": "Google APIs",
   "job": "running",
   "definition": "Google's public web APIs, through which a program reads and changes data in Google products such as Gmail after each user grants permission.",
   "url": "https://developers.google.com/apis-explorer",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Google APIs are the web APIs through which programs work with Google products and with the data that users keep in them, for example their Gmail mail. The Google APIs Explorer, on Google's developer site, lets a developer try each method from the reference pages without writing code.",
    "To reach a user's private data, an application uses OAuth 2.0, a standard for delegated authorization. The developer gets client credentials, such as a client ID and a client secret, from the Google API Console. The application asks the Google Authorization Server for an access token; the user signs in and approves the requested scopes, which limit what the token allows. The application sends the token with each API call and refreshes it when it expires.",
    "Use falls under the Google APIs Terms of Service and the Google API Services User Data Policy. The policy requires a published privacy policy and only the permissions an app needs. Apps that use sensitive or restricted scopes must also follow Limited Use rules and, depending on the API and the number of users, pass an annual security assessment."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/identity/protocols/oauth2"
   },
   "page": "https://aiolum.com/tool/google-apis/"
  },
  {
   "slug": "google-business-profile",
   "name": "Google Business Profile",
   "job": "running",
   "definition": "Google's free listing service for businesses: a company's profile with hours, contact details, photos and reviews appears in Google Search and Google Maps.",
   "url": "https://business.google.com/us/business-profile/",
   "price": "Free to list a business",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Google Business Profile is Google's free listing of a business on Google Search and Google Maps. The profile is the panel that people see when they search for that business, or for businesses like it nearby: hours, contact details, photos, products or services, and customer reviews.",
    "The owner creates a new profile or claims an existing one, then adds hours, photos, products, services or a menu, and a service area for a business without a storefront. The owner can reply to customer reviews and add posts about offers, events and news. Depending on the type of business, customers can book appointments, request quotes, reserve tables or order takeout directly from the profile. Insights show which search keywords led people to the profile and count calls, reviews and bookings. Software platforms use the Business Profile APIs to create and verify locations, manage listings from one location to hundreds of thousands, respond to reviews, create posts and receive real-time alerts about new reviews.",
    "Creating a profile and listing a business on Google costs nothing."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/my-business"
   },
   "page": "https://aiolum.com/tool/google-business-profile/"
  },
  {
   "slug": "google-identity-services",
   "name": "Google Identity Services",
   "job": "running",
   "definition": "Google's sign-in and authorization libraries for websites: users sign in with their Google Account, and apps get tokens to call Google APIs on their behalf.",
   "url": "https://developers.google.com/identity/gsi/web/guides/overview",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown (no price stated on the pages read)",
   "about": [
    "Google Identity Services (GIS) is Google's set of client libraries for identity on the web. It covers authentication, which establishes who a user is, through Sign in with Google, and authorization, which gives an app an access token for Google APIs and the user's data. GIS is based on OAuth 2.0, the standard protocol for authorization, and Google says it aims to be easier and more secure for developers than OAuth and OpenID Connect used directly.",
    "A developer adds GIS elements to a site, with the HTML API and its code generator or with the JavaScript library: a personalized Sign in with Google button, the One Tap prompt and automatic sign-in on return visits. For authorization, GIS starts OAuth flows in browser pop-up dialogs and returns an access token or an authorization code, with separate flows for sign-in and for consent. The JavaScript library runs only in browsers. GIS includes CSRF protection (a defense against forged requests from other sites) by default and works with the browser's credential manager APIs.",
    "Google states that data from Sign in with Google is not used for ads. The pages read state no price."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/identity/oauth2/web/guides/overview"
   },
   "page": "https://aiolum.com/tool/google-identity-services/"
  },
  {
   "slug": "google-oauth",
   "name": "Google OAuth 2.0",
   "job": "running",
   "definition": "Google's implementation of the OAuth 2.0 and OpenID Connect standards: apps sign users in with a Google Account and get permission to call Google APIs.",
   "url": "https://developers.google.com/identity/protocols/oauth2",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown (no price stated on the pages read)",
   "about": [
    "Google OAuth 2.0 is Google's implementation of OAuth 2.0, the open standard for authorization, in which a user lets an app access data without giving the app a password. Google's OAuth 2.0 APIs serve both authorization and authentication; for sign-in they follow OpenID Connect, an identity layer on top of OAuth 2.0, and are OpenID Certified.",
    "A developer first creates OAuth 2.0 client credentials in the Google API Console: a client ID, and for server apps a client secret, of a type that matches the app (web, Android, iOS, desktop, Chrome extension or TV). The app asks the Google Authorization Server for an access token with scopes, which limit what the token may do. Google shows the user a consent screen; if the user agrees, the app receives the token and sends it to a Google API in the HTTP Authorization header. A refresh token gets new access tokens when old ones expire. For sign-in the app receives an ID token, a signed record of who the user is.",
    "Use is governed by Google's OAuth 2.0 Policies; the pages state no price."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/identity/openid-connect/openid-connect"
   },
   "aka": [
    "Google OAuth"
   ],
   "page": "https://aiolum.com/tool/google-oauth/"
  },
  {
   "slug": "google-play-services",
   "name": "Google Play services",
   "job": "running",
   "definition": "Google's background services and SDKs for Android: apps include small client libraries for features such as maps, sign-in, location and messaging that run in a shared system app.",
   "url": "https://developers.google.com/android/guides/overview",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown (no price stated on the pages read)",
   "about": [
    "Google Play services is a set of background services that runs on all Google-certified Android devices, together with a family of SDKs (software development kits, code libraries for building apps) that use those services. Google updates it automatically, separately from updates of the operating system, the phone maker and the carrier.",
    "An app includes only a lightweight client library for each SDK it needs, declared as a dependency in the app's Gradle build file. At runtime the library talks to the full implementation inside the Google Play services app on the device; this saves storage and memory and delivers bug fixes without an app update. SDKs cover Google Maps, Google Pay, Google Sign-In, Firebase Cloud Messaging, location, ML Kit, AdMob and more. An app should check that the service is present with isGooglePlayServicesAvailable(), because devices without the Google Play Store do not have it. Support starts at Android 7.0 (API level 24).",
    "Google distributes the SDKs through its Maven repository; the pages read state no price."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/android/guides/setup"
   },
   "aka": [
    "Google Play Services"
   ],
   "page": "https://aiolum.com/tool/google-play-services/"
  },
  {
   "slug": "google-sites",
   "name": "Google Sites",
   "job": "running",
   "definition": "Google's website builder: people create and edit simple websites by drag and drop, without code, and Google hosts the pages.",
   "url": "https://workspace.google.com/products/sites/",
   "price": "Included in Google Workspace, from US$7 per user per month (Business Starter, before tax)",
   "readOn": "2026-10-28",
   "freeTier": "14-day Workspace trial",
   "about": [
    "Google Sites is a website builder and host that is part of Google Workspace, Google's suite of office apps. Google presents it for team, project and event sites and for personal or business websites.",
    "Pages are built in a drag-and-drop editor on an automatic grid layout, so they fit desktops, tablets and phones without programming. Sites offers premade templates and custom themes (images, fonts, buttons and menu layouts), real-time co-editing as in Google Docs, and embedding of live content from other Workspace apps, such as a document or a shared calendar. Owners decide who can edit and who can view: a site can be open to people outside the company, even without a Google Workspace account, or restricted through sharing settings. Google can help buy a custom domain through its domain partners.",
    "Sites is one of the apps included in the Google Workspace plans, which are billed per user per month and can be tried for 14 days."
   ],
   "maker": "Google",
   "links": {
    "pricing": "https://workspace.google.com/pricing"
   },
   "page": "https://aiolum.com/tool/google-sites/"
  },
  {
   "slug": "gorgias",
   "name": "Gorgias",
   "job": "running",
   "definition": "A customer support platform for online shops: one help desk inbox for email, chat, SMS and social messages, with an AI agent that answers and resolves tickets.",
   "url": "https://www.gorgias.com/",
   "price": "Starter plan: US$40 a month, billed monthly, for 50 tickets a month",
   "readOn": "2026-10-28",
   "freeTier": "free trial",
   "about": [
    "Gorgias is a help desk, a system in which a support team receives and answers customer messages as tickets, built for e-commerce brands and combined with an AI agent in the same platform. It works most closely with Shopify and also connects to BigCommerce, Magento and WooCommerce.",
    "The help desk gathers email, chat, SMS, WhatsApp, Instagram and Facebook messages in one inbox and shows the shopper's orders and store data next to each conversation, so an agent can cancel an order, give a discount or upsell inside the ticket. Tickets are routed and assigned across a team, and reports show the revenue that support generates. The AI Agent, pre-trained on more than a billion conversations, follows the brand's tone, policies and procedures, answers routine questions, recommends products and hands a conversation to a human with its context when needed. Voice and SMS are add-ons, and more than 300 integrations connect apps such as Recharge, Klaviyo and Yotpo.",
    "Gorgias is a hosted subscription service. Plans are priced by tickets per month, not per agent, and the AI Agent is charged for each conversation it resolves."
   ],
   "maker": "Gorgias",
   "links": {
    "docs": "https://docs.gorgias.com/en-US",
    "pricing": "https://www.gorgias.com/pricing"
   },
   "page": "https://aiolum.com/tool/gorgias/"
  },
  {
   "slug": "hugging-face",
   "name": "Hugging Face",
   "job": "running",
   "definition": "A platform where developers host, share and run machine learning models, datasets and demo apps, with paid computing for running models in production.",
   "url": "https://huggingface.co/",
   "price": "Hosting public models is free; PRO account US$9 a month; dedicated Inference Endpoints from US$0.033 an hour",
   "readOn": "2026-10-28",
   "freeTier": "yes, free public hosting",
   "about": [
    "Hugging Face is a platform where the machine learning community shares models, datasets and applications. Its center is the Hugging Face Hub, which works like a code-hosting site for AI: each model or dataset is a repository (a versioned folder of files, here mostly model weights, the numbers a trained model consists of), with a public page.",
    "Anyone can host unlimited public models, datasets and apps. Spaces run small web demos of models on free CPU or on paid GPUs billed by the hour. Inference Endpoints deploy a chosen model from the Hub on dedicated servers that scale with traffic, and Inference Providers give one API to 45,000+ models from several providers. Hugging Face also maintains open-source libraries, among them Transformers for using pretrained models in PyTorch, Diffusers for image models, Datasets, Tokenizers, PEFT and TRL for fine-tuning (further training of an existing model on new data).",
    "Public hosting is free. A PRO account, Team and Enterprise plans, and GPU computing are paid; compute is billed per hour of use."
   ],
   "maker": "Hugging Face",
   "links": {
    "docs": "https://huggingface.co/docs",
    "pricing": "https://huggingface.co/pricing",
    "github": "https://github.com/huggingface"
   },
   "page": "https://aiolum.com/tool/hugging-face/"
  },
  {
   "slug": "hunter",
   "name": "Hunter",
   "job": "running",
   "definition": "An email outreach service that finds professional email addresses, checks whether they can receive mail, and sends cold email sequences, through an app or an API.",
   "url": "https://hunter.io/",
   "price": "Starter plan: US$49 a month billed monthly (US$34 a month billed yearly), 2,000 credits a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with 50 credits a month",
   "about": [
    "Hunter, made by Hunter Web Services, Inc., is an email outreach platform for B2B sales (sales from one business to another). It finds professional email addresses, verifies them and sends outreach campaigns.",
    "Domain Search lists the known email addresses at a company's domain, and Email Finder finds the address of one named person. The Email Verifier takes one address, a list or calls from a CRM or API. It checks the format, flags disposable and webmail addresses, looks up the domain's MX records (the DNS entries that name a domain's mail servers) and runs a live check against its SMTP server, the server that accepts mail. The result is a status: valid, accept-all, invalid, disposable or unknown. An accept-all domain accepts mail for any name, so its addresses cannot be confirmed. Sequences sends cold email campaigns from connected mailboxes. Hunter also works through a browser extension, a Google Sheets add-on, CRM integrations, an API and an MCP server for AI agents.",
    "Hunter is a hosted subscription service paid with monthly credits: one credit per email found, half a credit per email verified. A free plan exists."
   ],
   "maker": "Hunter Web Services, Inc.",
   "links": {
    "pricing": "https://hunter.io/pricing",
    "github": "https://github.com/hunter-io"
   },
   "page": "https://aiolum.com/tool/hunter/"
  },
  {
   "slug": "incident-io",
   "name": "incident.io",
   "job": "running",
   "definition": "An incident management platform whose Status Pages show customers, in real time, whether a company's services work and what is being done about an outage.",
   "url": "https://incident.io/status-pages",
   "price": "One public status page is in the free Basic plan; Team plan US$19 per user a month (US$15 billed yearly)",
   "readOn": "2026-10-28",
   "freeTier": "yes, free Basic plan with a status page",
   "about": [
    "incident.io is an incident management platform: software that helps an engineering team respond to outages. Status Pages is one of its products. A status page is a public web page that shows whether each service is working, the current incidents, planned maintenance and the uptime history.",
    "A company splits its system into components, such as an API, a mobile app or a region, and each component has a status: operational, degraded performance, partial outage or major outage. Updates are posted from the incident workflow, from templates, or automatically from monitoring tools through integrations, webhooks or the API, and uptime is calculated from the status changes. Customers subscribe to the components they care about by email, Slack or RSS. Besides public pages there are private pages for chosen customers and internal pages for staff, and a traffic spike on the page can trigger an internal alert. The platform also covers on-call schedules and incident response in Slack or Microsoft Teams.",
    "incident.io is a hosted service. Status pages are part of its plans, from a free Basic plan to paid plans priced per user per month."
   ],
   "maker": "incident.io",
   "links": {
    "docs": "https://docs.incident.io",
    "pricing": "https://incident.io/pricing"
   },
   "page": "https://aiolum.com/tool/incident-io/"
  },
  {
   "slug": "instagram-api",
   "name": "Instagram API",
   "job": "running",
   "definition": "",
   "url": "https://developers.facebook.com/docs/instagram-platform/",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "page": "https://aiolum.com/tool/instagram-api/"
  },
  {
   "slug": "ipapi",
   "name": "ipapi",
   "job": "running",
   "definition": "An IP geolocation API: a website or program sends an IP address and receives its country, city, time zone, currency and network owner as JSON.",
   "url": "https://ipapi.co/",
   "price": "Subscription: from US$15 a month (billed monthly) for 60,000 lookups a month",
   "readOn": "2026-10-28",
   "freeTier": "free trial: up to 1,000 lookups a day, not for production",
   "about": [
    "ipapi (ipapi.co) is an IP geolocation API, a web service that estimates where a device is from its IP address, the number that identifies it on the internet. It is owned and operated by Kloudend, Inc., a company incorporated in Delaware, USA; the service started in 2016.",
    "A program sends an HTTPS request such as ipapi.co/8.8.8.8/json/ and receives a JSON record with the city, region, country code, postal code, latitude and longitude, time zone, calling code, currency, languages, ASN (the number of the network that announces the address) and the organization. A single field, for example only the country, can be requested as plain text. The site states that latitude and longitude are often near the center of a population area and are not precise enough to find a household. Each lookup is counted, and repeat queries for the same address count again. Bulk lookup and IPv6 support are also listed.",
    "It is a hosted service sold as a subscription with monthly or annual billing, priced by the number of lookups a month. A free trial plan of up to 1,000 lookups a day is meant for testing, not production."
   ],
   "maker": "Kloudend, Inc.",
   "links": {
    "docs": "https://ipapi.co/api/",
    "pricing": "https://ipapi.co/pricing/",
    "github": "https://github.com/ipapi-co/"
   },
   "page": "https://aiolum.com/tool/ipapi/"
  },
  {
   "slug": "ipinfo",
   "name": "IPinfo",
   "job": "running",
   "definition": "An IP address data service: a program sends an IP address and receives its location, network owner and signs of VPN or proxy use.",
   "url": "https://ipinfo.io/",
   "price": "IPinfo Core: US$26 a month billed annually (US$310 a year) for 150,000 API requests a month; IPinfo Lite free",
   "readOn": "2026-10-28",
   "freeTier": "yes: IPinfo Lite, country-level data, unlimited requests",
   "about": [
    "IPinfo is an IP data provider: it sells information about IP addresses, the numbers that identify devices and servers on the internet. The maker, IPinfo Inc., says it has offered this data since 2013.",
    "A program sends an IP address to the IPinfo API and receives a JSON record within about 50 to 200 milliseconds. The record can hold the geolocation (country, region, city, postal code, time zone and approximate coordinates, with an accuracy radius), the ASN (the autonomous system, the network that routes the address, with its name and domain), the mobile carrier, the company, and privacy flags that show whether the address belongs to a VPN, Tor, a proxy, a relay or a hosting provider. IPinfo builds this data from a network of more than 1,000 measurement servers (ProbeNet) and other sources. The same data is also sold as downloadable database files and through cloud-platform integrations.",
    "It is a hosted service. A free tier (IPinfo Lite) gives country-level location and ASN data with unlimited requests; paid tiers are subscriptions billed monthly or yearly, with a fee for each extra 1,000 requests."
   ],
   "maker": "IPinfo Inc.",
   "links": {
    "docs": "https://ipinfo.io/developers",
    "pricing": "https://ipinfo.io/pricing",
    "github": "https://github.com/ipinfo"
   },
   "page": "https://aiolum.com/tool/ipinfo/"
  },
  {
   "slug": "kinde",
   "name": "Kinde",
   "job": "running",
   "definition": "A hosted authentication and billing service for SaaS products: it handles user sign-up, login, roles and feature flags, and can bill the product's customers.",
   "url": "https://www.kinde.com/",
   "price": "Pro plan: US$25 a month; Free plan US$0 up to 10,500 monthly active users; 0.7% per customer transaction when Kinde billing is used",
   "readOn": "2026-10-28",
   "freeTier": "yes: up to 10,500 monthly active users",
   "about": [
    "Kinde is a developer platform for authentication (checking who a user is at login), access management (deciding what each user may do) and billing, for SaaS products. It is made by Kinde Australia Pty Ltd.",
    "A developer adds a Kinde SDK to the application, with official SDKs for Next.js, React, Node.js, Python, PHP, Ruby, Java, .NET, iOS, Android, Flutter and other platforms, and sends users to login pages that Kinde hosts and that can be styled and placed on the product's own domain. Kinde supports password and passwordless login, social logins, multi-factor authentication (a second check such as a code sent by SMS), and enterprise single sign-on (SSO) through Microsoft Entra ID or SAML, so that a company's staff log in with their work account. It also manages organizations for B2B products, custom roles and permissions, machine-to-machine (M2M) access for back-end services, feature flags (switches that turn a feature on for some users only) and separate environments. Its billing feature charges the product's customers for subscriptions.",
    "It is a hosted service with a free plan and monthly subscriptions, plus a percentage of each customer transaction when Kinde billing is used."
   ],
   "maker": "Kinde Australia Pty Ltd",
   "links": {
    "docs": "https://docs.kinde.com",
    "pricing": "https://www.kinde.com/pricing/",
    "github": "https://github.com/kinde-oss"
   },
   "page": "https://aiolum.com/tool/kinde/"
  },
  {
   "slug": "klaviyo",
   "name": "Klaviyo",
   "job": "running",
   "definition": "An email and SMS marketing platform for consumer brands: it stores customer profiles and shopping events and sends targeted campaigns and automated message sequences.",
   "url": "https://www.klaviyo.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "yes: up to 250 active profiles and 500 emails a month; paid plan prices are shown only in a script calculator",
   "about": [
    "Klaviyo is a B2C CRM, a customer relationship management system for companies that sell to consumers, with email and text-message marketing at its core. It is made by Klaviyo, Inc.",
    "The Klaviyo Data Platform collects customer profiles, events (such as a viewed product or a placed order) and properties into one view per customer, fed by more than 400 pre-built integrations with other tools, such as Shopify. On this data a marketer builds segments (groups of customers selected by rules), sends campaigns (one-time messages) and sets up flows, automated sequences that start when an event happens, such as a placed order. Messages go out by email, SMS and RCS text, WhatsApp, mobile push and web forms. Other products add reviews, a helpdesk, an AI customer-service agent and Composer, an AI marketing agent. Developers reach the same data through public APIs and an MCP server.",
    "It is a hosted service with a free plan. Paid plans are subscriptions priced by active profiles, the contacts who can receive marketing; unsubscribed and suppressed contacts do not count."
   ],
   "maker": "Klaviyo, Inc.",
   "links": {
    "docs": "https://developers.klaviyo.com/en",
    "pricing": "https://www.klaviyo.com/pricing"
   },
   "page": "https://aiolum.com/tool/klaviyo/"
  },
  {
   "slug": "laravel-forge",
   "name": "Laravel Forge",
   "job": "running",
   "definition": "A server management service from the Laravel team: it sets up web servers on a cloud provider and deploys a PHP or JavaScript app from Git without manual DevOps work.",
   "url": "https://laravel.com/forge",
   "price": "Hobby plan: US$12 a month (unlimited Laravel VPS servers, 1 external server); servers billed separately",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "Laravel Forge is a server management platform, a web service that installs and configures servers and deploys applications to them, so that developers do not have to do this by hand over SSH. It is built by the Laravel team, the makers of the Laravel PHP framework, but it also supports plain PHP, WordPress, Statamic, Node.js, Nuxt and Next.js apps.",
    "A developer either creates a Laravel VPS (a virtual private server that Forge provisions itself in seconds) or connects an account at a cloud provider such as DigitalOcean, AWS or Hetzner. Forge installs Nginx, PHP, MySQL or Postgres, Redis and other essentials, and the developer keeps root access. Forge connects to GitHub, GitLab or Bitbucket and deploys the code from the repository with a deployment script, with zero-downtime deployment on one server. It also issues free SSL certificates, runs and supervises queue workers, schedules cron jobs, backs up and monitors databases, and gives teams a shared web terminal.",
    "It is a hosted service with flat-rate monthly or annual plans; the cloud provider bills the servers separately."
   ],
   "maker": "Laravel",
   "links": {
    "docs": "https://laravel.com/forge/docs",
    "pricing": "https://laravel.com/forge/pricing"
   },
   "page": "https://aiolum.com/tool/laravel-forge/"
  },
  {
   "slug": "linkedin-api",
   "name": "LinkedIn API",
   "job": "running",
   "definition": "LinkedIn's set of web APIs: with a member's permission, another application can publish posts on LinkedIn for that member and read the posts' statistics.",
   "url": "https://developer.linkedin.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "The LinkedIn API is the set of web APIs (interfaces that another program calls over the internet) that LinkedIn Corporation offers so that other software can work with LinkedIn. The documentation is organized by business line: Consumer, Compliance, Learning, Marketing, Sales and Talent.",
    "Access uses OAuth 2.0, a standard in which a member signs in on LinkedIn and gives an application a limited access token instead of a password. With the w_member_social permission, which any developer can add through the Share on LinkedIn product, an application creates posts with text, links and images on behalf of the member. The Posts API creates and retrieves organic and sponsored posts for members and organizations, and the memberCreatorPostAnalytics API returns statistics such as impressions, members reached, reshares and reactions for a member's posts. Most other permissions need explicit approval from LinkedIn.",
    "A developer creates an app in the LinkedIn Developer Portal and adds products to it. The downloaded pages state no price."
   ],
   "maker": "LinkedIn Corporation",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/linkedin/",
    "github": "https://github.com/linkedin-developers"
   },
   "page": "https://aiolum.com/tool/linkedin-api/"
  },
  {
   "slug": "llamaparse",
   "name": "LlamaParse",
   "job": "running",
   "definition": "A hosted document parsing service: it turns PDFs, Office files, spreadsheets and images into clean Markdown, text or JSON for AI applications.",
   "url": "https://www.llamaindex.ai/llamaparse",
   "price": "Starter plan US$50 a month with 40,000 credits included; further credits pay as you go at US$1.25 per 1,000 credits; free plan with 10,000 credits",
   "readOn": "2026-10-28",
   "freeTier": "yes, 10,000 credits a month",
   "about": [
    "LlamaParse is a document parser made by LlamaIndex. Parsing here means reading a file such as a PDF, an Office document, a spreadsheet or a scanned image, detecting the structure of each page (headings, columns, tables, charts) and writing the content out in a form that a large language model or another program can use.",
    "A program sends a document through the REST API, or a person uploads it in the web interface, and LlamaParse returns Markdown, plain text, JSON per page, XLSX or HTML tables. It handles headers, footers and split sections, extracts tables and charts, and reads handwriting and checkboxes. Parse tiers (Cost Effective, Agentic, Agentic Plus) trade cost against accuracy: the agentic tiers use large language models or vision-language models on each page. The same platform offers Extract (structured fields from documents), Classify, Split and Index for retrieval.",
    "LlamaParse is a commercial hosted service, not open source, with credit-based pricing: each parsed page costs credits, and monthly plans include a number of credits. Enterprises can also deploy it in a private cloud."
   ],
   "maker": "LlamaIndex",
   "links": {
    "docs": "https://developers.llamaindex.ai/llamaparse/",
    "pricing": "https://www.llamaindex.ai/pricing",
    "github": "https://github.com/run-llama/"
   },
   "page": "https://aiolum.com/tool/llamaparse/"
  },
  {
   "slug": "meta-marketing-api",
   "name": "Meta Marketing API",
   "job": "running",
   "definition": "",
   "url": "https://developers.facebook.com/docs/marketing-apis/",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "page": "https://aiolum.com/tool/meta-marketing-api/"
  },
  {
   "slug": "microsoft-word",
   "name": "Microsoft Word",
   "job": "running",
   "definition": "Microsoft's word processor for writing and editing documents; developers can extend it with add-ins, web apps that run inside Word.",
   "url": "https://www.microsoft.com/en-us/microsoft-365/word",
   "price": "Microsoft 365 Personal, which includes the Word desktop app: US$99.99 a year; Word for the web is free",
   "readOn": "2026-10-28",
   "freeTier": "yes: Word for the web",
   "about": [
    "Microsoft Word is a word processor from Microsoft, part of Microsoft 365: an application for writing, formatting and editing documents. It runs as desktop apps on Windows and Mac, on phones and tablets, and in the browser as Word for the web.",
    "A user starts from a blank page or one of thousands of templates, dictates text by voice, checks spelling, grammar and style with Editor, and shares a document so that several people can edit it in real time, with track changes and version history. Copilot, Microsoft's AI assistant, drafts, rewrites and summarizes text on request. Developers extend Word with add-ins: web applications written in JavaScript that open in a task pane next to the document. Through the Word JavaScript API an add-in reads and changes paragraphs, content controls and pictures in the open document, and the same add-in runs in Word on the web, Windows, Mac and iPad.",
    "Word for the web is free with a Microsoft account. The desktop apps and Copilot come with Microsoft 365 subscriptions, billed monthly or yearly."
   ],
   "maker": "Microsoft",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/office/dev/add-ins/word/word-add-ins-programming-overview"
   },
   "page": "https://aiolum.com/tool/microsoft-word/"
  },
  {
   "slug": "mintlify",
   "name": "Mintlify",
   "job": "running",
   "definition": "A hosted documentation platform: a company writes its product docs as files in a Git repository or a web editor, and Mintlify builds and serves the docs site.",
   "url": "https://www.mintlify.com/",
   "price": "Starter free (5 editor seats); Pro US$450 a month billed yearly, or US$540 billed monthly",
   "readOn": "2026-10-28",
   "freeTier": "yes: Starter plan, free forever; 14-day Pro trial",
   "about": [
    "Mintlify is a hosted documentation platform: a company writes its product documentation there, and Mintlify builds, hosts and serves the documentation website. It uses a docs-as-code approach: every page is a file, such as an MDX file (Markdown with components), in a Git repository. Changes made locally or in the browser-based web editor sync to that repository, and the GitHub App deploys them automatically.",
    "Writers preview pages on their own computer with the mint command-line tool, which needs Node.js. Sites get search, an API playground, ready-made components, a custom domain and authentication. For AI agents, Mintlify automatically hosts an llms.txt file, a Markdown index of all pages that helps large language models (LLMs) find content, plus a fuller llms-full.txt file and an MCP server (Model Context Protocol, a standard way for AI agents to call tools). Paid plans add an AI assistant that answers readers' questions from the docs, a writing agent, and automations that update pages.",
    "Mintlify is sold as a subscription: a free Starter plan, a paid Pro plan, and Enterprise on request. AI features use credits."
   ],
   "maker": "Mintlify",
   "links": {
    "docs": "https://www.mintlify.com/docs",
    "pricing": "https://www.mintlify.com/pricing",
    "github": "https://github.com/mintlify"
   },
   "page": "https://aiolum.com/tool/mintlify/"
  },
  {
   "slug": "monid",
   "name": "Monid",
   "job": "running",
   "definition": "A pay-per-call marketplace of tools for AI agents: one account and one balance let an agent find and call thousands of third-party APIs, such as search, scraping and data enrichment.",
   "url": "https://monid.ai/",
   "price": "Pay per call from one balance (example shown: US$0.0013 per call); no subscription; US$1 free credit to start",
   "readOn": "2026-10-28",
   "freeTier": "US$1 of free credit",
   "about": [
    "Monid is a marketplace and router for the tools that AI agents call, which describes itself as \"OpenRouter for agent tools\". One account and one balance give an agent access to more than 2,800 tools and APIs from over 90 providers: web search and scraping, people and company enrichment, social-platform data, and video, image and voice generation.",
    "An agent connects through a skill file, a remote MCP server (Model Context Protocol, a standard way for agents to call tools), a command-line tool or the HTTP API. The agent describes the job, discover ranks matching endpoints by fit and price, inspect shows an endpoint's inputs, and run calls it. Monid holds the providers' API keys and brokers each call, so there is no sign-up per provider. Each connector, a declarative description of one provider's endpoints, states how usage is counted: per call, per result, or per unit such as a second of video.",
    "The connector framework is open source under the MIT license. The hosted service has no subscription: each call is debited from the balance, most endpoints at the provider's standard rate, and failed calls are not charged."
   ],
   "maker": "Monid Inc.",
   "links": {
    "docs": "https://monid.ai/docs",
    "github": "https://github.com/monid-ai/monid"
   },
   "page": "https://aiolum.com/tool/monid/"
  },
  {
   "slug": "mux",
   "name": "Mux",
   "job": "running",
   "definition": "A video API for developers: it stores, processes and streams a product's videos and live streams, and supplies a player, thumbnails, captions and viewing analytics.",
   "url": "https://www.mux.com/",
   "price": "Pay as you go: storage from US$0.0024 per minute of video a month; delivery free for 100,000 minutes a month, then from US$0.0008 per minute; US$20 monthly usage credit",
   "readOn": "2026-10-28",
   "freeTier": "yes: free plan with up to 10 stored videos and 100,000 delivery minutes a month",
   "about": [
    "Mux is a video API for developers: a hosted service that stores, processes and streams video and audio for websites and apps, so that a team does not have to build its own video pipeline. It covers on-demand video and live streaming, and adds a video player (Mux Player) and an analytics product (Mux Data).",
    "A program sends a video file to the Mux API, for example by URL, and Mux processes it into an asset, a file prepared for streaming playback, with a playback ID. The app streams the video by that ID, embeds it with Mux Player as a React component, a web component or an iframe, and takes thumbnails, GIFs, clips and auto-generated captions from the same asset. Live streams receive RTMP or SRT input from broadcast software. Webhooks, HTTP callbacks to the developer's server, report events such as an asset becoming ready. Mux Data tracks views, playing time and viewer retention, and Mux Robots runs AI jobs such as caption translation, summarization and content moderation.",
    "Pricing is usage-based, per minute of video, with free monthly allowances; prepaid credit plans and enterprise contracts are also offered."
   ],
   "maker": "Mux, Inc.",
   "links": {
    "docs": "https://www.mux.com/docs",
    "pricing": "https://www.mux.com/pricing",
    "github": "https://www.github.com/muxinc/"
   },
   "page": "https://aiolum.com/tool/mux/"
  },
  {
   "slug": "notion-api",
   "name": "Notion API",
   "job": "running",
   "definition": "Notion's REST API, through which other programs read and write pages, databases, comments and users in a Notion workspace.",
   "url": "https://developers.notion.com/guides/get-started/overview",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "The Notion API is the REST API of Notion, the workspace app for notes, documents and databases made by Notion Labs, Inc. A REST API is an interface that other programs call over HTTPS to read and change data. Through it a program can read, create and update nearly everything in a workspace: pages, databases, users, comments and files.",
    "A program works through a connection, also called an integration. Internal connections belong to one workspace and use a static token. Public connections, for apps used by many Notion users, sign users in with OAuth 2.0, and each user picks which pages the app may see. Personal access tokens let a script act as one user. Connections can subscribe to webhooks, which push events such as page updates and new comments, so they do not have to poll. Notion also offers a JavaScript SDK and an MCP server for AI agents.",
    "The API is part of Notion and has no separate price on the downloaded pages. Its rate limit depends on the workspace plan: 600 requests per minute on Business and Enterprise plans, 180 on all other plans."
   ],
   "maker": "Notion Labs, Inc.",
   "links": {
    "docs": "https://developers.notion.com/guides/get-started/overview"
   },
   "page": "https://aiolum.com/tool/notion-api/"
  },
  {
   "slug": "nvidia-gpus",
   "name": "NVIDIA GPUs",
   "job": "running",
   "definition": "NVIDIA's GeForce graphics cards, processors that a PC uses for 3D graphics and to run AI models, such as image and video software, locally.",
   "url": "https://www.nvidia.com/en-us/geforce/graphics-cards/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "NVIDIA GPUs are graphics processing units made by NVIDIA Corporation. A GPU is a processor with many small cores that work in parallel; it was designed for 3D graphics, and the same parallel design makes it fast at the matrix arithmetic of neural networks. NVIDIA sells its consumer GPUs as GeForce graphics cards for desktop PCs and as chips in laptops. The current line is the GeForce RTX 50 Series (RTX 5090, 5080, 5070, 5060 and 5050); the RTX 40 Series came before it.",
    "RTX 50 Series cards have fifth-generation Tensor Cores, units built for AI arithmetic that support the FP4 number format, and fourth-generation ray tracing cores for realistic lighting. NVIDIA promotes the cards for running AI models locally on a Windows PC: language models, image and video generation (for example ComfyUI workflows) and AI video effects in the NVIDIA Broadcast app.",
    "The cards are hardware, sold through NVIDIA and partner retailers. The downloaded NVIDIA pages list buying options but show no prices."
   ],
   "maker": "NVIDIA Corporation",
   "aka": [
    "Nvidia GPUs"
   ],
   "page": "https://aiolum.com/tool/nvidia-gpus/"
  },
  {
   "slug": "nylas",
   "name": "Nylas",
   "job": "running",
   "definition": "An API service that lets an application read and send email, manage calendars and record meetings across Gmail, Microsoft, IMAP and other providers through one interface.",
   "url": "https://www.nylas.com/",
   "price": "Essentials plan: US$15 a month for 10 connected email and calendar accounts",
   "readOn": "2026-10-28",
   "freeTier": "yes: free plan with 5 connected accounts",
   "about": [
    "Nylas is a communications API platform: one API through which an application reads and sends email, manages calendars and records meetings. An API (application programming interface) is a set of web addresses that another program calls. Nylas connects to more than 250 email, calendar and meeting providers, including Gmail, Microsoft, Exchange, IMAP servers and Zoom.",
    "A user of the customer's app grants access to a mailbox through OAuth, a standard sign-in flow; Nylas manages the tokens and returns messages, events and contacts in one normalized JSON format, so the app needs no code for each provider. The Email API sends, receives, threads and parses mail with two-way sync, and webhooks report new events in real time. Agent Accounts give an AI agent its own hosted inbox and calendar. The Notetaker API sends a bot to Google Meet, Teams or Zoom meetings and returns recordings and speaker-labeled transcripts. An MCP server gives AI tools the same access.",
    "Nylas is a hosted service sold by subscription: a free plan, then monthly plans priced by connected accounts and usage."
   ],
   "maker": "Nylas",
   "links": {
    "docs": "https://developer.nylas.com/",
    "pricing": "https://www.nylas.com/pricing/"
   },
   "page": "https://aiolum.com/tool/nylas/"
  },
  {
   "slug": "pdfvector",
   "name": "PDF Vector",
   "job": "running",
   "definition": "A document-processing API: a program sends PDFs, Word files, spreadsheets or images and gets back clean Markdown text, answers to questions, or structured JSON data.",
   "url": "https://www.pdfvector.com/",
   "price": "Basic plan: US$23 a month, reduced from US$25, for 3,000 credits a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, 100 credits a month",
   "about": [
    "PDF Vector is a hosted document parsing service, sold as an API (an interface that another program calls over the internet). It turns PDF, Word, Excel, PowerPoint, image and more than 20 other file types into Markdown, a plain-text format that keeps headings, lists and tables, a form that language models handle well.",
    "Its 19 APIs follow one pattern. Parse returns the text of a document; Ask answers a question about it; Extract fills a JSON Schema (a description of the fields and types wanted) with data from it. Specialized versions handle invoices, identity documents and bank statements. Academic APIs search and fetch papers from PubMed, arXiv, OpenAlex and Semantic Scholar. The service says it stores no documents or results, offers dedicated instances in chosen regions, and connects to Zapier, Make, n8n and AI apps through an MCP server.",
    "PDF Vector is a paid hosted service with a free tier. Every plan includes all APIs; plans differ by the number of monthly credits, which API calls consume."
   ],
   "maker": "PDF Vector",
   "links": {
    "docs": "https://global.pdfvector.com/api/reference",
    "pricing": "https://www.pdfvector.com/#pricing"
   },
   "aka": [
    "PDFVector"
   ],
   "page": "https://aiolum.com/tool/pdfvector/"
  },
  {
   "slug": "perenual",
   "name": "Perenual",
   "job": "running",
   "definition": "A plant database with a REST API: an app searches more than 10,000 plant species and gets back care data, images, hardiness zones and disease information.",
   "url": "https://perenual.com/",
   "price": "Premium API plan: US$59.99 a month (reduced from US$74.99), 10,000 requests a day, commercial use",
   "readOn": "2026-10-28",
   "freeTier": "yes, 100 requests a day, personal use",
   "about": [
    "Perenual is a botanical database offered as a REST API, an interface that other programs call over HTTP with a key and receive answers in JSON. It is built for developers, farmers and botanists who make plant, gardening and agriculture apps, and lists more than 10,000 plant species.",
    "A program calls the species list endpoint with an API key and optional filters, such as a name query, edible, poisonous, indoor, life cycle, watering, sunlight or hardiness zone (a climate band from 1 to 13 that says where a plant survives the winter). Each species record has common and scientific names, genus, images with their licenses, and care details; other endpoints return care guides, a plant FAQ, a pest and disease list, and plant identification. The website also shows the same data as a public plant database.",
    "Perenual is a hosted service. A free personal plan allows 100 requests a day with limited data; paid monthly or yearly plans raise the daily limit, open the full species data and allow commercial use."
   ],
   "maker": "Perenual",
   "links": {
    "docs": "https://perenual.com/docs/api",
    "pricing": "https://perenual.com/subscription-api-pricing"
   },
   "page": "https://aiolum.com/tool/perenual/"
  },
  {
   "slug": "pgvector",
   "name": "pgvector",
   "job": "running",
   "definition": "An open-source PostgreSQL extension that stores embedding vectors in ordinary tables and finds the nearest ones, so semantic search runs inside the existing database.",
   "url": "https://github.com/pgvector/pgvector",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "pgvector is an open-source extension for Postgres (PostgreSQL) that adds vector similarity search. A vector here is an embedding, a list of numbers that a model computes from a text or an image so that similar items get nearby vectors. pgvector stores these vectors in a normal table column, next to the rest of the data.",
    "After CREATE EXTENSION vector, a table gets a column of type vector(n), where n is the number of dimensions, and a query orders rows by distance to a given vector: L2 distance, inner product, cosine distance, L1, Hamming or Jaccard distance. By default the search is exact; an HNSW index (a multilayer graph) or an IVFFlat index makes it approximate, which is faster but may miss some matches. Vectors can be single-precision, half-precision, binary or sparse. Because it runs inside Postgres, queries keep transactions, JOINs and point-in-time recovery, and work from any language with a Postgres client.",
    "pgvector is free and open source under a permissive license with the same text as PostgreSQL's license. It supports Postgres 13 and later and comes preinstalled with many hosted Postgres providers."
   ],
   "maker": "pgvector project (open source)",
   "links": {
    "github": "https://github.com/pgvector/pgvector"
   },
   "page": "https://aiolum.com/tool/pgvector/"
  },
  {
   "slug": "podping",
   "name": "Podping",
   "job": "running",
   "definition": "An open notification system for podcasts: hosts announce an updated feed once, and apps and directories see the new episode within seconds by watching the Hive blockchain.",
   "url": "https://github.com/Podcastindex-org/podping",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Podping is a global message bus for podcast feed events: a shared channel where publishers post a short notice when a feed changes, and anyone can read the notices. Podcast Index (Podcastindex.org) developed it as an alternative to WebSub and rssCloud, two older protocols that push feed updates to subscribers one feed at a time.",
    "A podcast hosting company, or a podcaster who hosts the feed alone, sends a plain GET request with the updated feed URL to podping.cloud, the hosted front end. The server checks the publisher's identity and writes the URL, with optional \"reason\" and \"medium\" codes, as a custom JSON object into the Hive blockchain, an open blockchain that adds a new block every 3 seconds. Apps, directories and aggregators run a watcher script that reads the blockchain and see the update within about 20 seconds, with no subscription to each feed.",
    "Podping is an open-source project on GitHub with separate parts: podping.cloud, a backend writer for Hive, watcher scripts, and Cap'n Proto schema definitions in Python and Rust. Podcast Index runs the first servers; anyone can watch the events."
   ],
   "maker": "Podcast Index (Podcastindex.org), open source",
   "links": {
    "github": "https://github.com/Podcastindex-org/podping"
   },
   "page": "https://aiolum.com/tool/podping/"
  },
  {
   "slug": "portkey",
   "name": "Portkey",
   "job": "running",
   "definition": "An AI gateway: one API in front of many language model providers that retries failed requests, falls back to other models, caches answers and logs every call.",
   "url": "https://portkey.ai/",
   "price": "Hosted Production plan: US$49 a month for 100k recorded logs, plus US$9 for each additional 100k requests; the open-source gateway is free",
   "readOn": "2026-10-28",
   "freeTier": "free Developer plan with 10k recorded logs a month; open-source gateway",
   "about": [
    "Portkey is an AI gateway: a proxy that sits between an application and the providers of large language models (LLMs) and passes every model request through one API. The platform also covers observability (logs and traces of each request), guardrails (checks on model input and output), governance and prompt management. Palo Alto Networks has completed the acquisition of Portkey, and the product is now named PRISMA AIRS AI Gateway.",
    "An application sends requests in an OpenAI-compatible format to the gateway, which routes them to more than 1,600 language, vision, audio and image models. A configuration can retry a failed request up to 5 times, fall back to another provider or model on chosen errors, balance load across models and keys, and cache answers, either exact repeats (simple caching) or similar questions (semantic caching), to reduce cost and latency.",
    "The gateway itself is open source under the MIT license and runs locally with Node.js, in Docker or on Cloudflare. Portkey also sells a hosted service by subscription: a free Developer plan, a paid Production plan and custom Enterprise pricing."
   ],
   "maker": "Portkey, now part of Palo Alto Networks (PRISMA AIRS AI Gateway)",
   "links": {
    "docs": "https://portkey.ai/docs",
    "pricing": "https://portkey.ai/pricing",
    "github": "https://github.com/Portkey-AI"
   },
   "page": "https://aiolum.com/tool/portkey/"
  },
  {
   "slug": "roblox-studio",
   "name": "Roblox Studio",
   "job": "running",
   "definition": "Roblox's free desktop application for building, scripting, testing and publishing 3D games that run on the Roblox platform.",
   "url": "https://create.roblox.com/docs/studio",
   "price": "Free",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Roblox Studio is the development environment from Roblox Corporation for games (called experiences) on Roblox: a free desktop application for Windows and Mac that bundles the Roblox engine, the software that renders and simulates each game. Games made in it are published to Roblox users on consoles, desktop computers and mobile devices.",
    "A creator builds a 3D world by dragging objects into a workspace and placing, rotating and texturing them, and adds behavior with scripts in Luau, a programming language derived from Lua 5.1 with optional types. The script editor has syntax highlighting and code completion. Playtesting emulates many screen sizes and devices before release. Teams can build and script together in real time. An AI Assistant can answer questions, add objects and edit scripts. Plugins are extensions that add features to Studio; creators install them from the Creator Store or write their own, and can give them away or sell them.",
    "Studio is free to download and use with a Roblox account; the documentation shows no price for the application itself."
   ],
   "maker": "Roblox Corporation",
   "links": {
    "docs": "https://create.roblox.com/docs/studio"
   },
   "page": "https://aiolum.com/tool/roblox-studio/"
  },
  {
   "slug": "sapiom",
   "name": "Sapiom",
   "job": "running",
   "definition": "Infrastructure for AI agents: it routes their model calls, runs them in managed sandboxes, and lets them pay for tools and purchases within set limits.",
   "url": "https://www.sapiom.ai/",
   "price": "Runtime billed per agent run; the price per run is not published",
   "readOn": "2026-10-28",
   "freeTier": "first 50 agent runs each day free, per the August 2026 announcement",
   "about": [
    "Sapiom builds infrastructure for AI agents, programs that use language models to decide and act on their own. It started with payments, because an agent has no way of its own to pay for a model, a tool or a purchase.",
    "Its August 2026 announcement describes three products. Sapiom Router takes an application's model calls through an OpenAI- or Anthropic-compatible API and sends each call to the most efficient model. Agent Studio builds and tests agents. Sapiom Runtime operates agents in production: it provides sandboxes (isolated environments where agent code runs), memory, secrets, scheduled triggers and automatic recovery when a step fails. Through this one integration an agent can search the web, use a browser, send SMS and email and call models, and every call is recorded with its cost. The current home page presents Sapiom Pay: a buyer saves a card once, approves each purchase, and Sapiom fills the card into the merchant's checkout without the agent seeing the card details.",
    "Sapiom is a hosted service. Runtime is billed per agent run, and Agent Studio is free."
   ],
   "maker": "Sapiom",
   "links": {
    "docs": "https://docs.sapiom.ai/"
   },
   "page": "https://aiolum.com/tool/sapiom/"
  },
  {
   "slug": "scaleway",
   "name": "Scaleway",
   "job": "running",
   "definition": "A European cloud provider that rents virtual machines, GPUs, storage, databases and hosted AI models from its data centers in Europe, billed by use.",
   "url": "https://www.scaleway.com/en/",
   "price": "Pay per use: virtual machines from €0.00898 an hour (DEV1-S development instance, about €6.55 a month), before tax",
   "readOn": "2026-10-28",
   "freeTier": "no general free tier; startup programs give cloud credits",
   "about": [
    "Scaleway is a European cloud provider: it rents computing, storage and network resources in its own data centers, which customers use over the internet instead of running their own servers. Scaleway SAS is a subsidiary of the iliad Group and operates in France, Poland, Italy and the Netherlands, with four multi-AZ regions (regions made of several separate data centers, called availability zones).",
    "The catalogue has more than 100 products. Virtual instances are virtual machines in several sizes, from small development machines to compute-optimized and memory-optimized ones. GPU instances with NVIDIA L4, L40S, H100 and B300 chips run AI training and inference. Other products include S3-compatible object storage, block and file storage, managed Kubernetes (Kubernetes Kapsule), serverless functions and containers, managed databases, private networks and load balancers. Generative APIs serve AI models through an API call, hosted in Europe. Dedibox and Elastic Metal rent whole physical servers.",
    "Scaleway is a hosted service billed by use: most resources have an hourly price with an approximate monthly figure, and prices are shown before tax."
   ],
   "maker": "Scaleway SAS (iliad Group)",
   "links": {
    "docs": "https://www.scaleway.com/en/docs/",
    "pricing": "https://www.scaleway.com/en/pricing/"
   },
   "page": "https://aiolum.com/tool/scaleway/"
  },
  {
   "slug": "scrape-creators",
   "name": "Scrape Creators",
   "job": "running",
   "definition": "A web API that returns public data from social media platforms, such as profiles, posts, comments and video transcripts, to a developer's program.",
   "url": "https://scrapecreators.com/",
   "price": "Prepaid credits: US$47 for 25,000 credits (about US$1.88 per 1,000 requests); no subscription",
   "readOn": "2026-10-28",
   "freeTier": "100 free credits, up to 7,000 more as bonus",
   "about": [
    "Scrape Creators (ScrapeCreators) is a social media scraping API. Scraping means reading data from public web pages by program; an API is an interface that another program calls over the internet. Instead of writing and maintaining a scraper for each site, a developer calls one service that covers more than 20 platforms, including TikTok, Instagram, YouTube, Facebook, X, Reddit and LinkedIn.",
    "Each request is an HTTP GET with simple query parameters and one x-api-key header, and the answer comes back as JSON. Endpoints return profiles, posts, videos, comments, followers, ad libraries, search results and transcripts of videos, so the text of a video can go straight into an AI pipeline. Data is read live from the source; a result that is already in the service's cache is returned at no cost. There are no account-level rate limits. The service also offers an MCP server for AI agents, a command-line tool and an agent skill.",
    "Scrape Creators is a hosted service sold with prepaid credits: one credit is one request for most endpoints, and credits never expire. There is no subscription."
   ],
   "maker": "ScrapeCreators (Adrian Horning)",
   "links": {
    "docs": "https://docs.scrapecreators.com/",
    "pricing": "https://scrapecreators.com/#pricing"
   },
   "page": "https://aiolum.com/tool/scrape-creators/"
  },
  {
   "slug": "sendblue",
   "name": "Sendblue",
   "job": "running",
   "definition": "A messaging API and business app that sends and receives iMessage, SMS and RCS messages from a company's phone number, for sales teams and AI agents.",
   "url": "https://www.sendblue.com/",
   "price": "AI Agent plan: US$100 a month per dedicated phone line, unlimited messages",
   "readOn": "2026-10-28",
   "freeTier": "free sandbox with a shared number and up to 10 verified contacts",
   "about": [
    "Sendblue is a business messaging service for iMessage, Apple's messaging protocol, with SMS and RCS as other channels. Messages arrive as real iMessages (blue bubbles), with read receipts, typing indicators and full-quality photos, videos and voice memos. The site's footer names Round One Inc., in New York.",
    "A developer gets an API key, installs the SDK for Node.js or Python (or calls the REST API from any language), and sends a POST request with the recipient's phone number and the text. Incoming replies reach the developer's server through webhooks, so a program or an AI agent can hold the conversation. Sendblue detects whether the recipient has iMessage and falls back to SMS when needed, and it needs no Apple hardware or Mac server on the customer's side. Sales teams can use it from their CRM, with a shared inbox, group chats, workflows and FaceTime Audio calls. The site says no A2P registration (the approval process for business text messaging in the USA) is needed.",
    "Sendblue is a hosted service priced per phone line per month, without per-message fees; a free sandbox exists for testing."
   ],
   "maker": "Round One Inc. (Sendblue)",
   "links": {
    "docs": "https://docs.sendblue.com/"
   },
   "page": "https://aiolum.com/tool/sendblue/"
  },
  {
   "slug": "sign-in-with-apple",
   "name": "Sign in with Apple",
   "job": "running",
   "definition": "Apple's login service: users create an account or sign in to an app or website with their existing Apple Account instead of a new password.",
   "url": "https://developer.apple.com/design/human-interface-guidelines/sign-in-with-apple",
   "price": "Included in the Apple Developer Program membership, US$99 a year",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Sign in with Apple is Apple's login service. People sign up for or sign in to an app or a website with the Apple Account they already have, and skip forms and new passwords. It is a form of single sign-on, in which one identity provider, here Apple, confirms who the user is for many apps.",
    "In an iOS, macOS, tvOS or watchOS app, the developer enables the Sign in with Apple capability for the app's App ID and shows Apple's button from the AuthenticationServices framework. When the user taps it, the system checks the Apple Account on the device, the user confirms with Face ID, Touch ID or Optic ID, and the app receives a user identifier and, if it asks, a name and email address. The user can hide the real address; Apple then gives the app a random address that forwards mail to it. Two-factor authentication is required. Websites, also on non-Apple platforms, use Sign in with Apple JS and a REST API between the app's servers and Apple's servers.",
    "It is a capability that comes with the paid annual Apple Developer Program membership."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/documentation/signinwithapple",
    "pricing": "https://developer.apple.com/programs/"
   },
   "page": "https://aiolum.com/tool/sign-in-with-apple/"
  },
  {
   "slug": "sign-in-with-microsoft",
   "name": "Sign in with Microsoft",
   "job": "running",
   "definition": "Microsoft's login service for apps: users sign in with an existing personal or work Microsoft account, and the app receives tokens that identify them.",
   "url": "https://learn.microsoft.com/en-us/entra/identity-platform/v2-overview",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "yes; External ID includes the first 50,000 monthly active users at no cost",
   "about": [
    "Sign in with Microsoft is the sign-in button that apps show for the Microsoft identity platform, Microsoft's cloud identity service. Users sign in to a third-party app with a Microsoft account they already have: a personal account, as used for Outlook.com, Xbox and Skype, or a work or school account managed in Microsoft Entra ID.",
    "The platform is an authentication service built on OAuth 2.0 and OpenID Connect, open standards in which an app sends the user to the identity provider's sign-in page and receives signed tokens that say who the user is and what the app may access. A developer registers the app in the Microsoft Entra admin center and uses the open-source Microsoft Authentication Library (MSAL), or another standards-compliant library, which runs the token flows and caches the tokens. The same tokens can authorize calls to Microsoft APIs such as Microsoft Graph. Microsoft provides official button images and branding rules for the Sign in with Microsoft button.",
    "It is a hosted service. For apps that serve consumers or business customers, Microsoft Entra External ID bills by monthly active users and has a free tier."
   ],
   "maker": "Microsoft",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/entra/identity-platform/v2-overview",
    "pricing": "https://learn.microsoft.com/en-us/entra/external-id/external-identities-pricing"
   },
   "page": "https://aiolum.com/tool/sign-in-with-microsoft/"
  },
  {
   "slug": "spotify-web-api",
   "name": "Spotify Web API",
   "job": "running",
   "definition": "Spotify's web interface for developers: apps read music and podcast data, search the catalog, create and edit playlists and control playback in a user's Spotify account.",
   "url": "https://developer.spotify.com/documentation/web-api",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "no API fee listed; app owner needs Spotify Premium",
   "about": [
    "The Spotify Web API is Spotify's interface for developers, a set of web endpoints that other programs call over the internet. Apps use it to work with Spotify's streaming service: read data about tracks, albums, artists, shows and audiobooks, search the catalog, create and manage playlists in a user's account, and control playback on the user's devices.",
    "A developer creates an app in the Spotify developer dashboard and receives a client ID and a client secret. Spotify uses OAuth 2.0, a standard in which the Spotify user signs in and grants the app scopes, named permissions such as reading or changing playlists; Spotify then issues an access token that the app sends with each API call. New apps start in development mode: the app owner needs a Spotify Premium subscription, at most 5 users on an allowlist can use the app, and requests count against a quota. Extended quota mode allows any number of users and higher rate limits; since 15 May 2025 Spotify accepts applications for it only from organizations, not from individuals.",
    "Use of the API is governed by the Spotify Developer Terms of Service."
   ],
   "maker": "Spotify AB",
   "links": {
    "docs": "https://developer.spotify.com/documentation/web-api"
   },
   "page": "https://aiolum.com/tool/spotify-web-api/"
  },
  {
   "slug": "storyblocks",
   "name": "Storyblocks",
   "job": "running",
   "definition": "A stock media subscription: for a monthly or yearly fee, video makers download unlimited royalty-free footage, music, sound effects, templates and images for their projects.",
   "url": "https://www.storyblocks.com/",
   "price": "Unlimited All Access plan (footage, templates, music and sound effects): US$30 a month, billed annually; Essentials plan without music: US$21 a month, billed annually",
   "readOn": "2026-10-28",
   "freeTier": "free account available",
   "about": [
    "Storyblocks is a subscription library of stock media: ready-made video clips, video templates, music, sound effects, backgrounds and images that creators license for their own projects. The library holds over 10 million assets, and Storyblocks states that every asset is made by people, with no AI-generated content. Royalty-free means that the license is paid once, here through the subscription, with no further fee each time the asset is used.",
    "Subscribers search the library by keyword or through an AI chat search and get unlimited downloads; footage comes in 8K, 4K and HD. Templates exist for After Effects, Premiere Pro, DaVinci Resolve and Apple Motion, and a plugin lets an editor browse and download assets inside Premiere or After Effects. Plans also include an AI toolkit with monthly credits: it edits library clips from short text prompts with Runway's Aleph model, generates video and images, and creates voiceovers with voices powered by ElevenLabs. Each download pays the artist who made the asset.",
    "Storyblocks is sold as a subscription per user, with individual, small business and business licenses."
   ],
   "maker": "Storyblocks",
   "links": {
    "pricing": "https://www.storyblocks.com/pricing"
   },
   "page": "https://aiolum.com/tool/storyblocks/"
  },
  {
   "slug": "supadata",
   "name": "Supadata",
   "job": "running",
   "definition": "A web API that returns transcripts, metadata and AI-extracted data for YouTube, TikTok, Instagram, Facebook and X videos, and web pages as Markdown.",
   "url": "https://supadata.ai/",
   "price": "From US$5 a month (Basic, 300 credits a month, billed annually at US$60 a year); Pro US$17 a month for 3,000 credits",
   "readOn": "2026-10-28",
   "freeTier": "free plan: 100 requests a month",
   "about": [
    "Supadata is a web API, an interface that other programs call over the internet, for video and web content. It is made by Dumpling Software in the EU. A program sends the address of a video on YouTube, TikTok, Instagram, Facebook or X, or a video file, and receives a transcript, metadata or structured data as JSON.",
    "Transcripts come from the platform's own captions, automatic or manual; when a video has none, Supadata can generate one with AI. Transcripts carry timestamps and can be in several languages. Metadata covers titles, descriptions, tags, thumbnails, views, likes and comments. Video analysis takes a prompt or a JSON schema and returns structured data drawn from the visuals, audio and context of a video. A web scraping endpoint fetches any URL and returns it as Markdown ready for LLMs (large language models). There are Python and JavaScript SDKs, no-code connectors for Zapier, Make, n8n and Active Pieces, and an MCP integration.",
    "It is a hosted service with a free tier of 100 requests a month and monthly or yearly plans measured in credits: one transcript or one fetched URL costs 1 credit."
   ],
   "maker": "Dumpling Software",
   "links": {
    "docs": "https://docs.supadata.ai",
    "pricing": "https://supadata.ai/pricing",
    "github": "https://github.com/supadata-ai"
   },
   "page": "https://aiolum.com/tool/supadata/"
  },
  {
   "slug": "telnyx",
   "name": "Telnyx",
   "job": "running",
   "definition": "A communications platform and licensed carrier: programs rent phone numbers from it, make and receive calls, and send text messages through its APIs.",
   "url": "https://telnyx.com/",
   "price": "Pay per use: calls US$0.002 a minute plus the SIP trunk fee; local numbers from US$1 a month; SMS from US$0.004 per message part plus the carrier fee",
   "readOn": "2026-10-28",
   "freeTier": "free sign-up; no platform fee",
   "about": [
    "Telnyx is a communications platform from Telnyx LLC that sells phone services and AI infrastructure through APIs (interfaces that other programs call over the internet). The company describes itself as a licensed carrier, a telephone company in the legal sense, that owns its private network, its edge compute and its GPUs.",
    "A developer searches the Telnyx inventory for local, toll-free or international phone numbers, orders one and assigns it to an application. The Voice API controls calls in code: call flows, recording, conferences and webhooks (HTTP requests that Telnyx sends to the application when something happens, such as an incoming call). Calls travel over SIP trunking, the standard way to carry phone calls over the internet. The messaging API sends and receives SMS and MMS. Other products include voice AI agents, speech-to-text, text-to-speech and inference, which runs AI models on Telnyx GPUs.",
    "Billing is per use, with no contract: published rates per minute, per message part and per number each month, no platform fee, and automatic volume discounts."
   ],
   "maker": "Telnyx LLC",
   "links": {
    "docs": "https://developers.telnyx.com/docs/overview",
    "pricing": "https://telnyx.com/pricing"
   },
   "page": "https://aiolum.com/tool/telnyx/"
  },
  {
   "slug": "temporal",
   "name": "Temporal",
   "job": "running",
   "definition": "A durable execution platform: it runs long, multi-step business processes as workflows that keep their state and continue after crashes or network failures.",
   "url": "https://temporal.io/",
   "price": "Self-hosted: free and open source. Temporal Cloud: pay per use, from US$50 per million actions, no base monthly fee",
   "readOn": "2026-10-28",
   "freeTier": "self-hosting is free; Temporal Cloud gives US$150 credits for 90 days",
   "about": [
    "Temporal is an open-source durable execution platform from Temporal Technologies Inc. Durable execution means that the state of a running program is saved at every step, so the program continues exactly where it stopped after a crash, a network failure or an outage, even days later.",
    "A developer writes the business logic as a Workflow in ordinary code, with SDKs for Go, Java, Python, TypeScript, .NET, PHP, Ruby and Rust. Steps that can fail, such as calls to outside APIs, are written as Activities: functions that Temporal retries automatically. The Temporal Service stores the event history of each workflow and provides retries, task queues, signals (messages sent into a running workflow), durable timers and cron schedules. A workflow can run for days, weeks or months, and the state of each run can be inspected while it runs.",
    "The Temporal Service is open source under the MIT license and can be self-hosted. Temporal Cloud is the hosted version, billed per use for actions and storage, with no base monthly fee."
   ],
   "maker": "Temporal Technologies Inc.",
   "links": {
    "docs": "https://docs.temporal.io/",
    "pricing": "https://temporal.io/pricing",
    "github": "https://github.com/temporalio/temporal"
   },
   "page": "https://aiolum.com/tool/temporal/"
  },
  {
   "slug": "tiktok-api",
   "name": "TikTok API",
   "job": "running",
   "definition": "TikTok's developer APIs: an app lets a user sign in with TikTok through OAuth, then reads that user's profile, statistics and public videos, or posts content.",
   "url": "https://developers.tiktok.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "TikTok for Developers is TikTok's platform of APIs and SDKs (software development kits) for apps and websites that connect to TikTok. Its products include Login Kit for sign-in, the Display API for reading profiles and videos, Share Kit and the Content Posting API for posting, and the Research API for researchers.",
    "Login Kit is TikTok's implementation of OAuth 2.0, a standard that lets a user give an app limited access to an account without giving it the password. The developer registers the app to get a client key and secret, and requests scopes (named permissions). The user logs in on TikTok and consents; the app receives an authorization code and exchanges it on its server for an access token and a refresh token. With that token, the Display API's HTTP endpoints return the user's profile (/v2/user/info/) and the metadata of recent videos (/v2/video/list/). The scope user.info.stats adds like, follower, following and video counts. Scopes beyond basic profile data need approval from TikTok.",
    "The APIs are run by TikTok; the developer documentation shows no price for them."
   ],
   "maker": "TikTok",
   "links": {
    "docs": "https://developers.tiktok.com/docs/en/welcome"
   },
   "page": "https://aiolum.com/tool/tiktok-api/"
  },
  {
   "slug": "transloadit",
   "name": "Transloadit",
   "job": "running",
   "definition": "A file processing service with an API: it receives uploaded files, then resizes images, encodes video and audio, processes documents, and stores and delivers the results.",
   "url": "https://transloadit.com/",
   "price": "From US$29 a month (Lite plan, 15 GB of processing a month; extra use US$2 per GB)",
   "readOn": "2026-10-28",
   "freeTier": "free Community plan, 5 GB a month, watermarked images",
   "about": [
    "Transloadit is a hosted file processing service. An application sends files to it through one API, an interface that a program calls over the internet, and Transloadit uploads, converts, analyzes, stores and delivers them, so the team does not run that file pipeline itself.",
    "A job is described in a Template made of Steps. Each Step uses a Robot, a unit that does one task, such as /image/resize or /video/encode. One API call starts an Assembly, a run of the Template, and the Steps run in parallel: one uploaded video can give thumbnails, several MP4 and WebM encodings and subtitles from speech transcription. Uploads are resumable with the tus protocol and the open-source Uppy uploader. Files can come from and go to storage that the customer controls, such as Amazon S3, and processing runs in the United States, Europe or Asia Pacific.",
    "Transloadit is sold as monthly plans. Each plan includes a number of gigabytes (GB) of processing per month, counted mostly from input plus output file sizes, and usage above it is billed per GB. A free Community plan exists with watermarked images and trimmed audio and video."
   ],
   "maker": "Transloadit",
   "links": {
    "docs": "https://transloadit.com/docs/",
    "pricing": "https://transloadit.com/pricing/"
   },
   "page": "https://aiolum.com/tool/transloadit/"
  },
  {
   "slug": "truto",
   "name": "Truto",
   "job": "running",
   "definition": "A unified API for SaaS integrations: one interface lets a product read and write its customers' data in hundreds of third-party apps.",
   "url": "https://truto.one/",
   "price": "From US$999 per connector a year (Expansion plan, launch with at least 10 connectors)",
   "readOn": "2026-10-28",
   "freeTier": "free 30-day sandbox",
   "about": [
    "Truto is an integration platform built on unified APIs. A unified API is one interface with a common data model for a whole category of software, for example all file storage apps or all CRM apps, so a product calls one endpoint instead of writing code for each vendor's API. Truto lists more than 900 integrations in more than 50 SaaS categories.",
    "A customer of the product connects an account, such as Salesforce or Zendesk, and Truto keeps the OAuth credentials encrypted. Each request goes to the underlying API in real time: Truto does not cache or store the data, and it returns both normalized and raw data. Connectors are configuration, not code, and mappings can be changed with JSONata, a query and transformation language for JSON. RapidBridge syncs data into the product's own database, and any integration can become an MCP server (Model Context Protocol), which lets AI agents such as Claude and ChatGPT call it as a tool.",
    "Truto runs as a hosted service or on the customer's own servers. It is priced per connector per year, with unlimited connections and API calls, and a free 30-day sandbox."
   ],
   "maker": "Truto",
   "links": {
    "docs": "https://truto.one/docs/",
    "pricing": "https://truto.one/pricing",
    "github": "https://github.com/trutohq"
   },
   "page": "https://aiolum.com/tool/truto/"
  },
  {
   "slug": "vercel-blob",
   "name": "Vercel Blob",
   "job": "running",
   "definition": "Vercel's object storage service: a web app stores images, videos and other files in it and serves them to visitors through Vercel's CDN.",
   "url": "https://vercel.com/docs/vercel-blob",
   "price": "Pay per use on the Pro plan: US$0.023 per GB-month of storage, plus operations and data transfer (rates of the region shown by default)",
   "readOn": "2026-10-28",
   "freeTier": "yes, Hobby plan includes 1 GB of storage a month",
   "about": [
    "Vercel Blob is an object storage service made by Vercel. Object storage keeps whole files (called objects, or here blobs) under a name in a flat store, as Amazon S3 does, instead of in a file system on one server. It holds images, videos, documents and other files that a web app uploads or serves, up to 5 TB per file.",
    "A program uploads a file with the Vercel Blob SDK for JavaScript or Python, at build time or when a user submits it, and receives a URL. Each store lives in one of 19 regions, and Vercel's CDN (content delivery network, servers that keep copies of files close to users) caches the files. A store is either public, where anyone with the URL can read a file, or private, where reads need a token and pass through the app's own functions. Stores are created in the Vercel dashboard or the command-line tool and can be connected to many projects.",
    "It is a hosted service on all Vercel plans, billed by usage: stored gigabytes per month, upload and read operations, and data transfer, with a small included amount."
   ],
   "maker": "Vercel, Inc.",
   "links": {
    "docs": "https://vercel.com/docs/vercel-blob",
    "pricing": "https://vercel.com/docs/vercel-blob/usage-and-pricing"
   },
   "page": "https://aiolum.com/tool/vercel-blob/"
  },
  {
   "slug": "vimeo",
   "name": "Vimeo",
   "job": "running",
   "definition": "A video hosting platform: a business uploads videos and embeds Vimeo's ad-free player on its website, with privacy, review and live streaming tools.",
   "url": "https://vimeo.com/",
   "price": "Starter plan: US$12 per seat a month billed yearly (US$144 a year), or US$20 billed monthly",
   "readOn": "2026-10-28",
   "freeTier": "yes, unlimited public videos for free",
   "about": [
    "Vimeo is a video hosting platform made by Vimeo.com, Inc. Video hosting means storing video files on the provider's servers and streaming them to viewers, so a website does not serve large video files itself.",
    "A user uploads a video to Vimeo and shares a link or embeds Vimeo's customizable player in a web page; the player shows the video in high resolution without ads or suggestions of other videos. Privacy settings include password protection and unlisted links. Teams review cuts with time-coded comments and keep version history in a shared library. Other tools cover live streaming, webinars, selling videos on demand or by subscription, analytics of viewer engagement, AI translation of audio and captions, and an API for developers.",
    "It is a hosted service. Anyone can share unlimited public videos for free; paid plans are subscriptions per seat, billed monthly or yearly, and Vimeo Enterprise is sold through sales."
   ],
   "maker": "Vimeo.com, Inc.",
   "links": {
    "pricing": "https://vimeo.com/upgrade-plan"
   },
   "page": "https://aiolum.com/tool/vimeo/"
  },
  {
   "slug": "vultr",
   "name": "Vultr",
   "job": "running",
   "definition": "A cloud provider that rents on-demand virtual servers, bare metal machines, GPUs and storage in data centers worldwide, billed by the hour.",
   "url": "https://www.vultr.com/products/cloud-compute/",
   "price": "Cloud Compute Regular Performance: from US$2.50 a month (US$0.004 an hour) for 1 vCPU, 0.5 GB memory and 10 GB storage",
   "readOn": "2026-10-28",
   "freeTier": "no; pay per hour",
   "about": [
    "Vultr is a cloud infrastructure provider; VULTR is a registered trademark of The Constant Company, LLC. Its main product, Vultr Cloud Compute, rents virtual machines (VMs): software-defined servers that share or reserve part of a physical machine's CPU, memory and disk.",
    "A customer picks a region, a plan size and an operating system in the control panel or through the API, and the server is ready to use within seconds. Plans range from Regular Performance machines with previous-generation Intel CPUs and SSDs, meant for blogs and low-traffic websites, to High Performance, High Frequency and dedicated-CPU plans with NVMe SSDs for databases and applications. Vultr runs 34 cloud data center regions on six continents. Customers can upload their own operating system as an ISO image or deploy ready apps from Vultr Marketplace. Other products include bare metal servers, cloud GPUs, block and object storage, managed databases, Kubernetes and a CDN.",
    "It is a hosted service with on-demand prices per hour, also shown as a monthly price for each plan; customers pay only for what they use."
   ],
   "maker": "Vultr (The Constant Company, LLC)",
   "links": {
    "docs": "https://docs.vultr.com/",
    "pricing": "https://www.vultr.com/pricing/",
    "github": "https://github.com/vultr/"
   },
   "page": "https://aiolum.com/tool/vultr/"
  },
  {
   "slug": "weaviate",
   "name": "Weaviate",
   "job": "running",
   "definition": "An open-source vector database, also sold as the managed Weaviate Cloud: it stores data with AI embeddings and finds the items closest in meaning to a query.",
   "url": "https://weaviate.io/",
   "price": "Weaviate Cloud Flex plan: from US$45 a month, pay as you go; embeddings and Query Agent billed by usage",
   "readOn": "2026-10-28",
   "freeTier": "yes, free cloud plan with 100,000 objects",
   "about": [
    "Weaviate is a vector database made by Weaviate BV. A vector database stores each item together with an embedding, a list of numbers produced by an AI model that represents the item's meaning, and finds the stored items whose vectors are closest to the vector of a query. This is the basis of semantic search and of RAG (retrieval-augmented generation, where a chatbot first fetches relevant text and then answers from it).",
    "Weaviate stores both objects and their vectors, so vector search can be combined with structured filters, and it offers hybrid search. Built-in embedding services turn text and images into vectors without a separate pipeline. The Query Agent turns natural-language questions into database queries. Multi-tenancy keeps many customers' data in separate tenants inside one cluster.",
    "The database code is open source, mostly under the BSD-3-Clause license, with some enterprise code under a separate license; it can run on a company's own servers. Weaviate Cloud is the hosted version, with a free plan, a usage-billed monthly Flex plan and prepaid Premium contracts."
   ],
   "maker": "Weaviate BV",
   "links": {
    "docs": "https://docs.weaviate.io/weaviate",
    "pricing": "https://weaviate.io/pricing",
    "github": "https://github.com/weaviate/weaviate"
   },
   "page": "https://aiolum.com/tool/weaviate/"
  },
  {
   "slug": "wechat-mini-programs",
   "name": "WeChat Mini Programs",
   "job": "running",
   "definition": "Tencent's platform for small apps that run inside the WeChat messaging app, so users open a service without installing a separate app.",
   "url": "https://developers.weixin.qq.com/miniprogram/dev/framework/?lang=en",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "WeChat Mini Programs are small applications that run inside WeChat, the messaging app made by Tencent. Tencent describes the platform as a development framework with components and APIs that lets developers create services in WeChat with an experience similar to native apps. Users open and share them inside WeChat, often by scanning a Mini Program code, a kind of QR code.",
    "The main language is JavaScript, with WeChat's own markup (WXML) and style sheets (WXSS). Unlike a web page, a Mini Program has a separate logic layer and rendering layer that run in different threads, so browser DOM APIs, libraries such as jQuery and some npm packages do not work. A developer applies for a Mini Program account, builds and previews the project in the WeChat developer tools, uploads the code, and submits it for Tencent's review; after approval it is released to all users or in stages. APIs give access to WeChat features such as payment, user information and device hardware.",
    "It is a platform run by Tencent. The downloaded documentation pages do not state fees for registering or publishing."
   ],
   "maker": "Tencent",
   "links": {
    "docs": "https://developers.weixin.qq.com/miniprogram/dev/framework/?lang=en"
   },
   "page": "https://aiolum.com/tool/wechat-mini-programs/"
  },
  {
   "slug": "wp-engine",
   "name": "WP Engine",
   "job": "running",
   "definition": "A managed WordPress hosting company: it runs WordPress websites on its own platform and takes care of performance, security and support for the site owner.",
   "url": "https://wpengine.com/",
   "price": "Managed Hosting Platform for 1 site: US$35 a month billed monthly, or US$336 a year billed annually",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "WP Engine is a managed hosting platform for WordPress websites, made by WPEngine, Inc., which was founded in 2010 in Austin, Texas. Managed hosting means that the provider runs and maintains the servers and the WordPress setup, so the site owner does not administer servers.",
    "Besides the Managed Hosting Platform, WP Engine offers an eCommerce solution for online stores, a Newsroom platform with editorial workflow software for publishers, and a Headless Platform, where WordPress stores the content and a separate front end displays it. Extensions include Smart Plugin Manager, site monitoring, Global Edge Security, the NitroPack speed tool and a managed vector database (a database that stores AI embeddings for similarity search). The company also makes developer tools such as Advanced Custom Fields and Local. It states a 99.99% uptime guarantee and 24/7 support.",
    "WP Engine is a hosted service sold as monthly or annual plans; the price rises with the number of sites, monthly visits, storage and bandwidth."
   ],
   "maker": "WPEngine, Inc.",
   "links": {
    "docs": "https://developers.wpengine.com/",
    "pricing": "https://wpengine.com/plans/"
   },
   "page": "https://aiolum.com/tool/wp-engine/"
  },
  {
   "slug": "yandex-cloud-storage",
   "name": "Yandex Cloud Storage",
   "job": "running",
   "definition": "",
   "url": "https://yandex.cloud/en/services/storage",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "page": "https://aiolum.com/tool/yandex-cloud-storage/"
  },
  {
   "slug": "youtube-api",
   "name": "YouTube Data API",
   "job": "running",
   "definition": "Google's web API for YouTube: a program searches videos and reads video, channel and playlist data, or uploads videos and manages playlists for a user.",
   "url": "https://developers.google.com/youtube/data",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "no price stated; default quota of 10,000 units a day",
   "about": [
    "The YouTube Data API is a web API from Google (an interface that other programs call over the internet) that adds YouTube features to an application. It exposes YouTube data as resources, such as video, channel, playlist, playlistItem, subscription and search result, and each resource has a unique ID.",
    "A developer creates a project in the Google Cloud console, enables the API and requests an API key; methods that act for a YouTube user need OAuth 2.0 authorization. Responses come as JSON. Typical calls search for videos by terms, topics, locations or publication dates, read video and channel details, upload videos and manage playlists. The part parameter limits a response to the fields the application needs. Code samples exist for Apps Script, Go, Java, JavaScript, .NET, PHP, Python and Ruby.",
    "Use is limited by a quota: by default each project gets 10,000 units per day, plus 100 search calls and 100 uploads. A read usually costs 1 unit and a write 50 units, and more quota can be requested through a form. Google's overview pages describe the quota and list no price."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/youtube/data/getting-started"
   },
   "aka": [
    "YouTube API"
   ],
   "page": "https://aiolum.com/tool/youtube-api/"
  },
  {
   "slug": "stripe",
   "name": "Stripe",
   "job": "payments",
   "definition": "A payment processor: it charges customers' cards for a business and pays the money out to the business's bank account.",
   "url": "https://stripe.com/",
   "price": "2.9% plus US$0.30 for each successful card payment in the USA (domestic cards); no setup fee and no monthly fee",
   "readOn": "2026-10-28",
   "freeTier": "no monthly fee",
   "about": [
    "Stripe is a payment processor and financial services platform: a service that charges a customer's card or other payment method for a business and then pays the money out to the business. It supports more than 135 currencies and payment methods, online and in person.",
    "A developer connects a website or app to Stripe through its API (an interface that another program calls over the internet), or uses prebuilt parts: Checkout, a ready-made payment page, and Link, a faster checkout for buyers who saved their details. Billing runs subscriptions, usage-based prices and invoices, set up through the API or the web Dashboard. Radar checks each payment for fraud with machine learning, and the business can add custom rules, for example against card testing (criminals who try many stolen card numbers with small charges). Revenue Recognition automates accounting entries, and Stripe Sigma runs custom reports on the account's data.",
    "Stripe is a hosted service. Standard pricing is per transaction: a percentage plus a fixed fee for each successful card payment, with no setup fee and no monthly fee."
   ],
   "maker": "Stripe",
   "links": {
    "docs": "https://docs.stripe.com/",
    "pricing": "https://stripe.com/pricing",
    "github": "https://github.com/stripe"
   },
   "page": "https://aiolum.com/tool/stripe/"
  },
  {
   "slug": "apple-app-store",
   "name": "Apple App Store",
   "job": "payments",
   "definition": "Apple's store for iPhone, iPad and Mac apps: it delivers a developer's app to customers, charges them for purchases and subscriptions, and pays the developer after keeping a commission.",
   "url": "https://developer.apple.com/app-store/",
   "price": "US$99 a year for the Apple Developer Program, plus a commission on sales of digital goods: 30%, or 15% in the App Store Small Business Program",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "The App Store is Apple Inc.'s store for apps and games on its devices. Through it, a developer delivers an app to people on more than 2 billion Apple devices, in 175 regions and 50 languages.",
    "A developer joins the Apple Developer Program, builds the app and submits it for review. Apple reviews every app, update, in-app purchase and in-app event for safety, security and privacy before people can download it. To earn money, the developer uses Apple In-App Purchases: one-time purchases or subscriptions that the customer pays with the payment method already stored with Apple. For subscriptions Apple offers introductory, promotional, win-back and offer-code discounts, plus billing retry and grace periods that recover failed payments. Analytics in App Store Connect shows sales, subscription performance, referral sources and engagement.",
    "Membership in the developer program costs a yearly fee. On each sale of digital goods or services Apple keeps a commission, with a lower rate for small businesses and for qualifying subscriptions."
   ],
   "maker": "Apple Inc.",
   "aka": [
    "App Store",
    "App Store In-App Purchase"
   ],
   "page": "https://aiolum.com/tool/apple-app-store/"
  },
  {
   "slug": "google-play",
   "name": "Google Play",
   "job": "payments",
   "definition": "Google's app store for Android: it distributes a business's app to phones, charges users for the app, subscriptions and in-app purchases, and keeps a percentage.",
   "url": "https://google.play/business/",
   "price": "10% service fee plus 5% billing fee on subscriptions and on the first US$1 million a year (USA, UK, EEA, Australia, Japan); 15% in other markets",
   "readOn": "2026-10-28",
   "freeTier": "no service fee on free apps",
   "about": [
    "Google Play is Google's app store for Android: developers publish apps and games there, and users find, install and pay for them. Google states that it reaches more than 2.5 billion users in more than 190 markets. Developers manage their apps in the Google Play Console.",
    "In Play Console a developer uploads a release, tries it with internal, closed or open testing groups, reads pre-launch reports, and then publishes it to production. The store listing can be tested with store listing experiments, and reports cover acquisition, ratings, reviews and app quality (Android vitals). For income, Google Play Billing sells in-app products and subscriptions: Play takes care of the payment, the notifications and the subscription itself, and accepts credit cards and more than 300 local payment methods in more than 65 markets. Price experiments test different price points for in-app products in each market.",
    "On each sale of digital goods Google keeps a service fee that includes a billing fee; the rate is lower for subscriptions and for the first part of a developer's yearly earnings."
   ],
   "maker": "Google",
   "aka": [
    "Google Play Billing"
   ],
   "page": "https://aiolum.com/tool/google-play/"
  },
  {
   "slug": "revenuecat",
   "name": "RevenueCat",
   "job": "payments",
   "definition": "A subscription backend for phone apps: its SDK runs in-app purchases through Apple and Google, its server records which users have paid, and its dashboard reports the revenue.",
   "url": "https://www.revenuecat.com/",
   "price": "1% of the revenue it tracks, charged only in months with US$2,500 or more of tracked revenue",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "RevenueCat is a subscription backend for apps, made by the company RevenueCat. A subscription backend is the server side of in-app purchases: it records which customer bought which product and whether each subscription is still active. RevenueCat covers purchases on iOS, Android, smart TVs and the web.",
    "A developer adds RevenueCat's open-source SDK (software development kit, a library built into the app) to each app. Purchases still go through the app stores, and RevenueCat validates the store receipts automatically for StoreKit (Apple), Google Play, smart TV and web, then keeps one subscription record per customer across platforms. A REST API and webhooks (HTTP calls sent to the developer's server when an event happens) pass these events on. A paywall editor with templates builds the purchase screen, and A/B tests compare paywalls and prices. A dashboard reports more than 40 metrics, and integrations send purchase data to marketing and analytics tools.",
    "RevenueCat is a hosted service. It is free up to a monthly limit of tracked revenue and then takes a percentage of the revenue it tracks; large apps get custom Enterprise pricing."
   ],
   "maker": "RevenueCat",
   "links": {
    "docs": "https://www.revenuecat.com/docs",
    "pricing": "https://www.revenuecat.com/pricing",
    "github": "https://github.com/RevenueCat"
   },
   "page": "https://aiolum.com/tool/revenuecat/"
  },
  {
   "slug": "paypal",
   "name": "PayPal",
   "job": "payments",
   "definition": "A payment service: customers pay a business from a PayPal account or a card, and the money arrives in the business's PayPal balance.",
   "url": "https://www.paypal.com/us/business",
   "price": "3.49% plus US$0.49 for each PayPal Checkout payment in the USA; 2.99% plus US$0.49 for a standard card payment",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "PayPal is a payment processing service. A payment processor moves money from a buyer's account or card to a seller and handles the checks in between, such as fraud screening. PayPal Business is the part of PayPal for companies that sell online and in person.",
    "A business adds PayPal Checkout to its website or online store, or sends invoices and payment links when it has no website. Customers pay with a PayPal or Venmo account, a credit or debit card, or a pay-later option, from more than 200 markets and in more than 130 currencies. The money arrives in the business's PayPal balance, from which it can be withdrawn. PayPal also offers risk and fraud tools, Seller Protection on eligible transactions, payouts to many recipients, business loans and a debit card. Developers connect it through APIs described in the developer documentation.",
    "PayPal charges a fee on each payment that the business receives: a percentage of the amount plus a fixed fee that depends on the currency received, and an extra percentage for international payments. Separate fees apply to chargebacks, disputes and currency conversion."
   ],
   "maker": "PayPal",
   "links": {
    "docs": "https://developer.paypal.com/home/",
    "pricing": "https://www.paypal.com/us/business/paypal-business-fees"
   },
   "page": "https://aiolum.com/tool/paypal/"
  },
  {
   "slug": "appsumo",
   "name": "AppSumo",
   "job": "payments",
   "definition": "A marketplace for software deals: software companies sell discounted licenses, often paid once for life, to a community of entrepreneurs, and AppSumo runs the launch marketing.",
   "url": "https://appsumo.com/",
   "price": "No upfront fee; AppSumo keeps a revenue share of each sale, negotiated for each product",
   "readOn": "2026-10-28",
   "freeTier": "no upfront fee",
   "about": [
    "AppSumo is an online marketplace for software deals, active since 2010. Software companies, which AppSumo calls partners, sell their product there at a discount for a limited time, often as a lifetime deal: the buyer pays once and has no monthly fee. The buyers are small business owners, marketers, creators and agencies; the seller page counts 1.5 million entrepreneurs in this community.",
    "A software company applies, and AppSumo reviews product quality, market fit and the stability of the company; about 10% of applicants are accepted. The two sides then agree on the deal structure, the price and the listing. During the campaign AppSumo sends emails to its subscriber list, runs Google and Meta ads for products that sell well, and brings traffic from about 20,000 affiliates (creators who earn a commission on the sales they send). Buyers get a 60-day money-back guarantee and write public reviews of each deal.",
    "Listing costs nothing up front. AppSumo keeps a share of each sale, negotiated for each product, and pays the seller 60 days after the end of each sales month."
   ],
   "maker": "AppSumo",
   "page": "https://aiolum.com/tool/appsumo/"
  },
  {
   "slug": "lemon-squeezy",
   "name": "Lemon Squeezy",
   "job": "payments",
   "definition": "A merchant of record for digital products: it is the legal seller to each customer, so it collects the payment, pays the sales tax, and sends the business the rest.",
   "url": "https://www.lemonsqueezy.com/",
   "price": "5% plus US$0.50 for each sale; no monthly fee",
   "readOn": "2026-10-28",
   "freeTier": "no monthly fee",
   "about": [
    "Lemon Squeezy is a merchant of record for software and digital products. A merchant of record is the company that legally sells the product to the customer: it takes the payment, handles fraud and merchant fees, pays sales tax and VAT in each country, and pays the rest to the business. Stripe acquired Lemon Squeezy in 2024.",
    "A business sells through hosted checkout links, a checkout embedded in its own website, or a ready-made online store. Lemon Squeezy accepts payments from more than 135 countries with over 20 payment methods, including PayPal. It runs subscriptions charged weekly, monthly or yearly, with upgrades, free trials and usage-based billing, and it retries failed payments (dunning). After each sale it can issue a software license key automatically and serve signed download links. Other tools cover email marketing, discount codes, affiliates and revenue reports, and developers connect through an API.",
    "Lemon Squeezy is a hosted service with no monthly fee; it keeps a percentage plus a fixed fee from each sale. In January 2026 its CEO wrote that the team now builds Stripe Managed Payments and plans an easy migration for Lemon Squeezy users."
   ],
   "maker": "Lemon Squeezy (owned by Stripe)",
   "links": {
    "docs": "https://docs.lemonsqueezy.com/help",
    "pricing": "https://www.lemonsqueezy.com/pricing"
   },
   "page": "https://aiolum.com/tool/lemon-squeezy/"
  },
  {
   "slug": "paddle",
   "name": "Paddle",
   "job": "payments",
   "definition": "A payment platform that acts as merchant of record: it sells a software company's subscriptions to customers worldwide and handles payments, sales tax and compliance.",
   "url": "https://www.paddle.com/",
   "price": "Pay per use: 5% plus US$0.50 for each checkout transaction; no monthly fee",
   "readOn": "2026-10-28",
   "freeTier": "no monthly fee",
   "about": [
    "Paddle is a merchant of record (MoR) for companies that sell software, apps and other digital products, made by Paddle.com Market Ltd. A merchant of record is the legal entity that sells to the end customer: its name appears on the card statement, and it carries the duties of the sale, such as collecting sales tax, PCI compliance (the card industry's security rules), refunds and chargebacks.",
    "With an MoR, each sale is two transactions: the customer buys from Paddle, which acts as a reseller, and a second transaction runs between Paddle and the software company. Paddle Billing provides a localized checkout that a business embeds in its website or app, multi-product subscriptions, invoicing, fraud protection and reporting; Paddle says it manages payments, tax and compliance in more than 300 markets. Two further products are ProfitWell Metrics, free subscription analytics, and Retain, which recovers failed payments and reduces cancellations.",
    "Paddle is a hosted service. The standard price is a fee on each checkout transaction, with no monthly fee; high-volume businesses can ask for custom pricing."
   ],
   "maker": "Paddle.com Market Ltd.",
   "links": {
    "docs": "https://developer.paddle.com/",
    "pricing": "https://www.paddle.com/pricing"
   },
   "page": "https://aiolum.com/tool/paddle/"
  },
  {
   "slug": "superwall",
   "name": "Superwall",
   "job": "payments",
   "definition": "A paywall platform for mobile apps: it shows, targets and A/B tests subscription screens inside an app, changed from a dashboard without an app update.",
   "url": "https://superwall.com/",
   "price": "Indie plan: free up to US$10,000 of monthly paywall revenue, then 1% of the total; Startup plan US$49 a month plus 1%",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to US$10,000 of monthly paywall revenue",
   "about": [
    "Superwall is a monetization platform for subscription apps on iOS, Android and the web. A paywall is the screen that asks a user to buy a subscription or a one-time purchase before using a feature. With Superwall, a team designs paywalls in a web editor and changes them without a new app release.",
    "A developer adds the Superwall SDK (Swift, Kotlin, React Native, Expo, Flutter and others) and registers placements, named points in the app such as app_open or feature_locked. Campaigns decide which paywall each audience sees at each placement, with filters on user properties such as country or days since install. A campaign can split users between several paywall variants and a holdout group that sees no paywall, and the dashboard compares conversion rate and proceeds per user for each variant. Superwall also builds onboarding flows, tracks entitlements (the features each user has paid for) and can send U.S. iOS users to a Stripe web checkout.",
    "Superwall is a hosted service. Its subscription infrastructure is free; the paywall product is billed as a share of the revenue that comes through its paywalls, plus a monthly fee on larger plans."
   ],
   "maker": "Superwall",
   "links": {
    "docs": "https://superwall.com/docs/home",
    "pricing": "https://superwall.com/pricing",
    "github": "https://github.com/superwall"
   },
   "page": "https://aiolum.com/tool/superwall/"
  },
  {
   "slug": "adapty",
   "name": "Adapty",
   "job": "payments",
   "definition": "A service for mobile app subscriptions: its SDK handles in-app purchases, and its backend validates them, runs paywall A/B tests and reports subscription revenue.",
   "url": "https://adapty.io/",
   "price": "Pay-as-you-go plan: free while the app earns under US$5K a month, then 1% of monthly tracked revenue",
   "readOn": "2026-10-28",
   "freeTier": "free under US$5K monthly revenue",
   "about": [
    "Adapty, made by Adapty Tech Inc., is a subscription backend for mobile apps. It gives developers an SDK (software development kit, a code library added to the app) for iOS, Android, React Native, Flutter, Unity and other platforms. Its servers validate each purchase with the app store and keep the user's access level in sync through renewals, cancellations and billing problems.",
    "A paywall is the screen that offers the subscription. Adapty's drag-and-drop builder creates paywalls and onboarding flows that change without an app update, and A/B tests compare prices, paywalls and flows on split traffic. Revenue analytics show live revenue, MRR (monthly recurring revenue), churn and conversion, with predictions of LTV (lifetime value, the revenue a subscriber brings over time). Subscription events and revenue can be sent to other tools and back to ad platforms.",
    "Adapty is a hosted service with open-source mobile SDKs. The standard self-serve plan is free below a monthly revenue threshold and then takes a percentage of tracked revenue; large apps get custom Enterprise pricing."
   ],
   "maker": "Adapty Tech Inc.",
   "links": {
    "docs": "https://adapty.io/docs/",
    "pricing": "https://adapty.io/pricing/",
    "github": "https://github.com/adaptyteam"
   },
   "page": "https://aiolum.com/tool/adapty/"
  },
  {
   "slug": "dodo-payments",
   "name": "Dodo Payments",
   "job": "payments",
   "definition": "A merchant of record for software and AI products: it sells to the buyer on the company's behalf, collects one-time and subscription payments, and handles sales tax worldwide.",
   "url": "https://dodopayments.com/",
   "price": "4% plus US$0.40 per transaction on the Standard plan; no fixed fee",
   "readOn": "2026-10-28",
   "freeTier": "no monthly fee",
   "about": [
    "Dodo Payments, made by Dodo Payments, Inc., is a billing and payments platform for software and AI companies. It acts as a merchant of record, which is the company that legally sells to the buyer, collects the payment and is responsible for sales tax and compliance in the buyer's country.",
    "A developer creates products and checkouts through an API, SDKs and adapters for frameworks such as Next.js, Nuxt and Express. Dodo supports one-time payments, subscriptions with add-ons, usage-based billing that meters events such as tokens or API calls, and credit-based billing. Buyers pay from more than 190 countries in more than 80 currencies with more than 40 payment methods, and webhooks notify the seller's server about each payment event. Dodo also calculates and reports tax, generates invoices and license keys, delivers digital products, and offers an MCP server for AI coding agents.",
    "Dodo Payments is a hosted service with no fixed costs: it takes a percentage plus a fixed fee on each transaction, with extra percentages for some payment methods and for international cards."
   ],
   "maker": "Dodo Payments, Inc.",
   "links": {
    "docs": "https://docs.dodopayments.com",
    "pricing": "https://dodopayments.com/pricing"
   },
   "page": "https://aiolum.com/tool/dodo-payments/"
  },
  {
   "slug": "polar",
   "name": "Polar",
   "job": "payments",
   "definition": "A billing platform and merchant of record: it sells a software maker's products in its own name, takes payments and subscriptions, and handles sales tax worldwide.",
   "url": "https://polar.sh/",
   "price": "Free Starter plan: 5% plus US$0.50 per transaction, no monthly fee; paid plans from US$20 a month lower the rate to 3.8% plus US$0.40",
   "readOn": "2026-10-28",
   "freeTier": "no monthly fee on the Starter plan",
   "about": [
    "Polar is a billing platform for software makers, made by Polar Software, Inc. It acts as a merchant of record, the company that legally sells a product in its own name for the maker, so it collects each payment and takes responsibility for sales tax, VAT, fraud, refunds and chargebacks (a chargeback is a payment reversed by the buyer's bank).",
    "A maker sets up products in Polar: one-time purchases, subscriptions, or prices based on usage. Customers pay through a checkout link, an embedded checkout or the API. Polar calculates, collects and remits taxes in over 100 markets and pays out the rest. Usage billing records events such as AI tokens or GPU seconds, adds them up in live meters, and puts them on one invoice with the plan fee and prepaid credits. After a purchase, Polar can deliver benefits automatically: license keys, file downloads, GitHub repository access or Discord roles.",
    "Polar is a hosted service, and its codebase is open source under the Apache 2.0 license. The free Starter plan charges a percentage plus a fixed fee on each transaction; paid monthly plans lower that rate."
   ],
   "maker": "Polar Software, Inc.",
   "links": {
    "docs": "https://polar.sh/docs",
    "pricing": "https://polar.sh/resources/pricing",
    "github": "https://github.com/polarsource"
   },
   "page": "https://aiolum.com/tool/polar/"
  },
  {
   "slug": "shopify",
   "name": "Shopify",
   "job": "payments",
   "definition": "A hosted commerce platform: a business builds its online store on Shopify, takes card payments at checkout, and manages products, orders and shipping in one admin.",
   "url": "https://www.shopify.com/",
   "price": "Basic plan US$39 a month billed monthly (US$29 a month billed yearly), plus online card rates from 2.9% + 30¢ in the USA",
   "readOn": "2026-10-28",
   "freeTier": "free trial only (3 days, then US$1 a month for 3 months)",
   "about": [
    "Shopify is a commerce platform made by Shopify: a hosted service on which a business runs its online store and its other sales channels. Shopify hosts the store, so the business does not run its own servers; hosting, a custom domain and an SSL certificate are included.",
    "A merchant builds the storefront from a pre-built theme or from a text prompt, adds products, and sells through Shopify's checkout. Shopify Payments charges customers' cards at checkout; with another payment provider, Shopify adds a third-party transaction fee. The same admin handles orders, inventory, shipping labels and taxes, and the store can also sell on social networks, marketplaces, in AI chats and in person with a point-of-sale card reader. Built-in marketing tools send email campaigns and create discount codes. The Shopify App Store adds features through more than 21,000 apps, and Shopify.dev gives developers APIs to build apps and custom storefronts.",
    "Shopify is sold as a subscription in several plans, billed monthly or yearly, plus a percentage fee on each card payment."
   ],
   "maker": "Shopify",
   "links": {
    "docs": "https://shopify.dev/docs",
    "pricing": "https://www.shopify.com/pricing"
   },
   "page": "https://aiolum.com/tool/shopify/"
  },
  {
   "slug": "gumroad",
   "name": "Gumroad",
   "job": "payments",
   "definition": "An e-commerce platform for digital products: a creator uploads an e-book, course or software, sets a price, and Gumroad hosts the file, takes payment and handles sales tax.",
   "url": "https://gumroad.com/",
   "price": "10% plus US$0.50 per sale through the seller's own links; 30% per sale through the Discover marketplace; no monthly fee",
   "readOn": "2026-10-28",
   "freeTier": "no monthly fee; commission per sale",
   "about": [
    "Gumroad is an e-commerce platform made by Gumroad, Inc. on which creators sell digital products directly to their customers: e-books, courses, video lessons, software and memberships. Gumroad hosts the files, takes the payment and delivers the purchase.",
    "A seller uploads a file, sets a price and gets a product page. A page editor builds a storefront, or the seller embeds Gumroad's checkout in an existing website or links the store under a custom domain. Prices can be one-time, recurring (monthly, quarterly, yearly) or a price the buyer chooses, in many currencies. Gumroad can generate license keys for software, offer several file versions such as PDF and ePub, and add light copy protection (DRM). Sellers see sales analytics and can email their followers. Since January 2025 Gumroad is the merchant of record, the party that legally makes the sale, so it collects and pays sales tax and VAT worldwide. Discover, Gumroad's marketplace, shows products to new buyers.",
    "Gumroad has no monthly fee; it takes a commission on each sale, higher when the buyer came through Discover. The source code of its web application is public on GitHub under the MIT license."
   ],
   "maker": "Gumroad, Inc.",
   "links": {
    "pricing": "https://gumroad.com/pricing",
    "github": "https://github.com/antiwork/gumroad"
   },
   "page": "https://aiolum.com/tool/gumroad/"
  },
  {
   "slug": "autumn",
   "name": "Autumn",
   "job": "payments",
   "definition": "A billing layer on top of Stripe for AI and SaaS startups: it tracks each customer's plan, credits and usage limits and enforces them in real time.",
   "url": "https://useautumn.com/",
   "price": "Pro plan: US$375 a month for 50K monthly billing volume; Stripe fees extra",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to 8K monthly billing volume",
   "about": [
    "Autumn is a billing layer for AI and SaaS startups that sits between an application and Stripe, the payment processor. It keeps the billing state of each customer: subscription plan, credit balances, feature entitlements (which features a plan allows) and usage limits. Without it, this logic lives in the application's own code, its database and its Stripe webhooks, the messages Stripe sends when a payment event happens.",
    "At the moment of use, the application asks Autumn whether a customer may do something, such as send an AI message or add a seat, and reports the usage so that Autumn deducts it from the balance. Pricing is configured in Autumn: recurring plans, one-off purchases, free plans, credit systems, usage-based and per-unit prices, trials, add-ons, spend limits and automatic top-ups. A price change or a custom contract is then a configuration change, not new code. Checks can also run through an edge cache in the customer's own cloud.",
    "Autumn is a hosted service, and its docs describe it as open source. It has a free plan and monthly paid plans priced by billing volume; Stripe's own fees still apply."
   ],
   "maker": "Autumn",
   "links": {
    "docs": "https://docs.useautumn.com/welcome",
    "pricing": "https://useautumn.com/pricing",
    "github": "https://github.com/useautumn"
   },
   "page": "https://aiolum.com/tool/autumn/"
  },
  {
   "slug": "fourthwall",
   "name": "Fourthwall",
   "job": "payments",
   "definition": "An online shop platform for creators: it makes and ships custom merchandise on demand, hosts the branded shop and runs checkout and sales tax.",
   "url": "https://fourthwall.com/",
   "price": "Free plan with no monthly fee; each US card sale pays a 2.9% + US$0.30 processing fee, and catalog products cost their listed production cost; Pro plan US$15 a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan",
   "about": [
    "Fourthwall is an e-commerce platform for creators and companies that sell custom products, memberships and digital goods from a branded online shop. The seller has no upfront costs: partners vetted by Fourthwall handle sourcing, samples, production and quality control.",
    "The seller designs products from a catalog of hundreds of items, such as apparel, mugs and jewelry, with no minimum order. Fourthwall's manufacturing and fulfillment partners in the US, UK, EU and Australia make and ship each order, and the listed production cost is deducted from the price the seller sets. A shop builder with templates creates the website, and products can also be shown on YouTube, Instagram and TikTok. Fourthwall is the merchant of record, the legal seller in each sale, so it collects and remits sales tax, and it handles customer support. Checkout accepts cards, PayPal, Apple Pay, Google Pay and Amazon Pay.",
    "It is a hosted service with a free plan and a paid Pro plan, plus per-sale fees: payment processing on card sales and a percentage on digital products and memberships."
   ],
   "maker": "Fourthwall",
   "links": {
    "docs": "https://docs.fourthwall.com/",
    "pricing": "https://fourthwall.com/pricing"
   },
   "page": "https://aiolum.com/tool/fourthwall/"
  },
  {
   "slug": "razorpay",
   "name": "Razorpay",
   "job": "payments",
   "definition": "An Indian payment gateway: it takes customer payments by UPI, cards, netbanking and wallets on a website or app and pays the money out to the business.",
   "url": "https://razorpay.com/",
   "price": "Standard plan in India: 2% plus GST on each successful payment, no setup or annual fee (Internet Archive copy of the pricing page, 18 October 2026, because the live page redirects to US pricing from this location); in the US, 2.70% + US$0.30 per card payment",
   "readOn": "2026-10-28",
   "freeTier": "no monthly fee; pay per payment",
   "about": [
    "Razorpay is a payments company based in Bengaluru, India. Its main product is a payment gateway, a service that collects a customer's payment on a website or in an app and settles the money to the business's bank account. In India, the payment aggregation service is run by Razorpay Payments Private Limited, a payment aggregator authorised by the Reserve Bank of India (RBI).",
    "A business adds Razorpay's checkout to its site or app through APIs and SDKs, or uses tools that need no code: Payment Links, Payment Pages, payment buttons and QR codes. Customers choose from more than 100 payment methods, including UPI (Unified Payments Interface, India's real-time bank-to-bank payment system used from a phone), RuPay and other cards, netbanking, wallets and EMI. Other products collect recurring subscription payments, take in-store payments (Razorpay POS), accept payments from abroad, send payouts and offer business banking (RazorpayX) and payroll.",
    "It is a hosted service priced per payment: a percentage fee on each successful payment, with no setup fee and no annual maintenance charge. Razorpay also has separate pricing for Malaysia, Singapore and the United States."
   ],
   "maker": "Razorpay Software Limited",
   "links": {
    "docs": "https://razorpay.com/docs/",
    "pricing": "https://razorpay.com/pricing/",
    "github": "https://github.com/razorpay"
   },
   "page": "https://aiolum.com/tool/razorpay/"
  },
  {
   "slug": "rockethub",
   "name": "RocketHub",
   "job": "payments",
   "definition": "A marketplace for software lifetime deals: it sells one-time-payment plans of new SaaS products to its audience of entrepreneurs and runs the launch campaign for the seller.",
   "url": "https://www.rockethub.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown (seller terms not published)",
   "about": [
    "RocketHub is a marketplace for lifetime deals on software and info products, founded by Charlie Patel. A lifetime deal is a one-time payment that gives the buyer lasting access to a software product, instead of a monthly subscription. The buyers are entrepreneurs, marketers, agency owners, sales teams, designers and developers.",
    "Sellers can offer SaaS products, WordPress plugins, browser extensions, downloadable software and info products. In its Exclusive Deal Partner Program, a product applies and RocketHub selects it. The launch team then tests and audits the product and suggests changes, prepares the campaign assets such as ad copy and designs, and launches a deal page. It promotes the deal to its own audience and through its affiliate network, and runs ads at its own cost. Each deal is sold in tiers at different prices, with a 30-day refund guarantee for buyers. RocketHub also sells a Startup Perks package of discounts on other products.",
    "RocketHub does not publish its deal terms for sellers. It says that it takes no ownership in the seller's company and no large percentage of the sales."
   ],
   "maker": "RocketHub",
   "page": "https://aiolum.com/tool/rockethub/"
  },
  {
   "slug": "setapp",
   "name": "Setapp",
   "job": "payments",
   "definition": "A subscription marketplace for Mac and iOS apps: members pay one fee for a curated catalog, and Setapp shares the revenue with each app's developer by usage.",
   "url": "https://setapp.com/",
   "price": "For developers: membership revenue split 70/30 by usage (Setapp keeps 10% and gives 20% to partners); single-app sales 15% on subscriptions, 25% on one-time sales. For members: from US$14.99 a month (one Mac, monthly billing)",
   "readOn": "2026-10-28",
   "freeTier": "7-day free trial for members",
   "about": [
    "Setapp is a subscription service for Mac and iOS apps, run by MacPaw Way Ltd. in Limassol, Cyprus. One membership gives access to a curated catalog of more than 300 Mac, iOS and web apps, including AI tools; each app is selected by Setapp before it enters the catalog. Users can also subscribe to a single app instead of the whole catalog.",
    "Members install the Setapp app on a Mac and add the apps they need from the catalog, with free updates and no ads. For developers, Setapp is a distribution and billing channel: it handles app activation, licensing, billing, taxes including VAT, and customer support. Membership revenue is shared by how much members use each app: the developer receives 70%, Setapp keeps 10% and pays 20% to partners who bring in users. In the single-app marketplace, Setapp takes 15% of subscription sales and 25% of one-time sales.",
    "Members pay a monthly or annual subscription; plans differ by the number of Macs and iOS devices and by AI credits, and new members get a 7-day free trial."
   ],
   "maker": "MacPaw Way Ltd.",
   "links": {
    "pricing": "https://setapp.com/pricing"
   },
   "page": "https://aiolum.com/tool/setapp/"
  },
  {
   "slug": "alipay",
   "name": "Alipay",
   "job": "payments",
   "definition": "A Chinese digital wallet app from Ant Group; merchants worldwide accept it as a payment method next to cards, usually through a payment provider.",
   "url": "https://global.alipay.com/platform/site/ihome",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown; merchant fees set by the payment provider",
   "about": [
    "Alipay is a digital wallet and super app (a mobile app that combines payments with many other services) from Ant Group, used by over 1 billion consumers, mainly in the Chinese mainland. A digital wallet stores a user's payment means in a phone app, so the user pays online or in shops from the app instead of with a card. Its Chinese site describes it as an independent third-party payment platform for online and mobile payments, transfers and bill payments.",
    "Merchants outside China usually accept Alipay through an acquiring service provider (a company that processes payments for merchants and pays out the money). Alipay+, a separate gateway run by Ant International, connects 50 wallets including Alipay; the acquirer, such as Antom, handles onboarding, technical integration and settlement. A shopper pays by scanning the merchant's QR code, tapping the phone or presenting a payment code in the wallet.",
    "Merchant fees are not a set rate: they depend on the provider, country, industry and volume, and are charged per successful transaction."
   ],
   "maker": "Ant Group",
   "links": {
    "docs": "https://global.alipay.com/docs/"
   },
   "page": "https://aiolum.com/tool/alipay/"
  },
  {
   "slug": "bridge",
   "name": "Bridge",
   "job": "payments",
   "definition": "A stablecoin payments platform: through its APIs a business accepts, holds, converts and pays out money in stablecoins and regular currencies across countries.",
   "url": "https://www.bridge.xyz/",
   "price": "",
   "readOn": "2026-10-27",
   "freeTier": "unknown",
   "about": [
    "Bridge is a payments platform built on stablecoins, digital tokens that keep a fixed value against a currency such as the US dollar. Its maker is Bridge Ventures LLC. Businesses use Bridge to receive, store, convert, issue and spend stablecoins, and to move regular money, through APIs (interfaces that another program calls over the internet).",
    "The Orchestration APIs move and accept stablecoins and create onramps and offramps, the conversions between regular money and stablecoins. Virtual accounts accept deposits in USD, EUR, GBP, MXN and other currencies, each with its own account and routing number. Other APIs create wallets that hold stablecoins, issue a company's own stablecoin, and provision cards backed by stablecoins.",
    "Bridge is a hosted service; the site offers a demo on request and shows no public prices. In the EEA the services come from Bridge Building S.A. in Luxembourg, which the CSSF authorizes as an electronic money institution (EMI, a company licensed to issue and hold electronic money) and a crypto-asset service provider."
   ],
   "maker": "Bridge Ventures LLC",
   "links": {
    "docs": "https://apidocs.bridge.xyz/"
   },
   "page": "https://aiolum.com/tool/bridge/"
  },
  {
   "slug": "chargebee",
   "name": "Chargebee",
   "job": "payments",
   "definition": "A subscription billing platform: it charges customers by plan, usage or credits, sends invoices, collects payments through many gateways and records the revenue for a business.",
   "url": "https://www.chargebee.com/",
   "price": "Flow plan: US$0 a month plus 0.80% of the monthly invoicing volume, or US$99 a month plus 0.65%",
   "readOn": "2026-10-28",
   "freeTier": "free trial; no base fee on the 0.80% option",
   "about": [
    "Chargebee is a billing and revenue platform for subscription businesses, made by Chargebee. Billing here means the system that turns a price plan into invoices and payments. It supports tiered, usage-based, flat-fee and custom pricing models, and prepaid credits, which suit software and AI products that charge per use.",
    "A business defines its plans and prices in a price book, and Chargebee runs the bill cycles, creates invoices that follow local rules and calculates tax. It connects to more than 40 payment gateways (services that process card and bank payments), retries failed payments with machine-learning-based dunning (automatic retries and reminders), and recognizes revenue under the ASC 606 accounting standard. A hosted checkout, a drop-in checkout script and a customer portal handle sign-up and plan changes on the business's website; APIs and an MCP server give programs and AI assistants access.",
    "Chargebee is a hosted service. The Flow plan has two options: no base fee and a percentage of the monthly invoicing volume, or a monthly base fee and a lower percentage. A free trial is offered."
   ],
   "maker": "Chargebee",
   "links": {
    "docs": "https://www.chargebee.com/docs/",
    "pricing": "https://www.chargebee.com/pricing/"
   },
   "page": "https://aiolum.com/tool/chargebee/"
  },
  {
   "slug": "dealify",
   "name": "Dealify",
   "job": "payments",
   "definition": "A marketplace for software deals, mostly lifetime deals: software makers sell one-time-payment access to their products to marketers, growth hackers and founders.",
   "url": "https://dealify.com/",
   "price": "Commission on each sale for the software maker; rate not published",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Dealify is a marketplace for software deals, mostly lifetime deals. In a lifetime deal, a buyer pays once and keeps access to a software product, instead of paying a monthly subscription. Dealify sells to growth hackers, marketers and founders; its general manager is Raul Dumitrescu.",
    "A software maker applies to run a deal. Dealify promotes each deal with its own marketing campaigns, such as social media advertising, SEO, copywriting and A/B tests, and shares the results with the maker. Besides lifetime deals, a maker can offer an annual or credit-based deal or a free product. Buyers browse deals by category, such as AI, developer tools, SEO and marketing, and see the sale price next to the regular price; the site states savings of up to 95%. Each purchase has a 30-day money-back guarantee. Dealify also runs an affiliate program and a Chrome extension.",
    "For makers, Dealify takes a commission on each sale and does not publish the rate. For buyers, each deal has its own one-time price."
   ],
   "maker": "Dealify.com",
   "page": "https://aiolum.com/tool/dealify/"
  },
  {
   "slug": "digistore24",
   "name": "Digistore24",
   "job": "payments",
   "definition": "An online sales platform with an affiliate marketplace: it runs the checkout, collects payments and taxes, and pays commissions to affiliates who send buyers.",
   "url": "https://www.digistore24.com/",
   "price": "For sellers: from 2.9% plus US$1 per sale, all included; no setup or monthly fee",
   "readOn": "2026-10-28",
   "freeTier": "no monthly fee; free for affiliates",
   "about": [
    "Digistore24 is an online sales platform with a built-in affiliate marketplace, for digital products, courses, software, events and physical products. In affiliate marketing, independent promoters (affiliates) send buyers to a product and receive a commission on each sale. Digistore24 launched in 2012; its founder is Sven Platte, and the group includes Digistore24 GmbH and Digistore24, Inc. in the USA.",
    "A seller lists a product and gets customizable checkout pages with order bumps, one-click upsells and split testing. Digistore24 processes the payment (credit cards, PayPal, Klarna, Apple Pay, Google Pay and more), calculates, collects and remits sales tax and VAT in 180 countries, handles fraud, refunds and chargebacks, and pays the affiliates their commissions automatically. Affiliates choose from more than 10,000 offers in 44 niches; a sale is credited to them within a 180-day cookie window, and payouts go out up to three times a week.",
    "Sellers pay a fee on each transaction, with no setup fee and no monthly subscription. Joining as an affiliate is free."
   ],
   "maker": "Digistore24 (Digistore24 GmbH and Digistore24, Inc.)",
   "links": {
    "pricing": "https://www.digistore24.com/pricing/"
   },
   "page": "https://aiolum.com/tool/digistore24/"
  },
  {
   "slug": "github-sponsors",
   "name": "GitHub Sponsors",
   "job": "payments",
   "definition": "A funding service on GitHub: people and companies pay one-time or monthly sponsorships to the developers and organizations behind open-source projects.",
   "url": "https://github.com/open-source/sponsors",
   "price": "No fee on sponsorships from personal accounts; up to 6% on sponsorships from organization accounts (3% card processing plus 3% GitHub service fee)",
   "readOn": "2026-10-28",
   "freeTier": "no fee for maintainers",
   "about": [
    "GitHub Sponsors is a funding program run by GitHub, Inc. on its code hosting site. It lets people and organizations pay money directly to the developers and organizations who design, build and maintain open-source projects, which are software projects whose source code is public for anyone to use and change.",
    "A maintainer sets up a sponsored developer or organization profile, creates sponsorship tiers, submits bank and tax information and turns on two-factor authentication. A Sponsor button then appears on the maintainer's GitHub profile and repositories. A sponsor picks a tier and chooses a one-time or a monthly payment, which uses the sponsor's existing GitHub billing date and payment method. Companies can list the projects they depend on and fund many of them in a single transaction, or pay by invoice. Anyone can sponsor, but a maintainer must live in a supported region to receive money. Webhooks and a GraphQL API report sponsorship events to other software.",
    "Sponsorships from personal accounts carry no fee; sponsorships from organization accounts carry a percentage fee."
   ],
   "maker": "GitHub, Inc.",
   "links": {
    "docs": "https://docs.github.com/en/sponsors/getting-started-with-github-sponsors/about-github-sponsors"
   },
   "page": "https://aiolum.com/tool/github-sponsors/"
  },
  {
   "slug": "google-adsense",
   "name": "Google AdSense",
   "job": "payments",
   "definition": "Google's advertising program for publishers: it places ads from Google's advertisers on a website and pays the site owner a share of the ad revenue.",
   "url": "https://adsense.google.com/start/",
   "price": "Revenue share: publishers receive 80% of display-ad revenue after the advertiser platform's fee (about 68% when advertisers buy through Google Ads)",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Google AdSense is Google's ad network for publishers, the owners of websites, blogs and games who sell space on their pages to advertisers. AdSense fills that space with ads that advertisers buy through Google Ads and other buying platforms.",
    "The site owner signs up with a Google Account, verifies a phone number and a postal address, and pastes one line of AdSense code into the site. AdSense then chooses ads that match the page content or the visitor, and advertisers bid for each ad space; Google AI places and tunes the ads to raise earnings. The owner controls the position, frequency and type of ads and can block unwanted ones. Formats include banner ads inside the page, Multiplex ads in a grid, anchor and side-rail ads that stay at the screen edge, full-screen vignette ads between page loads, and related search ads.",
    "AdSense pays per ad click or per ad impression, depending on the ad type. The pricing model is a revenue share: the advertiser's buying platform and AdSense each keep part of the ad revenue, and the publisher receives the rest."
   ],
   "maker": "Google",
   "links": {
    "pricing": "https://support.google.com/adsense/answer/180195?hl=en"
   },
   "page": "https://aiolum.com/tool/google-adsense/"
  },
  {
   "slug": "jvzoo",
   "name": "JVZoo",
   "job": "payments",
   "definition": "An affiliate marketplace and checkout for digital products: sellers list an offer, affiliates promote it for a commission, and JVZoo takes payments and pays everyone out.",
   "url": "https://www.jvzoo.com/",
   "price": "Commission on each sale: 5% platform fee for vendors; no monthly fee; extra fees for JVZoo Processing Services",
   "readOn": "2026-10-28",
   "freeTier": "free to join; fee only on sales",
   "about": [
    "JVZoo is an affiliate marketing platform, a marketplace where product creators (vendors) list digital products and independent promoters (affiliates) sell them for a share of each sale. Typical products are online courses, software tools, ebooks and training in marketing, business, health and finance. The site says it has operated since 2011.",
    "A vendor uploads a product, sets the commission rate and, after JVZoo approves the product (usually within 24 to 48 hours), gets a checkout page and links for affiliates. Payments can run through the vendor's own Stripe or PayPal account or through JVZoo Processing Services, which JVZoo's underwriting team must approve. A live dashboard tracks sales, the vendor adds affiliates with one click, and JVZooPay sends commissions to affiliates automatically through PayPal on a weekly, two-weekly or monthly schedule. A phone room tracks sales that closers make on calls for high-priced offers, and compliance reviews check sales pages.",
    "It is a hosted marketplace. Joining is free for vendors and affiliates, with no monthly fee; JVZoo charges vendors a commission on each sale."
   ],
   "maker": "JVZoo",
   "links": {
    "docs": "https://api.jvzoo.com/"
   },
   "page": "https://aiolum.com/tool/jvzoo/"
  },
  {
   "slug": "open-collective",
   "name": "Open Collective",
   "job": "payments",
   "definition": "A platform where groups without their own legal entity collect donations and sponsorships through a fiscal host and publish every income and expense.",
   "url": "https://opencollective.com/",
   "price": "Free for Collectives; contributors can add optional Platform Tips",
   "readOn": "2026-10-28",
   "freeTier": "free for Collectives",
   "about": [
    "Open Collective is a fundraising and money-management platform for groups. A group that is not a registered legal entity creates a Collective and joins a fiscal host: a legally incorporated organization, usually a non-profit, that holds the money under its own legal entity and bank account. Open Source Collective, a US 501(c)(6) non-profit, is the host for many open-source projects.",
    "Supporters give one-time or recurring contributions, grants or sponsorships through tiers on the Collective's page. Every contribution and expense is recorded in a transaction ledger, and the Collective can show its transactions and balance in public. Members submit expenses and invoices, administrators approve them, and payouts go out through Wise or PayPal.",
    "Since October 2024 the platform has been stewarded by the OFi Consortium, a membership non-profit. Collectives use it for free, supported by optional Platform Tips that contributors add on top of their gift; Organizations, including hosts, choose a monthly plan priced by the number of Collectives and expenses."
   ],
   "maker": "Open Finance Consortium (OFiCo), a non-profit",
   "links": {
    "docs": "https://documentation.opencollective.com",
    "pricing": "https://opencollective.com/pricing",
    "github": "https://github.com/opencollective"
   },
   "page": "https://aiolum.com/tool/open-collective/"
  },
  {
   "slug": "outseta",
   "name": "Outseta",
   "job": "payments",
   "definition": "An all-in-one membership platform that combines Stripe subscription billing, user login, protected content, CRM, email and help desk for a SaaS or membership site.",
   "url": "https://www.outseta.com/",
   "price": "Start plan US$47 a month with monthly billing (US$37 a month billed yearly) plus a 2% transaction fee, up to 1,000 contacts",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial",
   "about": [
    "Outseta is membership management software: one hosted platform for the business side of a membership site, a SaaS product or a club. It combines subscription billing, authentication (user login), protected content, a CRM (a database of customers and their history), email and a help desk, so a team pays for one tool instead of five.",
    "Payments run through Stripe and support subscriptions, one-time products, free trials and team billing. Users sign in with an email address and password or a Google account, and protected-content rules control which members see which pages. The email tool sends marketing, transactional and product emails; the help desk answers members by live chat or tickets and hosts a knowledge base. Reporting tracks subscription metrics and why members cancel. A site adds Outseta by putting its script in the page head and copying the sign-up and login links; it works with Webflow, Framer, WordPress, React and other builders.",
    "Outseta is a subscription service with a 14-day free trial. Plans are priced by number of contacts, and most plans add a fee on each transaction."
   ],
   "maker": "Outseta",
   "links": {
    "docs": "https://docs.outseta.com/",
    "pricing": "https://www.outseta.com/pricing",
    "github": "https://github.com/outseta/agent-toolkit"
   },
   "page": "https://aiolum.com/tool/outseta/"
  },
  {
   "slug": "paritybar",
   "name": "Parity Bar",
   "job": "payments",
   "definition": "A website script that showed visitors a discount code based on their country, so buyers in lower-income countries could pay a lower price.",
   "url": "https://paritybar.com/",
   "price": "Free in the December 2022 archive copy; in January 2021, one-time packs from US$29 for 100,000 lifetime pageviews",
   "readOn": "2026-10-28",
   "freeTier": "free (first 10,000 pageviews free in January 2021)",
   "about": [
    "Parity Bar was a purchasing power parity tool for websites, built by Danny Postma. Purchasing power parity (PPP) compares what the same amount of money buys in different countries; a PPP discount lowers the price for buyers in countries where incomes are lower. The site's slogan was \"Not everyone earns a US salary\".",
    "A website owner set up a bar in the Parity Bar web app and added its script to the site's pages. On each visit the script looked up the visitor's IP address with the ipify service, asked the Parity Bar API for the matching offer, and filled a message template with the visitor's country, the discount and the coupon code.",
    "In January 2021 it was free for the first 10,000 pageviews, and after that customers made a one-time payment for a pack of pageview credits that did not expire; the December 2022 copy calls it free forever. The site is no longer online; this description comes from Internet Archive copies of paritybar.com from January 2021 and December 2022, the newest copy."
   ],
   "maker": "Danny Postma",
   "status": "closed",
   "aka": [
    "ParityBar"
   ],
   "page": "https://aiolum.com/tool/paritybar/"
  },
  {
   "slug": "paystack",
   "name": "Paystack",
   "job": "payments",
   "definition": "A payment gateway for African businesses: it accepts card, bank and mobile money payments, runs recurring subscription billing, and settles the money into the business's bank account.",
   "url": "https://paystack.com/",
   "price": "Per transaction, Nigeria: 1.5% + NGN 100 for local payments (capped at NGN 2,000), 3.9% + NGN 100 for international cards; no monthly fee",
   "readOn": "2026-10-28",
   "freeTier": "free to integrate, no monthly fee",
   "about": [
    "Paystack is a payment gateway, a service that accepts payments for a business and pays the money out to the business's bank account. It serves businesses in Africa, with offices in Nigeria, Ghana, Kenya and South Africa, and its site says it is a Stripe company used by over 200,000 businesses.",
    "Customers can pay by card, bank account, bank transfer, USSD (codes dialled on a basic phone), Apple Pay, Google Pay and mobile money. Through Paystack's API (an interface that another program calls over the internet) a developer collects one-time and recurring payments, makes transfers and verifies customers' identities. For subscriptions, the merchant creates a plan with a name, an amount and an interval from hourly to annually; Paystack then charges each subscriber automatically and sends webhook events (messages to the merchant's server) for each charge. A dashboard shows reports, and automated and manual fraud checks screen transactions.",
    "Paystack is a hosted service. Integration is free and there is no maintenance fee; it charges a percentage fee on each transaction and settles funds on the next working day."
   ],
   "maker": "Paystack (a Stripe company)",
   "links": {
    "docs": "https://paystack.com/docs/",
    "pricing": "https://paystack.com/pricing"
   },
   "page": "https://aiolum.com/tool/paystack/"
  },
  {
   "slug": "pricewell",
   "name": "PriceWell",
   "job": "payments",
   "definition": "A no-code subscription billing tool on top of Stripe: embeddable pricing tables, a customer portal and a Bubble plugin that syncs Stripe subscription data into the app.",
   "url": "https://www.pricewell.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "yes: pricing tables are free; Bubble data sync and customer portal are paid features",
   "about": [
    "PriceWell is a no-code subscription billing tool built on top of Stripe, the payment processor. No-code means that a business sets it up in a web interface and pastes ready-made snippets or plugins into its site, without programming. It is made by Codefish Apps Ltd.",
    "A business designs a pricing table in PriceWell and embeds it on its website; a customer who picks a plan pays through Stripe Checkout, and prices can change at any time without code changes. An embeddable customer portal lets subscribers manage their own subscriptions. Other features are pricing A/B tests, gated content (a paywall for one page or a whole site), automatic tax and churn prevention. For Bubble, a no-code app builder, a plugin syncs Stripe data such as the customer ID and subscription status into the Bubble app with no webhooks to set up; an official WordPress plugin and Webflow instructions also exist. PriceWell does not store the customers' personal data; Stripe holds it.",
    "PriceWell is a hosted service with a free start and paid plans. A transaction fee applies to new subscriptions started through a PriceWell pricing table, on top of Stripe's fees."
   ],
   "maker": "Codefish Apps Ltd.",
   "links": {
    "pricing": "https://www.pricewell.com/pricing/"
   },
   "page": "https://aiolum.com/tool/pricewell/"
  },
  {
   "slug": "sepay",
   "name": "SePay",
   "job": "payments",
   "definition": "A Vietnamese bank API service that detects incoming bank transfers and confirms payments automatically, so a business can take QR bank-transfer payments in dong.",
   "url": "https://sepay.vn/",
   "price": "Per-transaction plans: STARTUP 120,000 VND a month for 180 transactions (monthly billing); higher tiers for more transactions",
   "readOn": "2026-10-28",
   "freeTier": "yes, 50 transactions a month",
   "about": [
    "SePay is an open banking service from Công Ty Cổ Phần SePay in Vietnam. Open banking means that a bank shares account data, such as incoming transfers, with outside software through an API. SePay connects the accounts that a business holds at Vietnamese banks (13 major banks officially) and reports each incoming transfer to the business's software.",
    "In a typical sale, the customer scans a VietQR code (the Vietnamese standard QR code for bank transfers) and pays by transfer. SePay detects the change in the account balance and sends a webhook, an HTTP call, to the shop's website or POS system, which marks the order as paid; the site says this happens within 10 seconds. Virtual accounts give each customer, store or order its own account number, so a transfer with a wrong reference text still matches. Other products send payment alerts to Telegram or Lark chats and a mobile app, offer a card gateway for Visa, Mastercard and JCB, and issue electronic invoices when money arrives.",
    "SePay is a hosted service with monthly or yearly plans priced by the number of transactions."
   ],
   "maker": "Công Ty Cổ Phần SePay",
   "links": {
    "docs": "https://docs.sepay.vn/",
    "pricing": "https://sepay.vn/bang-gia.html",
    "github": "https://github.com/sepayvn"
   },
   "aka": [
    "Sepay"
   ],
   "page": "https://aiolum.com/tool/sepay/"
  },
  {
   "slug": "shopify-billing",
   "name": "Shopify Billing",
   "job": "payments",
   "definition": "Shopify's billing system for apps in the Shopify App Store: it charges merchants for app subscriptions, usage and one-time purchases on their Shopify invoice.",
   "url": "https://shopify.dev/docs/apps/launch/billing",
   "price": "Revenue share: the developer keeps 100% of the first US$1,000,000 of lifetime gross app revenue and 85% above it; 2.9% processing fee on all billing",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Shopify Billing is the system that Shopify provides for apps in the Shopify App Store to charge merchants, the store owners who install the apps. Every app published on the Shopify App Store must use a billing solution from Shopify. Charges appear on the merchant's normal Shopify invoice, Shopify collects the money and pays out the developer's share, and Shopify handles chargebacks (card payments that the card holder disputes and the bank reverses).",
    "There are two methods. With Shopify App Pricing, the default for new public apps, the developer defines plans in the app submission form; Shopify hosts the plan selection page and runs free trials, proration, upgrades and downgrades. It supports free, monthly and annual plans and usage charges, which the app reports as billable usage events through the App Events API. With manual pricing (legacy), the app creates recurring, usage or one-time charges with GraphQL mutations such as appSubscriptionCreate (GraphQL is a query language for APIs), and the merchant approves each charge on a page that Shopify hosts.",
    "Pricing is a revenue share above a lifetime revenue threshold, plus a processing fee on all billing."
   ],
   "maker": "Shopify",
   "links": {
    "docs": "https://shopify.dev/docs/apps/launch/billing",
    "pricing": "https://shopify.dev/docs/apps/launch/distribution/revenue-share"
   },
   "page": "https://aiolum.com/tool/shopify-billing/"
  },
  {
   "slug": "stacksocial",
   "name": "StackSocial",
   "job": "payments",
   "definition": "An online deals store run by StackCommerce: it sells discounted software, lifetime app subscriptions, online courses and gadgets from many vendors to consumers.",
   "url": "https://www.stacksocial.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "StackSocial is an online deals store: a shop that sells products from many vendors at reduced prices. It is part of StackCommerce, a commerce company headquartered in Venice Beach, California, since 2011. The store says it has handled over 5 million orders.",
    "The catalog is grouped into apps and software, online courses, lifetime deals, memberships, electronics and gadgets, lifestyle goods and gift cards. Many software offers are lifetime subscriptions, sold for one payment instead of a monthly or yearly fee, and each offer shows its discount from the regular price. The store also runs giveaways, bundles and deals where the buyer sets the price, and lists best sellers, new deals and deals that end soon.",
    "A vendor with a digital or physical product joins through StackCommerce's marketplace. The listing then appears on StackSocial.com, where shoppers see it directly, and can also be shown to the audiences of StackCommerce's partner publishers. The store page publishes no vendor fee or commission rate."
   ],
   "maker": "StackCommerce",
   "page": "https://aiolum.com/tool/stacksocial/"
  },
  {
   "slug": "stripe-managed-payments",
   "name": "Stripe Managed Payments",
   "job": "payments",
   "definition": "A merchant of record service from Stripe: Stripe becomes the legal seller of a business's digital products and handles sales tax, fraud, disputes and buyer support.",
   "url": "https://stripe.com/managed-payments",
   "price": "3.5% per successful transaction, added to Stripe's standard processing fees; no setup fee or monthly minimum",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "Stripe Managed Payments is Stripe's merchant of record solution for businesses that sell digital products and software subscriptions. A merchant of record is the company that legally sells to the buyer and is responsible for the sales tax, fraud and chargebacks on each sale. With Managed Payments, Stripe, through its consumer platform Link, takes that role for the transactions it covers.",
    "The business sells through Stripe Checkout, payment links or Stripe Billing, for one-time or subscription purchases. Managed Payments calculates, collects and remits sales tax, VAT and GST in more than 80 countries, blocks fraudulent payments, answers disputes (chargebacks) for the business, and pays out the money. Buyers see Link at checkout and on receipts; in a Link account they manage orders and subscriptions, update payment methods and reach 24/7 multilingual support. Checkout is localized in more than 30 languages, and Adaptive Pricing shows prices in local currency. A business can turn Managed Payments on for all sales or only for chosen markets, products or transactions.",
    "It is billed per transaction, on top of Stripe's standard processing fees, with no setup fee or monthly minimum."
   ],
   "maker": "Stripe",
   "links": {
    "docs": "https://docs.stripe.com/payments/managed-payments"
   },
   "page": "https://aiolum.com/tool/stripe-managed-payments/"
  },
  {
   "slug": "tebex",
   "name": "Tebex",
   "job": "payments",
   "definition": "A payment service for games: as merchant of record it sells items and subscriptions to players through webstores or an embedded checkout, and handles tax and chargebacks.",
   "url": "https://www.tebex.io/",
   "price": "Starter plan for game servers: no monthly fee, flat 5% fee on each transaction (Plus plan: £12.49 a month plus 5%)",
   "readOn": "2026-10-28",
   "freeTier": "no monthly fee on Starter; 5% per transaction",
   "about": [
    "Tebex is a payment and webstore platform for game studios and game-server owners. It acts as the merchant of record: the legal seller of each purchase, so Tebex, not the studio, takes responsibility for payments, sales tax, compliance, fraud and chargebacks (card payments that the buyer disputes and the bank reverses).",
    "A studio or server owner sells items, subscriptions, season passes and DLC through a themed webstore, an in-game store, or a headless API, which lets the studio keep its own interface while Tebex runs the sales in the background. Tebex.js lets developers embed the checkout in their own website, so the buyer does not leave the site. The checkout accepts more than 130 payment methods, saves payment methods for repeat purchases, and routes each payment to the acquirer (the bank that processes card payments) that works best in that region. Tebex runs subscription billing and renewals and pays the seller out to a bank or PayPal account.",
    "It is a hosted service. For game servers, the Starter plan has no monthly fee and takes a flat percentage of each transaction; the Plus plan adds a monthly fee."
   ],
   "maker": "Tebex Limited and Tebex Inc.",
   "links": {
    "docs": "https://docs.tebex.io/welcome"
   },
   "page": "https://aiolum.com/tool/tebex/"
  },
  {
   "slug": "yookassa",
   "name": "YooKassa",
   "job": "payments",
   "definition": "A Russian online payment service: it accepts bank card, SberPay, Faster Payments System and other payments on a merchant's website or app and takes a commission on each payment.",
   "url": "https://yookassa.ru/",
   "price": "Commission per successful payment: 2.8% for bank cards plus 1% for the receipt service, before VAT; from 0.4% for some methods",
   "readOn": "2026-10-28",
   "freeTier": "no account fee; commission on each payment",
   "about": [
    "YooKassa (ЮKassa in Russian) is a service for accepting payments in Russia, online and offline. It is run by ООО НКО «ЮМани» (YooMoney), a non-bank credit organization, a payment company that holds a limited banking license, here Bank of Russia license No. 3510-K. YooKassa says more than 322,000 shops and services used it in February 2026.",
    "A merchant applies online, signs a contract and sets up payment acceptance. Buyers can pay with bank cards, SberPay, the Faster Payments System (SBP), T-Pay and other methods. The Checkout Widget embeds a ready-made payment form in the merchant's website, so the buyer pays on the site itself. YooKassa also offers an API with SDKs, ready-made modules for Tilda, Wix, AmoCRM and WordPress, receipts sent to the buyer and the tax service under Russian law 54-FZ, recurring autopayments and mass payouts.",
    "Pricing is a commission on each successful payment, with VAT added to the commission; the page lists no fee for keeping the account."
   ],
   "maker": "ООО НКО «ЮМани» (YooMoney)",
   "links": {
    "docs": "https://yookassa.ru/developers",
    "pricing": "https://yookassa.ru/fees/"
   },
   "page": "https://aiolum.com/tool/yookassa/"
  },
  {
   "slug": "x",
   "name": "X",
   "job": "finding",
   "definition": "A social network for short public posts: a business uses it to show its product, answer customers, and collect followers who may later become buyers.",
   "url": "https://x.com/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "X, formerly called Twitter, is a social network for short public posts, run by X Corp. People follow accounts that interest them, and businesses use it to reach people with their own posts and with paid ads.",
    "A post may contain text, links, photos, GIFs and videos. A regular post has up to 280 characters; subscribers can write longer posts of up to 4,000 characters. Each user has two timelines. Following shows posts only from the accounts the user follows. The other, a recommendation timeline, mixes those posts with recommended posts, which X selects with signals such as how popular a post is and how people in the user's network interact with it. Other users can reply to a post, repost it or mention an account in their own posts. For businesses, X Ads shows paid posts to a chosen audience, with geographic targeting and a budget that the advertiser sets.",
    "Posting is free. X Premium, now part of The X Subscription, is an optional paid plan with extra features, and ads are paid from the advertiser's budget."
   ],
   "maker": "X Corp.",
   "aka": [
    "Twitter",
    "X (Twitter)"
   ],
   "page": "https://aiolum.com/tool/x/"
  },
  {
   "slug": "product-hunt",
   "name": "Product Hunt",
   "job": "finding",
   "definition": "A website where makers announce new products: visitors vote and comment each day, and the products with the most votes appear at the top of the daily list.",
   "url": "https://www.producthunt.com/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Product Hunt is a website and global community where new tech products, such as apps, websites and developer tools, are launched and ranked every day. The community is made of makers, technology fans, product people, entrepreneurs, investors and early adopters. Ryan Hoover is the founder.",
    "A maker, or another community member, \"hunts\" a product, which means submitting it to the site. Other members then upvote, comment on and share the products of the day, which compete on the homepage leaderboard for the top places, including Product of the Day. The launch guide recommends 12:01 am Pacific Time as the launch time for makers who plan ahead, and company accounts are not allowed, so people post under their own names. Visitors can also browse products by category or topic, read reviews and compare alternatives. A daily newsletter, forums and events complete the site.",
    "Launching, voting and commenting are free. The site also sells advertising space to companies."
   ],
   "maker": "Product Hunt",
   "page": "https://aiolum.com/tool/product-hunt/"
  },
  {
   "slug": "meta-ads",
   "name": "Meta ads",
   "job": "finding",
   "definition": "The paid advertising system of Facebook and Instagram: a business pays to show its ads to people selected by age, place, interests, or past behavior.",
   "url": "https://www.facebook.com/business/ads",
   "price": "You set the budget; no fixed price",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Meta ads is the advertising system of Meta, the company behind Facebook, Instagram, Messenger and WhatsApp. A business pays to show ads to people while they use these apps, for example in the Facebook Feed, between Instagram Reels or in the Messenger inbox.",
    "Ads are created in Meta Ads Manager, which is linked to a Facebook Page or an Instagram business profile. The advertiser chooses an objective (sales, leads, engagement, traffic, awareness or app installs), an audience defined by age, gender, location and interests, the placements (Facebook, Instagram, Messenger, Audience Network, or all of them), a budget, and a format: photo, video or slideshow. Each published ad competes with other ads aimed at the same audience in an ad auction, and Meta's system decides who sees it. Ads Manager then reports results such as impressions, engagement and purchases.",
    "There is no fixed price. The advertiser sets a daily budget (an average amount per day) or a lifetime budget for the whole campaign. Meta may spend up to 75% more than the daily budget on one day, but not more than seven times the daily budget in a week."
   ],
   "maker": "Meta",
   "links": {
    "pricing": "https://www.facebook.com/business/ads/pricing"
   },
   "aka": [
    "Facebook Ads",
    "Facebook Pixel",
    "Facebook ads",
    "Instagram Ads",
    "Instagram ads",
    "Meta Ads",
    "Meta Pixel"
   ],
   "page": "https://aiolum.com/tool/meta-ads/"
  },
  {
   "slug": "tiktok",
   "name": "TikTok",
   "job": "finding",
   "definition": "A social app for short videos: a business posts videos there, and the app's recommendation system shows them to people who may become customers.",
   "url": "https://www.tiktok.com/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "TikTok is a social app for short videos. People watch, create and share videos, and businesses use it both for their own posts and for paid ads. The company's global headquarters are in Los Angeles and Singapore.",
    "The center of the app is a personal feed: a stream of videos chosen for each user by a recommendation system (software that ranks content by how likely a person is to be interested in it). The system ranks videos using the user's interactions, such as videos liked or shared, accounts followed, comments posted and videos created; information about each video, such as captions, sounds and hashtags; and device and account settings such as language and country. Each person's feed is therefore different. Creation tools include camera tools, effects, sounds, editing and Stories. For businesses, TikTok for Business offers a Business Account, Ads Manager for full-screen, sound-on ads, and TikTok Shop for selling products inside the app.",
    "Posting videos is free. Ads are paid, with a budget that the advertiser sets."
   ],
   "maker": "TikTok",
   "page": "https://aiolum.com/tool/tiktok/"
  },
  {
   "slug": "youtube",
   "name": "YouTube",
   "job": "finding",
   "definition": "A video site owned by Google: a business publishes videos there for free, and viewers find them through search, recommendations and subscriptions.",
   "url": "https://www.youtube.com/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "YouTube is a video-sharing site run by Google LLC. Anyone can upload original videos to a channel, and viewers watch them, share them and subscribe to channels. Its stated mission is to give everyone a voice and show them the world.",
    "Viewers find videos through search, the Homepage and the Up Next panel next to a playing video. A recommendation system decides what to show, using each user's viewing behaviour, likes, dislikes, subscriptions and feedback such as satisfaction surveys, and it also weighs the reputation and quality of a channel. Search results are ranked by relevance, engagement and quality. Creators manage their channels in YouTube Studio. In the YouTube Partner Program, a creator with at least 1,000 subscribers earns 55% of the revenue from ads shown on their videos, plus a share of YouTube Premium subscriptions; other income sources include channel memberships, Superchat and YouTube Shopping.",
    "Uploading and watching videos are free. YouTube's revenue comes from advertisers and from subscriptions, and businesses can also buy ads on YouTube."
   ],
   "maker": "Google LLC",
   "aka": [
    "YouTube Shorts"
   ],
   "page": "https://aiolum.com/tool/youtube/"
  },
  {
   "slug": "reddit",
   "name": "Reddit",
   "job": "finding",
   "definition": "A discussion website made of topic communities called subreddits: a business posts or answers there to reach people who are interested in its subject.",
   "url": "https://www.reddit.com/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Reddit is a discussion website run by Reddit, Inc. It is made of more than 100,000 topic communities called subreddits, each named r/ followed by its subject, about anything from breaking news and sports to gaming, health and lifehacks.",
    "Members post stories, links, images and videos in a community, and other members comment on them. Every post and comment can be upvoted or downvoted, and the most interesting content rises to the top. Each community has moderators, who follow a Moderator Code of Conduct, and all users follow the site-wide Reddit Rules. For businesses, Reddit for Business sells ads in several formats (image, video, carousel and conversation ads) with targeting and reporting tools, and Reddit Pro is a free tool for creating a business profile, tracking keywords and finding conversations where potential customers talk about a subject. Reddit states that it has more than 514 million weekly visitors.",
    "Posting, commenting and voting are free. Advertisers pay for Reddit Ads."
   ],
   "maker": "Reddit, Inc.",
   "page": "https://aiolum.com/tool/reddit/"
  },
  {
   "slug": "instagram",
   "name": "Instagram",
   "job": "finding",
   "definition": "A social network owned by Meta for photos and short videos: a business posts there so that followers and new users see its product.",
   "url": "https://www.instagram.com/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Instagram is a social app from Meta for sharing photos and videos; the company says it helps more than 1 billion people create and share. People follow accounts, and creators and businesses use it to reach new audiences.",
    "Its main formats are posts, Stories and Reels. Reels are short videos made of several clips, edited in the app with text, AR filters (augmented-reality effects laid over the camera image) and audio from the Instagram music library or the user's own voice. With Remix, a user records a video next to someone else's reel. People find content through search and explore and the Reels tab, send reels to friends, and talk in direct messages (DMs). For businesses, Instagram offers business accounts, ads, boosted posts (paying to show an existing post to more people), Instagram Shopping, branded content and creator collaborations. The Instagram for Business site now lives on Meta for Business.",
    "The app is free to use and to post on. Ads and boosted posts are paid."
   ],
   "maker": "Meta",
   "page": "https://aiolum.com/tool/instagram/"
  },
  {
   "slug": "linkedin",
   "name": "LinkedIn",
   "job": "finding",
   "definition": "A social network for work contacts, owned by Microsoft: members show their job history, and a business or founder posts there to reach people in a specific profession.",
   "url": "https://www.linkedin.com/",
   "price": "Free to post",
   "readOn": "2026-10-13",
   "freeTier": "free",
   "about": [
    "LinkedIn is a social network for professional life, made by LinkedIn Corporation. It was launched on May 5, 2003, and Microsoft completed its acquisition of the company in December 2016. Its about page counts more than 1 billion members in more than 200 countries and territories.",
    "Each member keeps a profile with a work history and connects with colleagues, classmates and other people they know. Members publish posts, articles, newsletters and live videos in a shared feed, and send private messages to each other. Companies post jobs, and a member can tell recruiters, privately or in public, that they are open to work. A business can create a Company Page: it posts updates to its followers there, sees analytics about its audience and adds a call to action. LinkedIn Learning offers courses on business, design and technology.",
    "Joining LinkedIn, posting and creating a Company Page are free. The company earns money from membership subscriptions, advertising sales and recruitment solutions (paid tools for hiring)."
   ],
   "maker": "LinkedIn Corporation (Microsoft)",
   "page": "https://aiolum.com/tool/linkedin/"
  },
  {
   "slug": "google-ads",
   "name": "Google Ads",
   "job": "finding",
   "definition": "Google's advertising platform: a business bids to show its ads above search results, on YouTube and on other sites, and usually pays each time someone clicks an ad.",
   "url": "https://business.google.com/us/google-ads/",
   "price": "You set the budget; no fixed price",
   "readOn": "2026-10-13",
   "freeTier": "not applicable",
   "about": [
    "Google Ads is the online advertising platform of Google. A business creates campaigns in its account, and the ads appear on Google Search, YouTube, Google Play, Discover, Gmail and the Google Display Network (partner websites and apps).",
    "In a Search campaign, the advertiser chooses keywords, and its text ads show in the search results when people search for those terms. Other campaign types show product listings with photos and prices (Shopping), video ads on YouTube, image and video ads (Demand Gen) and ads for app installs. Performance Max runs a single campaign across all these channels, and Google's AI picks the ad combinations and the placements. The advertiser can target by location, language, interests and earlier visits to its website. Conversion tracking, a tag installed on the website, records which clicks lead to a sale or a sign-up.",
    "Google Ads is self-service and has no fixed price and no minimum spend. The advertiser sets an average daily budget and, with cost-per-click (CPC) bidding, a maximum price for one click, and pays when someone clicks an ad. New advertisers can get promotional ad credit."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://support.google.com/google-ads/",
    "pricing": "https://business.google.com/us/google-ads/campaign-budget/"
   },
   "page": "https://aiolum.com/tool/google-ads/"
  },
  {
   "slug": "rewardful",
   "name": "Rewardful",
   "job": "finding",
   "definition": "Affiliate tracking software for subscription businesses: it gives each partner a referral link, records which paying customers came through it, and calculates the commission owed to that partner.",
   "url": "https://www.rewardful.com/",
   "price": "From US$49 a month (Starter plan, up to US$7,500 a month of affiliate-attributed revenue); no transaction fee",
   "readOn": "2026-10-13",
   "freeTier": "free trial only",
   "about": [
    "Rewardful is affiliate and referral management software for SaaS companies (businesses that sell software by subscription), made by Rewardful Inc. In an affiliate program, outside partners promote a product and receive a commission for each customer they bring; Rewardful records which partner brought which customer and what each partner has earned.",
    "The business connects its Stripe account, with no code or with a custom integration. Each affiliate gets a referral link or a coupon code; a cookie in the visitor's browser remembers the link, and the last referral before the purchase gets the credit (last-touch attribution). Through a two-way sync with Stripe, Rewardful then follows recurring payments, upgrades, downgrades, cancellations and refunds. Commissions can be recurring or one-time, a percentage or a fixed amount. Affiliates see their links, codes and earnings in a self-service portal, and the business pays them in bulk through PayPal or Wise, or through Managed Payouts, which also collects tax forms.",
    "Rewardful is a hosted service sold as a monthly subscription, with a 14-day free trial and no transaction fees."
   ],
   "maker": "Rewardful Inc.",
   "links": {
    "pricing": "https://www.rewardful.com/pricing"
   },
   "page": "https://aiolum.com/tool/rewardful/"
  },
  {
   "slug": "google-search",
   "name": "Google Search (organic)",
   "job": "finding",
   "definition": "The unpaid (\"organic\") results of Google's search engine: Google's crawler program reads a business's web pages and shows them for matching queries, with no charge per visit.",
   "url": "https://www.google.com/",
   "price": "Free to be listed; Google does not accept payment to rank a page higher",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Google Search is the web search engine of Google. The organic results are the unpaid results, as opposed to the ads that appear on the same page. Google states that it does not charge anyone to be in its index and does not accept payment for a higher ranking.",
    "Google describes three stages. In crawling, automated programs called crawlers (Google's is Googlebot) download the text, images and videos of pages that they find through links or through a sitemap, a list of pages that a site owner submits. In indexing, Google analyzes each page and stores the information in the Google index, a large database. In serving, Google searches the index for pages that match a query and orders them by relevance, which depends on hundreds of factors, such as the user's location, language and device. Not every page passes all three stages.",
    "Ads are the only thing Google sells in Search, so a listing in the organic results is free. Google Search Central publishes documentation for site owners about SEO (search engine optimization), the work of making pages easy to find and rank."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/search/docs"
   },
   "aka": [
    "Google Search"
   ],
   "page": "https://aiolum.com/tool/google-search/"
  },
  {
   "slug": "hacker-news",
   "name": "Hacker News",
   "job": "finding",
   "definition": "A news and discussion website owned by the startup investor Y Combinator: users post links and vote on them, and founders post their products there to get early visitors.",
   "url": "https://news.ycombinator.com/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Hacker News (HN) is a link-sharing and discussion website owned and funded by Y Combinator, a startup investor; the HN team is editorially independent. Users submit links or text posts, other users upvote them and comment, and the front page lists the highest-ranked stories. Its guidelines say that on-topic means anything that good hackers would find interesting.",
    "Ranking is done by an algorithm: the points of a story are divided by a power of the time since it was submitted, so new stories with votes rise and older ones fall. User flags, anti-abuse software and moderators also change the rank. Show HN is a section for something the poster made that other people can try out; the title begins with \"Show HN\", and the post moves to the show page after it passes a small points threshold. Asking others to upvote or comment is not allowed and can lead to a ban.",
    "Posting is free. Hacker News publishes its data through a public API on GitHub."
   ],
   "maker": "Y Combinator",
   "links": {
    "docs": "https://news.ycombinator.com/newsfaq.html",
    "github": "https://github.com/HackerNews/API"
   },
   "page": "https://aiolum.com/tool/hacker-news/"
  },
  {
   "slug": "facebook",
   "name": "Facebook",
   "job": "finding",
   "definition": "A social network: a business posts on its own page and in interest groups, where people who may become customers see and share the posts.",
   "url": "https://www.facebook.com/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Facebook is a social network made by Meta: people create profiles, connect with others, and share posts and videos that appear in a personal Feed chosen by recommendation algorithms. Other parts of the app include Video, Search, Marketplace for buying and selling, and Groups.",
    "A Facebook group is a community around one interest. Members post questions, share firsthand experience and comment on each other's posts. Public groups can be found and read by people who have not joined them. Each group is run by admins and moderators, who approve member requests and pending posts against the group rules that they set; Admin Assist can apply such rules automatically, and all posts must follow Meta's Community Standards. In 2026 Meta began to test Forum, a separate app for Facebook Groups in the USA, with AI tools that find past answers in groups and help admins review posts.",
    "Facebook is free to join and to post on. Meta One is an optional paid subscription with extra features."
   ],
   "maker": "Meta",
   "page": "https://aiolum.com/tool/facebook/"
  },
  {
   "slug": "tolt",
   "name": "Tolt",
   "job": "finding",
   "definition": "Affiliate software for subscription businesses: each affiliate (a partner paid a commission per referred customer) gets a tracking link, and Tolt counts the sales and pays the commissions.",
   "url": "https://tolt.com/",
   "price": "From US$69 a month for the Basic plan, which covers up to US$10,000 a month earned from affiliates",
   "readOn": "2026-10-28",
   "freeTier": "free trial only",
   "about": [
    "Tolt is affiliate marketing software for software-as-a-service (SaaS) startups, made by Tolt, Inc. In an affiliate program, partners such as creators or agencies recommend a product and earn a commission on each customer they refer.",
    "The business adds a 4 KB tracking script to its site and connects its billing system: Stripe, Paddle or Chargebee, or RevenueCat for App Store and Google Play purchases. Each affiliate gets a referral link, a coupon or a QR code; Tolt attributes sign-ups and payments to the affiliate and updates the commission when a customer upgrades, cancels or gets a refund. Commission rules can be a percentage or a fixed amount, one-time or recurring, per partner group. Tolt pays all affiliates in one run by PayPal, Wise, bank transfer or wire, collects US tax forms (W-9, W-8, 1099), and its fraud check holds back self-referrals and clicks from paid ads. Affiliates work in a branded portal.",
    "Tolt is a hosted service with monthly plans set by the revenue earned from affiliates, a 14-day free trial, and a 2% processing fee on automatic payouts."
   ],
   "maker": "Tolt, Inc.",
   "links": {
    "docs": "https://docs.tolt.com",
    "pricing": "https://tolt.com/pricing"
   },
   "page": "https://aiolum.com/tool/tolt/"
  },
  {
   "slug": "ahrefs",
   "name": "Ahrefs",
   "job": "finding",
   "definition": "A search engine optimization (SEO) tool: it shows which keywords people search, which sites link to a page, and where a site ranks in search results.",
   "url": "https://ahrefs.com/",
   "price": "From US$29 a month (Starter plan); the Lite plan is US$129 a month for one user",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "Ahrefs is an online marketing platform for search engine optimization (SEO), the work of making a website appear higher in search results, made by Ahrefs Pte. Ltd. Its data comes from Ahrefs' own index of the web, collected by a crawler (a program that downloads web pages and follows their links) that Ahrefs calls the second-most active in the world.",
    "Keywords Explorer shows what people search for in Google: for each keyword it gives the monthly search volume, a Keyword Difficulty score based on the links that point to the top-ranking pages, the traffic potential of the first result, and the parent topic; it generates thousands of related keyword ideas and groups them. Its index holds 28.7 billion keywords in 217 locations. Site Explorer studies any website, including competitors' sites, and backlink tools list the links that point to a site from other sites. Other tools track rankings, audit a site for technical problems, and measure how often a brand appears in answers from AI chatbots.",
    "Ahrefs is a hosted subscription service, billed monthly or yearly. A free plan, Ahrefs Free, covers data about the user's own site."
   ],
   "maker": "Ahrefs Pte. Ltd.",
   "links": {
    "docs": "https://docs.ahrefs.com/api",
    "pricing": "https://ahrefs.com/pricing"
   },
   "page": "https://aiolum.com/tool/ahrefs/"
  },
  {
   "slug": "linkedin-ads",
   "name": "LinkedIn Ads",
   "job": "finding",
   "definition": "The advertising system of LinkedIn: a business pays to show its ads to LinkedIn members that it selects by job title, company, industry or other profile data.",
   "url": "https://business.linkedin.com/advertise/ads",
   "price": "You set the budget; no fixed price",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "LinkedIn Ads is the self-service advertising system of LinkedIn, the professional network, which counts over 1 billion members. Advertisers build and run campaigns in Campaign Manager, LinkedIn's web tool for ads.",
    "A campaign starts with an objective in one of three groups: awareness, consideration or conversions. The advertiser then selects the audience from over 20 categories of profile attributes, such as job title, job function and industry. Four ad formats are available: Sponsored Content (ads with images or video in the members' feed), Message Ads (direct messages in LinkedIn Messaging), Dynamic Ads (personalized from each member's profile data, such as company name or job title) and Text Ads (short pay-per-click ads on desktop). After the budget and schedule are set, Campaign Manager reports how the ads perform.",
    "There is no fixed price. Ads are sold in an ad auction: the advertiser's bid competes with other advertisers who target the same members. Billing is objective-based, so the advertiser pays only for the event that matches the objective, for example a click to the website. A campaign can start with any budget and stop at any time."
   ],
   "maker": "LinkedIn Corporation",
   "links": {
    "pricing": "https://business.linkedin.com/advertise/ads/pricing"
   },
   "aka": [
    "LinkedIn Insight Tag",
    "LinkedIn ads"
   ],
   "page": "https://aiolum.com/tool/linkedin-ads/"
  },
  {
   "slug": "chrome-web-store",
   "name": "Chrome Web Store",
   "job": "finding",
   "definition": "Google's online store for Chrome browser extensions and themes: developers publish an extension there after a review, and users find and install it at no charge.",
   "url": "https://chromewebstore.google.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "free to install; developers pay a one-time registration fee (amount not stated on the pages read)",
   "about": [
    "The Chrome Web Store is Google's online store for extensions and themes for the Chrome browser. An extension is a small program, packaged as a ZIP file with a manifest (a file that declares its name, version and permissions), that adds features to web pages or to the browser; a theme changes how Chrome looks. Users install items at no charge.",
    "A developer registers once in the Chrome Developer Dashboard, agrees to the developer agreement and policies, and pays a one-time registration fee. The developer then uploads the ZIP file and fills in the store listing, the privacy fields (the extension's single purpose and how it handles user data) and the distribution settings, such as a paid item or not and the countries that list it. Every submission, new item or update, is reviewed by manual and automated systems against the developer program policies; most reviews end within a few days. A new publisher can have at most two published extensions at first. An API can upload and publish new versions.",
    "Browsing and installing are free. The pages read do not state the amount of the registration fee."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developer.chrome.com/docs/webstore"
   },
   "page": "https://aiolum.com/tool/chrome-web-store/"
  },
  {
   "slug": "trustpilot",
   "name": "Trustpilot",
   "job": "finding",
   "definition": "A public review site: customers write reviews of a business, and the business can invite reviews, reply to them and show its score on its own site.",
   "url": "https://business.trustpilot.com/",
   "price": "From US$99 a month for one domain on the Starter plan, billed yearly with a 12-month contract (new small businesses only); the Plus plan is from US$319 a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited (50 review invitations a month)",
   "about": [
    "Trustpilot is an online review platform from Trustpilot Inc.: consumers write public reviews of companies, and businesses use Trustpilot Business to collect, answer and display those reviews. Its business site counts over 400 million reviews, with over 200,000 new reviews written each day.",
    "Each business has a public profile page with its reviews and its TrustScore, Trustpilot's score for the company. The business sends automated review invitations to its customers, through integrations with ecommerce, CRM and customer service software, or through QR codes at physical locations. It can reply to reviews, also with AI-assisted replies, and flag reviews; Trustpilot says it detected and removed 7.8 million fake reviews in 2025. TrustBox widgets show the TrustScore and selected reviews on the business's own website, and other tools turn reviews into images for social media and ads. Paid plans add product and location reviews, sentiment analysis and reports on how AI search engines see the brand.",
    "A free plan allows 50 review invitations a month. Paid plans are subscriptions priced per website domain."
   ],
   "maker": "Trustpilot Inc.",
   "links": {
    "pricing": "https://business.trustpilot.com/pricing"
   },
   "page": "https://aiolum.com/tool/trustpilot/"
  },
  {
   "slug": "g2",
   "name": "G2",
   "job": "finding",
   "definition": "A review site for business software: customers rate products there, buyers compare them before a purchase, and a vendor's profile page with good ratings brings it new buyers.",
   "url": "https://sell.g2.com/",
   "price": "A basic profile is free; the paid Starter plan costs US$299 a month or US$2,999 a year",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited (free basic profile)",
   "about": [
    "G2 is an online marketplace and review site for business software and services, started in 2012 and based in Chicago. Users review the products they use, and buyers compare products by these reviews before a purchase. G2 lists over 200,000 products and services in more than 2,000 categories, and its about page says it serves more than 200 million buyers a year.",
    "A software company claims its free profile page and collects reviews from its customers; G2 validates reviews to show they come from real users, and paid plans include gift card credits that reward reviewers. Vendors license badges, such as 'Users Love Us' and report badges, to show on their own websites, and products gain recognition on the G2 Grid. Other paid products are Buyer Intent data (which buyers are researching a category on G2 now, sent into the vendor's marketing and sales tools), ads on G2 category and competitor pages, and market intelligence reports. G2 also says it is the most-cited B2B software source in AI search tools.",
    "A basic profile is free. Paid vendor plans are subscriptions, billed monthly or yearly."
   ],
   "maker": "G2",
   "links": {
    "docs": "https://documentation.g2.com/",
    "pricing": "https://sell.g2.com/plans"
   },
   "page": "https://aiolum.com/tool/g2/"
  },
  {
   "slug": "senja",
   "name": "Senja",
   "job": "finding",
   "definition": "A tool for testimonials (customers' written or video praise): it collects them through a form and shows them on the business's website as embedded blocks.",
   "url": "https://senja.io/",
   "price": "From US$29 a month for the Starter plan, billed monthly (US$290 for a year when billed yearly)",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited (15 testimonials)",
   "about": [
    "Senja is a testimonial tool from Senja Proof Ltd. A testimonial is a customer's written or video statement of praise, used as social proof on a business's website and in its marketing. Senja collects testimonials, organizes them and turns them into blocks and media for sharing.",
    "A business creates a collection form and shares it by link, embeds it or sends automatic invites; it can offer rewards to customers who answer. Existing praise can be imported from over 30 platforms or a CSV file. In the library, testimonials are tagged, filtered by product or plan and searched in natural language, and AI can turn one testimonial into a full case study. Widgets such as carousels, grids, rating badges and popups embed selected testimonials in a website without code, and a Wall of Love is a shareable page of them. Senja also makes images and short videos for social media and adds rich snippets for star ratings in Google. Zapier, an API and webhooks connect it to other tools.",
    "Senja is a hosted service with a free plan for 15 testimonials and paid subscriptions without that limit."
   ],
   "maker": "Senja Proof Ltd",
   "links": {
    "pricing": "https://senja.io/pricing"
   },
   "page": "https://aiolum.com/tool/senja/"
  },
  {
   "slug": "calendly",
   "name": "Calendly",
   "job": "finding",
   "definition": "A scheduling tool: a business shares a booking link, a customer picks an open time slot from the connected calendar, and the meeting appears in both calendars.",
   "url": "https://calendly.com/",
   "price": "From US$10 a month for one seat when billed yearly (US$12 when billed monthly)",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Calendly is meeting scheduling software, a web service that replaces the exchange of emails needed to agree on a meeting time. The host connects one or more calendars, sets the hours when meetings are possible, and shares a booking link or a booking page embedded on a website. The invitee picks one of the open times.",
    "Each kind of meeting is an event type, from a one-on-one call to a meeting with several hosts or a round-robin that gives the meeting to the next free team member. Calendly sends email and text reminders, lets invitees reschedule, and offers routing forms: questions that qualify a lead and send it to the right person. It connects to more than 150 other tools, such as HubSpot, Salesforce, Stripe and PayPal. Newer parts are Callie, an AI assistant that schedules from an email thread, a Notetaker that joins Zoom, Google Meet and Microsoft Teams calls and writes a recap, and payments taken before a meeting.",
    "It is a hosted service sold per seat with a monthly subscription. A free plan allows one event type, and invitees do not need a seat."
   ],
   "maker": "Calendly",
   "links": {
    "docs": "https://developer.calendly.com",
    "pricing": "https://calendly.com/pricing"
   },
   "page": "https://aiolum.com/tool/calendly/"
  },
  {
   "slug": "indie-hackers",
   "name": "Indie Hackers",
   "job": "finding",
   "definition": "An online community of founders of small internet businesses: a founder posts a product or revenue update there to get feedback and reach the first users.",
   "url": "https://www.indiehackers.com/",
   "price": "Free to post",
   "readOn": "2026-10-13",
   "freeTier": "free",
   "about": [
    "Indie Hackers is an online community and publication for founders who build profitable internet businesses and side projects, often alone and without outside investors. Courtland Allen created it in August 2016. Stripe acquired it in April 2017, and in March 2023 it became an independent business again, Indie Hackers, Inc., with Stripe as a seed investor.",
    "Members write posts about their products, marketing experiments and revenue numbers; other members upvote and comment, so the forum works as a place to ask for feedback and advice. The site also publishes case studies and interviews about how particular founders reached a given monthly recurring revenue (MRR), a products database where founders list their products with revenue, an ideas database, and a weekly newsletter of the posts the community upvoted most.",
    "Reading, joining and posting are free. The site also sells a paid subscription called IH+."
   ],
   "maker": "Indie Hackers, Inc.",
   "page": "https://aiolum.com/tool/indie-hackers/"
  },
  {
   "slug": "tiktok-ads",
   "name": "TikTok ads",
   "job": "finding",
   "definition": "An advertising platform: a business pays to show short video ads to chosen TikTok audiences and measures, with a pixel on its website, which ads lead to sales.",
   "url": "https://ads.tiktok.com/business/en-US",
   "price": "You set the budget; no fixed price",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "TikTok ads is the advertising system of the short-video app TikTok, sold through TikTok for Business. An advertiser builds campaigns in TikTok Ads Manager, a web tool, and the ads appear as full-screen videos with sound in the app's main feed of recommended videos and in other apps of TikTok's family of apps.",
    "Targeting can use demographics, interests, behaviors and devices, plus Custom Audiences built from a business's own customers and Lookalike Audiences of similar people. For conversion tracking, the business places the TikTok Pixel, a piece of code, on its website. The pixel reports events such as a product page view, an add-to-cart or a purchase, with a timestamp, IP address, browser user agent and cookies. Ads Manager uses these events to measure website traffic and campaign results and to optimize delivery toward people likely to act.",
    "There is no fixed price. The advertiser sets a daily or lifetime budget and a bid, the amount it will pay for the action it wants, with a Lowest Cost or a Cost Cap strategy. TikTok recommends a daily budget of US$30 per ad group in North America and EMEA."
   ],
   "maker": "TikTok",
   "links": {
    "docs": "https://ads.tiktok.com/help/"
   },
   "aka": [
    "TikTok Ads",
    "TikTok Pixel"
   ],
   "page": "https://aiolum.com/tool/tiktok-ads/"
  },
  {
   "slug": "whatsapp",
   "name": "WhatsApp",
   "job": "finding",
   "definition": "A free messaging and calling app for phones and computers; businesses use it to write to customers directly, in groups, and for support.",
   "url": "https://www.whatsapp.com/",
   "price": "Free to use",
   "readOn": "2026-10-13",
   "freeTier": "free",
   "about": [
    "WhatsApp is a messaging and calling app made by WhatsApp LLC. It runs on phones, desktop computers and tablets, and in a web browser as WhatsApp Web. People send text and voice messages, stickers, GIFs and files, and make voice and video calls.",
    "Personal messages and calls use end-to-end encryption: they are encrypted on the sender's device and decrypted only on the receiver's, so not even WhatsApp can read them. A group can hold up to 1,000 people on Android and iPhone; admins choose who can add and remove members, and members can send polls, create events and start group calls. For companies there are two products. The WhatsApp Business App is for small businesses that answer customers personally. The WhatsApp Business Platform gives medium and large businesses programmatic access, through an API, to send marketing, authentication, utility and service messages at scale.",
    "The app is free to use, apart from mobile data charges. The Business Platform has its own price list."
   ],
   "maker": "WhatsApp LLC",
   "page": "https://aiolum.com/tool/whatsapp/"
  },
  {
   "slug": "cal-com",
   "name": "Cal.com",
   "job": "finding",
   "definition": "A scheduling tool: a business shares a booking page, a customer picks a free time slot, and the meeting is added to the connected calendars.",
   "url": "https://cal.com/",
   "price": "Free for one user; the Teams plan costs US$12 per user a month, billed yearly",
   "readOn": "2026-10-28",
   "freeTier": "yes, free for individuals",
   "about": [
    "Cal.com is scheduling software made by Cal.com, Inc. The host connects a calendar, which Cal.com checks to avoid double bookings, sets the hours when meetings are possible, and shares a short booking link; the invitee picks a free time and the meeting is booked. It serves individuals, teams and developers who build scheduling into their own platforms.",
    "Each kind of meeting is an event type with its own length and place, such as a phone call or Cal Video, the built-in video conferencing. Cal.com sends email and SMS reminders, can take Stripe or PayPal payments, and embeds the booking page in a website. Team plans add round-robin scheduling, which gives each booking to the next available member, collective events with several hosts, routing forms and booking analytics; the Organizations plan adds a company subdomain and SAML single sign-on. Developers use a public API, webhooks, OAuth clients and React components called atoms.",
    "Cal.com is a hosted service, free for one user with no usage limits and sold per user each month to teams. Cal.diy, a community fork with the enterprise code removed, is open source under the MIT license for self-hosting."
   ],
   "maker": "Cal.com, Inc.",
   "links": {
    "docs": "https://cal.com/docs",
    "pricing": "https://cal.com/pricing",
    "github": "https://github.com/calcom/cal.com"
   },
   "page": "https://aiolum.com/tool/cal-com/"
  },
  {
   "slug": "reddit-ads",
   "name": "Reddit Ads",
   "job": "finding",
   "definition": "Reddit's self-serve advertising platform: a business pays to show image, video and conversation ads to Reddit users chosen by community, interest and keyword.",
   "url": "https://www.business.reddit.com/",
   "price": "You set the budget; no fixed price",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Reddit Ads is the advertising platform of Reddit, Inc., the company that runs Reddit, a site with more than 100,000 active communities where people discuss topics from sports to personal finance. A business creates campaigns in Reddit Ads Manager and shows paid ads in these communities and in their conversation threads.",
    "Each campaign has an objective: awareness, traffic, sales or app promotion, and Reddit suggests ad types and bidding options to match it. Ad types include image, video and carousel ads (several images or videos in one swipeable unit), free-form ads that combine text, images, videos and GIFs, conversation ads placed among comment threads, and AMA (Ask Me Anything) ads. Targeting uses the interests of users, the communities they belong to and the keywords they use. The Reddit Pixel, a script on the advertiser's website, reports what people do after they see an ad. Reddit Pro is a separate free tool for business profiles and keyword tracking.",
    "The advertiser sets a daily or lifetime budget and spend caps, and pays per click (CPC) or per thousand impressions (optimized CPM), depending on the objective."
   ],
   "maker": "Reddit, Inc.",
   "links": {
    "docs": "https://business.reddithelp.com/s/"
   },
   "aka": [
    "Reddit Pixel",
    "Reddit ads"
   ],
   "page": "https://aiolum.com/tool/reddit-ads/"
  },
  {
   "slug": "there-s-an-ai-for-that",
   "name": "There's An AI For That",
   "job": "finding",
   "definition": "An online directory of AI tools: it lists more than 50,000 tools by task, and makers pay to list and promote their products to its visitors.",
   "url": "https://theresanaiforthat.com/",
   "price": "One-time listing fee from US$49 (website listing and the Just Released section); US$437 with a newsletter mention",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "There's An AI For That (TAAFT) is a directory and marketplace of AI tools, operated by There's An AI For That SRL in Bucharest, Romania. Andrei Nedelcu founded it and launched it in December 2022. It is a human-reviewed index that maps more than 50,000 AI tools to more than 11,000 tasks and 5,000 job roles.",
    "Each tool page carries labels for its task, its features and its pricing model (free, freemium, free trial or paid), so visitors can search by task, by job or in plain language and compare alternatives. The site also tracks AI models, companies, papers, funding rounds and news, runs an MCP server that lets AI assistants search its index, and sends a daily newsletter that it says has more than 1.8 million subscribers. Staff review every submission before it goes live, and listings do not expire.",
    "Makers pay a one-time fee to submit a tool, and a larger package adds a mention in the newsletter; a rejected submission is refunded. Further paid options are a monthly highlight, pay-per-click campaigns and sponsorships."
   ],
   "maker": "There's An AI For That SRL",
   "links": {
    "pricing": "https://theresanaiforthat.com/get-featured/"
   },
   "page": "https://aiolum.com/tool/there-s-an-ai-for-that/"
  },
  {
   "slug": "pinterest",
   "name": "Pinterest",
   "job": "finding",
   "definition": "A visual search and shopping platform: people discover and save ideas and products as images, and businesses use free business accounts to reach them.",
   "url": "https://www.pinterest.com/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Pinterest is a visual search and shopping platform made by Pinterest, Inc., headquartered in San Francisco. People come to it to discover ideas, such as recipes, home and style ideas, and to find products, and they save the images (Pins) they like. The company reports 640 million monthly active users and 1.5 billion Pins saved every week. It is available on iOS, on Android and on the web at pinterest.com.",
    "What each person sees comes from Pinterest Intelligence, which combines visual understanding and AI with signals such as searches, saves, Boards (collections of Pins) and clicks. A company can open a free business account, or convert a personal account, which adds analytics, audience insights and ads to a normal profile. Ad formats include image ads, idea ads and video, and shopping features place a brand's products inside the platform.",
    "Using Pinterest and opening a business account are free. Advertising is optional, and the advertiser sets its own budget."
   ],
   "maker": "Pinterest, Inc.",
   "page": "https://aiolum.com/tool/pinterest/"
  },
  {
   "slug": "x-ads",
   "name": "X Ads",
   "job": "finding",
   "definition": "The self-serve advertising system of the social network X: a business pays to show its posts and ads to chosen audiences and measures what they bring.",
   "url": "https://business.x.com/en/advertising",
   "price": "You set the budget; no fixed price",
   "readOn": "2026-10-28",
   "freeTier": "not applicable; US$500 ad credit for new advertisers who spend US$500",
   "about": [
    "X Ads is the advertising system of the social network X, run by X Corp. A business creates campaigns in X Ads Manager, a web dashboard at ads.x.com, and pays to show posts and ads to people on X. Formats include promoted posts, image and carousel ads that show up to six products, video ads, and dynamic product ads that promote items from a product catalog.",
    "Each campaign starts with an objective, such as sales, leads, website traffic or app installs, and with targeting by keywords, interests, followers and location. To measure results, X offers conversion tracking. The X Pixel is a JavaScript tag placed on every page of the advertiser's website; it reports visits and actions such as a purchase back to X. The Conversion API sends the same events from server to server, without code on the website. The pixel code still carries the comment \"Twitter conversion tracking\".",
    "X Ads is a hosted self-serve service. There is no minimum budget: the advertiser sets a budget and is charged only when ads run."
   ],
   "maker": "X Corp.",
   "links": {
    "docs": "https://help.x.com/en/business-and-advertising/conversion-tracking-for-websites"
   },
   "aka": [
    "X Pixel",
    "X ads"
   ],
   "page": "https://aiolum.com/tool/x-ads/"
  },
  {
   "slug": "apollo-io",
   "name": "Apollo.io",
   "job": "finding",
   "definition": "A sales platform built on a database of business contacts: a sales team finds prospects and their email addresses, then sends outreach sequences from the same system.",
   "url": "https://www.apollo.io/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with no time limit",
   "about": [
    "Apollo.io is a B2B sales platform that the company calls an AI GTM system; GTM (go-to-market) means the work of finding, contacting and winning customers. Its core is a database of more than 240 million contacts and 30 million companies, searchable by more than 65 attributes, including firmographic data (facts about a company), contact details, job changes and intent signals.",
    "A user builds a list of prospects, finds their email addresses and sends them sequences, which are series of outreach emails that run automatically on a schedule. Apollo also enriches records, which means it fills in missing contact and company data in a CRM or a CSV file. Its AI agents can research prospects, build lists, write outreach, follow up and book meetings. Apollo also works inside other tools through a Chrome extension, more than 200 integrations, and connections to ChatGPT and Claude.",
    "Apollo is a hosted service. It has a free plan with no time limit and paid plans for each seat (user); actions in the platform use credits."
   ],
   "maker": "Apollo.io",
   "links": {
    "docs": "https://docs.apollo.io",
    "pricing": "https://www.apollo.io/pricing"
   },
   "aka": [
    "Apollo"
   ],
   "page": "https://aiolum.com/tool/apollo-io/"
  },
  {
   "slug": "apple-ads",
   "name": "Apple Ads (formerly Apple Search Ads)",
   "job": "finding",
   "definition": "Apple's advertising platform: an app maker pays to show its app at the top of App Store search results and in other App Store places, paying per tap.",
   "url": "https://ads.apple.com/",
   "price": "You set the budget; no fixed price",
   "readOn": "2026-10-28",
   "freeTier": "100 USD ad credit for eligible new developers",
   "about": [
    "Apple Ads is Apple's advertising platform. It places ads on the App Store, Apple Maps and Apple News, and sells ad offers around MLS soccer matches and Formula 1 (F1). For an app maker the main product is ads on the App Store, which help people find and download an app.",
    "App Store ads appear in four places: the Today tab, the Search tab, search results, and the product pages of other apps. For search results the advertiser picks keywords, or uses suggested ones, and the ad is shown when a person's search term matches; Apple chooses ads with contextual signals and minimal user data. Bids are set by hand or by the Maximize Conversions strategy, which bids automatically. Dashboards show impressions, installs and average cost per acquisition. APIs let other software manage campaigns and, through the Attribution API, link app downloads to the campaign that caused them.",
    "Pricing is cost per tap (CPT): the advertiser pays only when a person taps the ad, sets the highest amount it will pay for one tap, and can change it at any time."
   ],
   "maker": "Apple Inc.",
   "aka": [
    "Apple Ads",
    "Apple Search Ads"
   ],
   "page": "https://aiolum.com/tool/apple-ads/"
  },
  {
   "slug": "firstpromoter",
   "name": "FirstPromoter",
   "job": "finding",
   "definition": "Affiliate management software for subscription businesses: it tracks the sales that partners refer, calculates their commissions from billing events, and pays them out.",
   "url": "https://firstpromoter.com/",
   "price": "From US$49 a month for the Starter plan with monthly billing (up to US$5,000 a month of revenue from affiliates); US$490 a year with yearly billing",
   "readOn": "2026-10-28",
   "freeTier": "free trial only (14 days)",
   "about": [
    "FirstPromoter is affiliate management software for SaaS (software as a service) and other subscription businesses, made by Igil Webs SRL. An affiliate program pays partners, such as creators, review sites or customers, a commission on the sales they refer. It runs affiliate, influencer and referral programs from one account.",
    "Setup has four steps: connect the billing provider (Stripe, Paddle, Recurly, Chargebee or Braintree), add one tracking script to the website, define the reward rules, and share a branded signup link. Each partner gets referral links and unique coupon codes, synced in Stripe. Because it follows every billing event, such as a renewal, upgrade or cancellation, commissions update in real time. A commission can be a percentage or a flat fee, one-time, recurring for a set period or for the customer's lifetime, or tiered by performance. Partners use a white-label portal (one under the business's own brand), and all partners are paid in one action through PayPal, Wise or bank transfer.",
    "FirstPromoter is a hosted subscription service, billed monthly or yearly by the monthly revenue that affiliates bring in. A 14-day free trial needs no credit card."
   ],
   "maker": "Igil Webs SRL",
   "links": {
    "docs": "https://docs.firstpromoter.com/",
    "pricing": "https://firstpromoter.com/pricing"
   },
   "page": "https://aiolum.com/tool/firstpromoter/"
  },
  {
   "slug": "futurepedia",
   "name": "Futurepedia",
   "job": "finding",
   "definition": "A directory website of AI tools: it lists thousands of AI products by category, with features, pricing and reviews, so people can find and compare them.",
   "url": "https://www.futurepedia.io/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "free to browse; listing price for makers not readable",
   "about": [
    "Futurepedia is a directory of AI tools run by Futurepedia LLC: a website that lists AI software so that people can find and compare tools for a task. The directory holds more than 2,500 verified tools sorted into more than 70 categories, for example video generators, writing generators, marketing, AI agents and code assistants. It is updated daily.",
    "Each tool in the directory can be compared by features, pricing and reviews. Beyond the directory, Futurepedia builds a personal AI plan: a user answers a few questions about role, goals and constraints such as budget and team size, and receives a set of recommended tools, role-based workflows and step-by-step guides. The site also has a section on new AI releases, a workflow library and learning material. Its team runs two AI channels on YouTube, Futurepedia and Skill Leap AI, and a newsletter.",
    "Futurepedia is free for people who look for tools. It says that more than 700,000 professionals in more than 150 countries use it."
   ],
   "maker": "Futurepedia LLC",
   "page": "https://aiolum.com/tool/futurepedia/"
  },
  {
   "slug": "promotekit",
   "name": "PromoteKit",
   "job": "finding",
   "definition": "Affiliate program software for businesses that sell through Stripe: it tracks which affiliate brought each customer and pays their commissions.",
   "url": "https://www.promotekit.com/",
   "price": "Pro plan US$29 a month as shown on the pricing page (for up to US$10,000 a month of affiliate revenue; yearly billing saves 25%)",
   "readOn": "2026-10-28",
   "freeTier": "yes, first 3 referrals free",
   "about": [
    "PromoteKit is affiliate marketing software built on Stripe, the payment service. In an affiliate program, outside partners (affiliates) recommend a product and earn a commission on each sale they bring. PromoteKit tracks those referrals, calculates the commissions and pays the affiliates.",
    "There are three ways to connect it to Stripe. In code, the business passes affiliate metadata in its existing Stripe checkout or subscription creation API call. With a script on the website, it tracks purchases made through Stripe Payment Links, the embeddable pricing table or buy buttons. Without code, it generates a coupon code for each affiliate. Commissions can be recurring on subscriptions or one-time, and can change by tier or by Stripe product. Affiliates follow their results in a portal that can run on the business's own domain. Payouts go in one click to bank accounts in more than 100 countries through Stripe Connect, and the service collects 1099 tax forms. It also detects self-referral fraud.",
    "PromoteKit is a hosted service sold as a subscription, with no transaction fees. The free plan covers the first 3 referrals."
   ],
   "maker": "PromoteKit",
   "links": {
    "docs": "https://www.promotekit.com/docs",
    "pricing": "https://www.promotekit.com/pricing"
   },
   "page": "https://aiolum.com/tool/promotekit/"
  },
  {
   "slug": "shopify-app-store",
   "name": "Shopify App Store",
   "job": "finding",
   "definition": "Shopify's marketplace of apps for online stores: merchants find and install apps there, and app developers list and sell their apps to Shopify merchants.",
   "url": "https://apps.shopify.com/",
   "price": "For app developers: one-time US$19 registration fee; at standard rates Shopify takes 0% of the first US$1,000,000 of lifetime app revenue and 15% above it, plus a 2.9% processing fee on app billing",
   "readOn": "2026-10-28",
   "freeTier": "free for merchants to browse; each app sets its own price",
   "about": [
    "The Shopify App Store is Shopify's marketplace for apps that add features to Shopify online stores. Shopify covers the basic functions of a store, and apps, many of them built by outside developers called partners, add the rest. Categories include sales channels, finding products, selling products, orders and shipping, store design, marketing and conversion, and store management.",
    "A merchant browses or searches the store, compares ratings, reviews and pricing, and installs an app into one of its stores after logging in to a Shopify account. Each app goes through a 100-checkpoint review before it is listed, and apps that meet Shopify's highest standards for performance, design and integration carry a Built for Shopify badge. For a developer, the App Store is the required channel to distribute one app to many merchants: this public distribution needs registration and approval, and it lets the app charge merchants through Shopify's app billing system.",
    "Merchants pay each app's own price, and many apps have a free plan. Developers pay a one-time registration fee; Shopify takes a revenue share only above a lifetime revenue threshold, plus a processing fee on app billing."
   ],
   "maker": "Shopify",
   "links": {
    "docs": "https://shopify.dev/docs/apps/launch/distribution",
    "pricing": "https://shopify.dev/docs/apps/launch/distribution/revenue-share"
   },
   "page": "https://aiolum.com/tool/shopify-app-store/"
  },
  {
   "slug": "substack",
   "name": "Substack",
   "job": "finding",
   "definition": "A publishing platform for newsletters, podcasts and video: a writer builds a subscriber list on Substack and can charge readers for paid subscriptions.",
   "url": "https://substack.com/",
   "price": "Free to publish; on paid subscriptions the writer keeps 90% of revenue minus credit card fees",
   "readOn": "2026-10-28",
   "freeTier": "free to start",
   "about": [
    "Substack is a hosting platform for newsletters, video and podcasts, with paid subscriptions built in. A newsletter is a series of posts that subscribers receive by email as they are published. A writer starts a publication on Substack, and readers subscribe to it on the web or in the Substack app.",
    "Posts are written in a built-in editor, a CMS (content management system) for formatting posts, embedding media, scheduling and keeping the archive. Each post can be free or only for paid subscribers. Substack handles payments, distribution and subscriber management, and adds podcasts, live video, subscriber chats and comment threads. Readers discover new publications inside Substack's own network, through recommendations, Notes, trending topics and collaborations. The writer keeps ownership of the content, the mailing list and the subscriber payments.",
    "Starting and leaving Substack is free, with no platform fees, tiers or contracts. When a publication charges for subscriptions, the writer keeps 90% of the revenue minus credit card fees, and Substack keeps the rest."
   ],
   "maker": "Substack",
   "links": {
    "pricing": "https://substack.com/going-paid"
   },
   "page": "https://aiolum.com/tool/substack/"
  },
  {
   "slug": "chatgpt-plugin-directory",
   "name": "ChatGPT plugin directory",
   "job": "finding",
   "definition": "OpenAI's catalog of plugins shared by ChatGPT and Codex: users browse and install plugins that add skills and connected apps to the assistant.",
   "url": "https://learn.chatgpt.com/docs/plugins",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "directory available on all ChatGPT plans",
   "about": [
    "The plugin directory is OpenAI's catalog of plugins for ChatGPT and for Codex, OpenAI's AI tool for software engineering; both products use one universal directory. A plugin bundles reusable workflows: skills (written instructions for a kind of task), connected apps that link ChatGPT to an outside service such as Slack, and MCP servers (programs that give an AI assistant tools and data through the Model Context Protocol).",
    "Users open Plugins in the ChatGPT sidebar on the web, desktop or mobile, browse categories such as Popular and New & Noteworthy, read a plugin's description, skills, apps and setup needs, and select Install plugin. Installation may start a sign-in to the outside service, and it cannot bypass the provider's or the workspace's permissions. ChatGPT then uses installed plugins when relevant, or a user calls one with an @ mention. Some plugins carry an OpenAI Verified badge after an OpenAI review. Plugins marked Desktop only need the ChatGPT desktop app.",
    "OpenAI runs the directory. It is available on all ChatGPT plans; what a user can install depends on the plan, workspace, role and region. The pages state no listing fee."
   ],
   "maker": "OpenAI",
   "links": {
    "docs": "https://help.openai.com/articles/20001256"
   },
   "aka": [
    "ChatGPT app directory",
    "ChatGPT plugin listing"
   ],
   "page": "https://aiolum.com/tool/chatgpt-plugin-directory/"
  },
  {
   "slug": "claude-connector-directory",
   "name": "Claude Connectors Directory",
   "job": "finding",
   "definition": "Anthropic's catalog of connectors for Claude: a company lists its MCP server there so that Claude users can find it and add it to their conversations.",
   "url": "https://claude.com/marketplace/connectors-plugins",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown; submitting needs a paid Claude plan",
   "about": [
    "The Connectors Directory is Anthropic's catalog of connectors for its AI assistant Claude, shown on claude.com as Connectors and plugins in the Claude Marketplace. A connector links Claude to an outside service, such as Google Drive, Slack, Notion or Asana, through the Model Context Protocol (MCP): an open standard by which an AI app calls the tools and reads the data of another program.",
    "A Claude user browses the directory by category, reads what each connector does, and adds it to Claude from the listing; Claude can then use that service's tools inside a conversation. The page listed 1030 connectors when it was read. A company lists its own connector by submitting a remote MCP server, reachable over HTTPS, in the developer portal at claude.ai/directory/manage. It supplies a documentation URL, a privacy policy, an icon and a test account for reviewers, and every tool must carry annotations that say whether it only reads data or can change it. Submissions are reviewed, and some listings carry an Anthropic verified label.",
    "Submitting requires a paid Claude plan. The pages do not state a fee for a listing."
   ],
   "maker": "Anthropic",
   "links": {
    "docs": "https://claude.com/docs/connectors/building/submission"
   },
   "aka": [
    "Claude Connector Directory",
    "Claude connector directory"
   ],
   "page": "https://aiolum.com/tool/claude-connector-directory/"
  },
  {
   "slug": "dub",
   "name": "Dub",
   "job": "finding",
   "definition": "A link attribution platform: it makes branded short links, tracks the clicks, sign-ups and sales each link brings, and runs affiliate programs that pay partners for referred customers.",
   "url": "https://dub.co/",
   "price": "Dub Partners Business plan: US$81 a month billed yearly, plus a 5% fee on partner payouts",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial",
   "about": [
    "Dub is a link attribution platform made by Dub Technologies, Inc. Attribution means linking a result, such as a sign-up or a purchase, to the marketing source that caused it. Dub does this with short links, conversion tracking and affiliate programs.",
    "Dub Links creates branded short links on a company's own domain, with a QR code for each link, device and location targeting, A/B tests and deep links, and counts the clicks, leads and sales of each link. Dub Partners, the affiliate product, lets a company reward affiliates, influencers and its own users for the customers they bring: per click, per lead or as a share of revenue. Dub tracks each partner's conversions, can embed a referral dashboard in the company's app, and sends automated payouts with tax compliance. A REST API, an MCP server and webhooks connect it to other software.",
    "Dub is a hosted service sold by monthly or yearly subscription, with a 14-day trial; Dub Partners also charges a fee on each partner payout. Most of its code is open source under the AGPLv3 license, and a small part needs a commercial license."
   ],
   "maker": "Dub Technologies, Inc.",
   "links": {
    "docs": "https://dub.co/docs/sdks/overview",
    "pricing": "https://dub.co/pricing",
    "github": "https://github.com/dubinc/dub"
   },
   "page": "https://aiolum.com/tool/dub/"
  },
  {
   "slug": "medium",
   "name": "Medium",
   "job": "finding",
   "definition": "An online publishing platform: anyone can write and publish articles, called stories, and Medium helps each story find readers, including through shared publications.",
   "url": "https://medium.com/",
   "price": "Free to post; reader membership US$50 a year (first year US$35 under a current offer)",
   "readOn": "2026-10-28",
   "freeTier": "free to post",
   "about": [
    "Medium is an online publishing platform, a website where people write articles and other people read them, made by Medium. Its about page calls it a home for human stories and ideas, where anyone can share knowledge without first building a mailing list or a following. It states that over 100 million people use Medium every month, among them software developers, product designers and CEOs.",
    "A writer publishes a story under a personal profile or inside a publication, a shared space where several writers and editors work together. Medium helps each story find the right readers, so a new writer can reach an audience without existing followers. Some stories are member-only. Members read without limits or ads, listen to audio narrations, read offline in the Medium app, create their own publications and connect a custom domain to their profile.",
    "Publishing is open to anyone. Medium does not sell ads or user data; it is paid for by over a million members who buy a monthly or yearly membership, and part of each membership goes to the writers whose stories the member reads."
   ],
   "maker": "Medium",
   "links": {
    "docs": "https://help.medium.com/hc/en-us",
    "pricing": "https://medium.com/membership"
   },
   "page": "https://aiolum.com/tool/medium/"
  },
  {
   "slug": "microsoft-advertising",
   "name": "Microsoft Advertising",
   "job": "finding",
   "definition": "Microsoft's online advertising platform: it shows paid ads in Bing search results and on other Microsoft and partner sites, and measures the actions that follow a click.",
   "url": "https://ads.microsoft.com/",
   "price": "You set the budget; no fixed price",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Microsoft Advertising is the online advertising platform of Microsoft. An advertiser creates campaigns, and the platform shows the ads across Bing, Edge, Outlook, Copilot, MSN and partner sites such as DuckDuckGo; the home page says it reaches more than 1 billion people in 187 markets. Formats include search ads, display ads, video ads and Performance Max campaigns. Existing campaigns can be imported from Google and Meta.",
    "Its conversion tracking tool is Universal Event Tracking (UET). The advertiser places one UET tag, a small script, on all pages of the website. The tag records what visitors do after they click an ad, such as a purchase, a form submission or a sign-up. Microsoft Advertising uses this data to show which campaigns, keywords and ads bring results, to run automated bidding toward a target cost per acquisition (CPA) or return on ad spend, and to build remarketing lists, lists of earlier visitors who can be shown ads again.",
    "Pricing is auction-based. The advertiser sets a daily or monthly budget and bid limits, and pays per click (CPC) or per 1,000 impressions (CPM), depending on the campaign type."
   ],
   "maker": "Microsoft",
   "page": "https://aiolum.com/tool/microsoft-advertising/"
  },
  {
   "slug": "openai-ads-pixel",
   "name": "OpenAI Pixel",
   "job": "finding",
   "definition": "OpenAI's conversion-tracking script for ChatGPT ads: placed on an advertiser's website, it reports purchases, leads and sign-ups that follow a click on an ad in ChatGPT.",
   "url": "https://developers.openai.com/ads/measurement-pixel",
   "price": "You set the budget; no fixed price",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "The OpenAI Pixel, called the ChatGPT Ads Measurement Pixel in OpenAI's developer documentation, is a browser SDK (a small JavaScript library) that measures website events which can be attributed to ads in ChatGPT. It belongs to OpenAI's advertising system for ChatGPT, where advertisers manage campaigns in Ads Manager.",
    "The advertiser adds a script to the head of each page; it loads oaiq.min.js from bzrcdn.openai.com and is initialized with a Pixel ID created in the conversions tab of Ads Manager. When a visitor completes an action, such as a purchase, a lead or a registration, the page calls oaiq(\"measure\", ...). OpenAI appends a click reference called oppref to the landing page URL; the pixel stores it in a first-party cookie for 30 days and links later conversions to the ad click. The pixel can also hash customer details found in forms with SHA-256 in the browser (automatic advanced matching). A consent setting blocks measurement until the visitor agrees. A server-side Conversions API can send the same events, and a shared event ID removes duplicates.",
    "The pixel comes with a ChatGPT Ads account; the documentation names no separate fee for it."
   ],
   "maker": "OpenAI",
   "links": {
    "docs": "https://developers.openai.com/ads"
   },
   "aka": [
    "OpenAI Ads",
    "OpenAI ads pixel"
   ],
   "page": "https://aiolum.com/tool/openai-ads-pixel/"
  },
  {
   "slug": "reflio",
   "name": "Reflio",
   "job": "finding",
   "definition": "A closed affiliate and referral tracking service for SaaS companies: it recorded which affiliate brought each paying customer through Stripe or Paddle.",
   "url": "https://web.archive.org/web/20250415164731/https://reflio.com/",
   "price": "Was free per month plus a 9% fee on each successful referral commission (archive copy, March 2023)",
   "readOn": "2026-10-28",
   "freeTier": "free plan with a fee per commission (2023)",
   "about": [
    "Reflio was an affiliate program service for SaaS (software sold as a subscription) companies, made by McIlroy Limited, a company registered in the UK. An affiliate program pays outside promoters a commission for each customer they refer. The site reflio.com no longer works: it now returns a \"Payment required\" error, and the Internet Archive records that error from October 2025. This card is based on archive copies of the site from March 2023 and April 2025.",
    "A SaaS company connected Reflio to its Stripe or Paddle payments and added Reflio's embed script, under 13 KB, to its website. Reflio then recorded which affiliate referred each customer, for subscriptions and one-time payments, and kept recording later subscription payments from a referral. Each campaign had its own branded affiliate signup page, and affiliates managed all their campaigns from one dashboard. Tracking worked across subdomains, and for visitors in the EU the script could require cookie consent first. Referral data was processed on European-owned infrastructure.",
    "Reflio described itself as open source, with its code on GitHub. It had no monthly fee and took a fee on each successful referral commission."
   ],
   "maker": "McIlroy Limited",
   "status": "closed",
   "page": "https://aiolum.com/tool/reflio/"
  },
  {
   "slug": "tally",
   "name": "Tally",
   "job": "finding",
   "definition": "An online form builder: users create forms and surveys by typing as in a text document, share or embed them, and collect unlimited responses for free.",
   "url": "https://tally.so/",
   "price": "Free for unlimited forms and submissions; Pro plan US$24 a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, unlimited forms and submissions",
   "about": [
    "Tally is an online form builder made by Tally BV, a company based in Belgium. A form builder is a tool for creating web forms, such as surveys, quizzes, order forms or sign-up forms, without writing code. In Tally a form works like a text document: the user types questions on the page and inserts blocks, as in Notion.",
    "Input blocks collect contact details, file uploads, e-signatures, ratings and payments. Conditional logic shows or hides questions based on earlier answers, a calculator computes scores or prices, and hidden fields pass data such as UTM parameters into the form through the URL. A form can be shared as a Tally link, embedded in a website or shown as a popup. Integrations send submissions to Notion, Google Sheets, Airtable, Slack, Zapier, Make or any HTTP endpoint through webhooks. Tally states that it complies with GDPR, stores form data in Europe and encrypts it in transit and at rest.",
    "Tally is a hosted service. Unlimited forms and submissions are free within fair-use guidelines; paid Pro and Business subscriptions add features such as removing Tally branding, custom domains and team collaboration."
   ],
   "maker": "Tally BV",
   "links": {
    "docs": "https://developers.tally.so",
    "pricing": "https://tally.so/pricing"
   },
   "page": "https://aiolum.com/tool/tally/"
  },
  {
   "slug": "uneed",
   "name": "Uneed",
   "job": "finding",
   "definition": "A product launch website: makers list a new tool or app on a launch day, and visitors discover, upvote and review it.",
   "url": "https://www.uneed.best/",
   "price": "Free to launch when Uneed assigns the date; US$39.99 to choose the launch date (Skip the line)",
   "readOn": "2026-10-28",
   "freeTier": "yes, a free launch at the back of the line",
   "about": [
    "Uneed is a launch platform, also called a launchpad: a website where makers present a new product on a set day, and a community of visitors discovers, upvotes and reviews it. It lists tools, apps and startups, and its pages say it is made in the EU.",
    "Each day has a new set of launches. Visitors upvote the products, and the top three of the day win badges; weekly, monthly and yearly winners also win badges and appear in the Uneed newsletter. A launched product gets a place on the homepage. With enough upvotes it also gets a do-follow backlink, a link from Uneed that search engines count when they rank the product's own site. Uneed states a domain rating (DR) of 75, a score from SEO tools that estimates how strong a site's incoming links are. Uneed also sells advertising spots, newsletter sponsorship and written product reviews.",
    "A new product launches free when Uneed assigns the date at the back of a waiting line. Paid options let the maker choose the date or launch sooner, and a yearly Pro membership adds community features."
   ],
   "maker": "Uneed",
   "links": {
    "pricing": "https://www.uneed.best/pricing"
   },
   "page": "https://aiolum.com/tool/uneed/"
  },
  {
   "slug": "xiaohongshu",
   "name": "Xiaohongshu",
   "job": "finding",
   "definition": "A Chinese lifestyle social platform where users share photos, videos and notes about products and experiences, and brands reach them through posts and ads.",
   "url": "https://www.xiaohongshu.com/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Xiaohongshu (小红书) is a Chinese lifestyle platform: a social app and website where users share their experiences as photos, text, videos and livestreams. Common topics are cosmetics and beauty, fashion, food, travel, entertainment, fitness and childcare. The company was founded in Shanghai in August 2013 as a user-generated content community about shopping abroad, and its headquarters is in Shanghai.",
    "The platform joins its community content with commerce. It launched an e-commerce business in 2014, and since 2016 it has used AI and machine learning to distribute content, which means software decides which posts each user sees. Its About page says monthly active users passed 200 million in October 2021. Businesses reach users through their own accounts, through Juguang (聚光), a self-service advertising platform that places ads in search results and in the browsing feed, and through PGY (蒲公英), the official platform for paid product-recommendation posts and livestream cooperation with creators. Creators use the Creator Platform to upload videos, read their data and manage followers.",
    "Using the platform and posting are free; businesses pay for advertising and creator cooperation."
   ],
   "maker": "Xiaohongshu (Shanghai, China)",
   "page": "https://aiolum.com/tool/xiaohongshu/"
  },
  {
   "slug": "ben-s-bites",
   "name": "Ben's Bites",
   "job": "finding",
   "definition": "An email newsletter about AI tools and startups, sent twice a week to about 120,000 readers; companies can pay to be featured to those readers.",
   "url": "https://www.bensbites.com/",
   "price": "Season partnership: US$75,000 per partner for three months (Winter 2027, first-season discount); paid reader membership US$80 a year",
   "readOn": "2026-10-28",
   "freeTier": "yes: free posts for readers",
   "about": [
    "Ben's Bites is a newsletter about AI for builders, published on Substack (a platform that hosts newsletters and sends each post by email) by Ben Tossell and a small team, under the company Ben's Bites Ltd. The writer started it in 2022, after he sold his earlier company Makerpad to Zapier.",
    "Each Tuesday and Thursday issue summarizes AI news and new product launches that the team has checked. Other posts include video tutorials, reviews of tools the writer tests, and deeper write-ups about founders and companies. Most readers work in tech, but most of them do not write code for a living. Companies can apply to become a \"season partner\" for three months: the partner appears in every issue, and the team builds interactive pieces and explainers around the partner's product. Partners cannot approve what the writer says about them.",
    "Reading is free; some posts and the community chat are for paid subscribers only. Partnerships are sold for a fixed price per season."
   ],
   "maker": "Ben's Bites Ltd (Ben Tossell)",
   "page": "https://aiolum.com/tool/ben-s-bites/"
  },
  {
   "slug": "capcut",
   "name": "CapCut",
   "job": "finding",
   "definition": "A video and photo editor for desktop, phone and web browser, with templates and AI tools for making short videos for social media.",
   "url": "https://www.capcut.com/",
   "price": "Subscription: Pro from US$19.99 a month (monthly billing; US$179.99 a year with yearly billing); the site says displayed prices are for reference",
   "readOn": "2026-10-28",
   "freeTier": "yes: free plan with basic tools",
   "about": [
    "CapCut is a video and photo editing app made for content on YouTube, Instagram, TikTok and similar platforms. It runs as a desktop program (CapCut Desktop), a mobile app, a tablet app (CapCut Pad) and an editor in the web browser (CapCut Online).",
    "The editor does the usual timeline work: it cuts and trims clips, adds transitions and exports HD video. Many steps use AI models. Auto captions turn the speech in a video into subtitles in several languages, text-to-speech reads a script aloud with synthetic voices, and background removal cuts the person or object out of a video or photo. Generators turn a text prompt, images or keyframes into new video clips or pictures. Ready-made templates give the layout, effects and timing for common formats such as social posts and holiday videos.",
    "A free plan includes basic tools and free templates. Paid plans (Pro, Ultra and Teams) are monthly or yearly subscriptions that add premium templates, cloud storage and a monthly amount of AI credits."
   ],
   "maker": "CapCut",
   "links": {
    "pricing": "https://www.capcut.com/pricing"
   },
   "page": "https://aiolum.com/tool/capcut/"
  },
  {
   "slug": "capterra",
   "name": "Capterra",
   "job": "finding",
   "definition": "A software review and comparison website: businesses read verified user reviews to choose software, and software makers list their products to reach buyers.",
   "url": "https://www.capterra.com/",
   "price": "Free to list a product; sponsored profiles and lead generation are paid, with no published price",
   "readOn": "2026-10-28",
   "freeTier": "yes: free product listing; free for buyers",
   "about": [
    "Capterra is a software directory and review site, part of G2 Digital Markets. It has been running since 1999 and lists software in many categories, from payroll and CRM to construction management.",
    "Each product has a profile with its features, pricing and ratings, and users write reviews of the products they use. Capterra counts more than 2.5 million verified reviews; human moderators check that each reviewer is a real person, and software checks the text for plagiarism and AI-generated writing. Buyers compare products side by side, read research articles, or talk to a software advisor who recommends tools for their industry. Software makers create or claim a product listing, collect reviews, and see how their listing performs.",
    "Capterra is free for people who look for software, and it lists providers whether they pay or not. Its revenue comes from software providers: they pay for sponsored profiles, which link to their own website, and for lead generation, a program that sends them contacts of businesses that are looking for software. Capterra may earn a referral fee when a visitor goes to a provider through its links."
   ],
   "maker": "Capterra (G2 Digital Markets)",
   "page": "https://aiolum.com/tool/capterra/"
  },
  {
   "slug": "claude-plugin-directory",
   "name": "Claude plugin directory",
   "job": "finding",
   "definition": "Anthropic's public catalog of plugins for its Claude assistant: software makers list add-ons there, and Claude users find and install them.",
   "url": "https://claude.com/marketplace/plugins",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "The Claude plugin directory is Anthropic's catalog of plugins for Claude, shown on the Claude Marketplace website. A plugin is a package that adds abilities to Claude: skills (written instructions for a kind of task), agents, hooks (code that runs at fixed points), commands, and MCP servers (programs that connect Claude to outside tools and data through the Model Context Protocol).",
    "Claude users browse the directory, open a plugin's description and install it in one step; the plugin then works in Claude chat, in Cowork and in Claude Code, Anthropic's coding agent. The page listed 526 plugins for Claude Code, some marked \"Anthropic verified\". A software maker lists a plugin by connecting a GitHub account and submitting the repository that holds it through a developer portal on claude.ai. Anthropic checks each version before it goes live, the repository must be public at that point, and later versions on the tracked branch can be published as updates.",
    "The directory is run by Anthropic. The downloaded pages state no listing fee and no price."
   ],
   "maker": "Anthropic",
   "links": {
    "docs": "https://claude.com/docs/plugins/submit"
   },
   "page": "https://aiolum.com/tool/claude-plugin-directory/"
  },
  {
   "slug": "dang-ai",
   "name": "Dang.ai",
   "job": "finding",
   "definition": "A website directory of AI tools: makers submit their AI products to get listed, and visitors browse them by category, integration and pricing model.",
   "url": "https://dang.ai/",
   "price": "Free listing with a backlink; Basic listing US$49 once; Pro listing US$30 setup, then US$19 a month",
   "readOn": "2026-10-28",
   "freeTier": "yes: free listing with a backlink to dang.ai",
   "about": [
    "Dang.ai is a curated directory of AI tools and services that has run since 2022. Visitors browse more than 7,000 published tools by category (video, image, writing, marketing and many more), by integration (Gmail, Slack, Shopify and others) and by pricing model (free, freemium, free trial, paid). The site states more than 270,000 visitors a month and sends a weekly newsletter.",
    "A maker submits a tool through a form, and Dang.ai reviews it before it is published. A free listing requires a crawlable backlink to dang.ai, which means a link on the maker's own website that points to Dang.ai and that search engines can follow; its review can take up to four weeks. Paid packages skip the backlink, shorten the review, add more categories and a Featured badge, and the Pro package adds featured-first placement, a newsletter feature and deals on the listing. Advertising slots are sold separately.",
    "Listing is free with a backlink. Paid listings are a one-time fee (Basic) or a setup fee plus a monthly subscription (Pro). Some links on the site are affiliate links."
   ],
   "maker": "Dang.ai",
   "links": {
    "pricing": "https://dang.ai/pricing"
   },
   "page": "https://aiolum.com/tool/dang-ai/"
  },
  {
   "slug": "firefox-add-ons",
   "name": "Firefox Add-ons",
   "job": "finding",
   "definition": "Mozilla's official catalog of Firefox browser extensions and themes, where developers publish an extension and Firefox users find and install it.",
   "url": "https://addons.mozilla.org/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Firefox Add-ons, at addons.mozilla.org (AMO), is the official catalog of extensions and themes for the Firefox browser, run by Mozilla. An extension is a small program that adds features to the browser. Firefox add-ons are built with the WebExtensions API, an extension interface shared across browsers, so an extension written for Chrome may already work in Firefox.",
    "A developer creates an account on AMO, packs the extension into a ZIP archive (.zip, .xpi or .crx, at most 200 MB) and uploads it in the Developer Hub, with the web-ext command-line tool or through an API. An automatic validator checks the package, and the developer adds a name, summary, description and up to two categories. Mozilla signs the add-on, because release and beta versions of Firefox install only signed extensions. AMO is built into the Firefox Add-ons Manager, and Firefox updates installed copies when a new version is listed.",
    "Listing follows Mozilla's Add-on Policies and review. Mozilla keeps AMO free to download and offers no way to sell add-ons through it."
   ],
   "maker": "Mozilla",
   "links": {
    "docs": "https://extensionworkshop.com/"
   },
   "page": "https://aiolum.com/tool/firefox-add-ons/"
  },
  {
   "slug": "future-tools",
   "name": "Future Tools",
   "job": "finding",
   "definition": "A curated directory of AI tools with a news feed and newsletter, where makers submit a tool for free and editors decide whether to list it.",
   "url": "https://futuretools.io/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free to submit and browse",
   "about": [
    "Future Tools is a curated directory of AI tools combined with an AI news site and a newsletter, run by the creator Matt Wolfe. It began in late 2022 as his personal spreadsheet of AI tools and grew into a website with thousands of tools added by hand.",
    "Visitors browse the full tool database, see a list of newly added tools, and read a Top 20 list that Matt Wolfe picks and updates each month. A tool maker fills in a form with the tool's name, URL, short description, category and pricing type (free, freemium, paid or open source). People on the team review each submission by hand, and more than 75% are not approved, for example tools that are only a waitlist, custom GPTs, or ideas already listed many times. The site also runs a curated AI news feed and a newsletter that more than 250,000 people read twice a week.",
    "Listing and browsing are free. The site earns money from affiliate links, labeled on the tool pages, and from one or two paid sponsors in each newsletter issue."
   ],
   "maker": "Matt Wolfe (FutureTools.io)",
   "page": "https://aiolum.com/tool/future-tools/"
  },
  {
   "slug": "glama",
   "name": "Glama",
   "job": "finding",
   "definition": "A public registry of MCP servers, the plug-ins that give AI assistants tools, where developers list a server for free and users find and test it.",
   "url": "https://glama.ai/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "listing and browsing free; hosting paid",
   "about": [
    "Glama runs a registry of MCP servers, next to an AI chat workspace. MCP (Model Context Protocol) is a protocol through which an AI client such as Claude, ChatGPT or Cursor calls outside tools. An MCP server is a small program that exposes tools, resources and prompts to such clients over JSON-RPC 2.0. The Glama registry lists more than 111,000 servers and builds on the official MCP Registry.",
    "A developer submits an open-source server from its GitHub repository, with a display name and a short description. During indexing Glama runs automated checks (license detection, a security scan and a health test) and gives each server quality scores; most submissions appear in search and category pages within minutes. A glama.json metadata file in the repository sets the display name, description, category, environment variables and build spec. Visitors can test a server in the browser-based Inspector, and Glama can host a server and route calls through its Gateway, with call logs, per-tool access control and managed OAuth credentials.",
    "Listing and browsing are free; hosting a server on Glama is paid."
   ],
   "maker": "Glama",
   "page": "https://aiolum.com/tool/glama/"
  },
  {
   "slug": "google-workspace-marketplace",
   "name": "Google Workspace Marketplace",
   "job": "finding",
   "definition": "Google's app store for Google Workspace, where developers list add-ons for Gmail, Docs, Sheets, Slides and other Google apps, and users install them.",
   "url": "https://workspace.google.com/marketplace",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "no listing fee",
   "about": [
    "The Google Workspace Marketplace is Google's catalog of apps that extend Google Workspace, the suite that includes Gmail, Drive, Calendar, Docs, Sheets, Slides, Forms, Chat and Meet. It lists Google Workspace add-ons, Editor add-ons (for example a Sheets add-on, used from inside Sheets), Drive apps, web apps and Classroom add-ons, from security and CRM tools to document and project management.",
    "A developer builds an app that extends at least one Workspace application, creates a Google Cloud project, configures OAuth (the protocol through which users grant the app access to their Google data), enables the Marketplace SDK and writes a store listing with text and graphics. A private app is available at once inside the developer's own organization. A public app can be installed by anyone, after a review by the Marketplace team. Users find apps by category, by the Google app they work with, by rating and by price, installation settings decide whether all users or only administrators can install an app, and organizations can restrict apps with allowlists.",
    "Google charges no listing fee, and each app can be free or paid."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/workspace/marketplace/overview"
   },
   "page": "https://aiolum.com/tool/google-workspace-marketplace/"
  },
  {
   "slug": "instantly",
   "name": "Instantly",
   "job": "finding",
   "definition": "A cold email platform: it sends automated email sequences to sales prospects from many connected mailboxes and keeps those mailboxes out of spam folders.",
   "url": "https://instantly.ai/",
   "price": "Outreach plans from US$47 a month (Growth: 5,000 emails a month); Hypergrowth US$97 a month for 125,000 emails a month",
   "readOn": "2026-10-28",
   "freeTier": "start free (limits not stated)",
   "about": [
    "Instantly is a sales engagement platform for cold email outreach, that is, unsolicited sales emails to businesses that have not asked to be contacted. It combines a sending tool with a B2B lead database, email deliverability tools and a CRM (customer relationship management system, a database of leads and deals).",
    "A user connects any number of sending email accounts and builds a campaign: a list of leads and a sequence of emails and follow-ups, which AI can write and personalize. Campaigns send from the connected accounts, can include LinkedIn and webhook steps, and collects replies in a unified inbox called Unibox. Its warmup tool protects deliverability (the share of emails that reach the inbox instead of spam): it exchanges warmup emails with a pool of more than a million real email accounts, starting with 2 emails a day and ramping up slowly, and a dashboard shows how many emails land in inbox or spam. The Lead Finder searches more than 450 million B2B contacts.",
    "It is a hosted subscription service, priced by emails sent and contacts uploaded per month, with credits for lead data sold separately or in bundles."
   ],
   "maker": "Instantly",
   "links": {
    "docs": "https://developer.instantly.ai/",
    "pricing": "https://instantly.ai/pricing"
   },
   "page": "https://aiolum.com/tool/instantly/"
  },
  {
   "slug": "microlaunch",
   "name": "Microlaunch",
   "job": "finding",
   "definition": "A launch website for makers and startups: a new product is featured for 30 days, where visitors discover it, rate it and give feedback.",
   "url": "https://microlaunch.net/",
   "price": "Launch Pro pack: US$49 (US$39 with a discount code shown on the page in October 2026)",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Microlaunch is a launch platform, a website where makers and startups publish a new product so that visitors can discover it, try it and give feedback. The site is run by Stimpack.",
    "A maker submits a product, and Microlaunch features it in a 30-day launch campaign. Visitors rate the idea and the product, write reviews and roasts (honest critical feedback), and products compete on monthly and weekly leaderboards in business and consumer categories. The site also has a marketplace of deals for founders, hackathons and maker stories. A paid launch adds a chosen launch date, featured spots, boosts, SEO-optimized product pages and do-follow backlinks, which are links that search engines count when they rank the linked site. Makers can re-launch a product when they release a major new feature.",
    "Microlaunch is a website used in the browser. Its Premium launch packs, Launch Pro and Launch Plus, are sold at a fixed price, and a paid expert review of the product's landing page is also offered."
   ],
   "maker": "Stimpack",
   "links": {
    "pricing": "https://microlaunch.net/premium"
   },
   "aka": [
    "MicroLaunch"
   ],
   "page": "https://aiolum.com/tool/microlaunch/"
  },
  {
   "slug": "peerlist",
   "name": "Peerlist",
   "job": "finding",
   "definition": "A professional network for developers and designers, with portfolio profiles, a weekly Launchpad where builders launch projects to early users, and a jobs board.",
   "url": "https://peerlist.io/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Peerlist is a professional network for builders, mainly tech professionals such as developers and designers. A member's profile works as a portfolio: it collects proof of work from GitHub, Dribbble, Medium and other platforms on one page. The network is run by Peerlist, Inc.",
    "Members can verify the workplaces listed in their resume, and can host the profile as a personal portfolio website on their own custom domain. Launchpad is a weekly launch list: builders launch projects on Monday of each week to find their first users and get feedback, and only a limited number of projects are accepted each week. Scroll is a feed where members share what they are working on, ask and answer questions, and post opportunities. A jobs board lists openings from early-stage startups to large companies, and members who hire can post jobs.",
    "Peerlist is a website with apps for Android and iOS. Hosting a profile on a custom domain is free, and Peerlist sells advertising through Peerlist Ads."
   ],
   "maker": "Peerlist, Inc.",
   "page": "https://aiolum.com/tool/peerlist/"
  },
  {
   "slug": "pr-newswire",
   "name": "PR Newswire",
   "job": "finding",
   "definition": "A press release distribution service: a company submits one news release, and PR Newswire sends it to newsrooms, journalists and news websites in the chosen countries and industries.",
   "url": "https://www.prnewswire.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "PR Newswire is a press release distribution service, also called a newswire: a company sends a news release once, and the service delivers it to newsrooms, journalists, news websites and other media outlets. PR Newswire is a brand of Cision and states that it has worked in news distribution for more than 70 years.",
    "A customer uploads a press release, and an editorial team, available 24 hours a day, proofreads it for grammar, broken links, industry tags and SEO guidelines. The customer chooses the audience by country (more than 170, in over 40 languages), region, city, industry, beat (the topic a reporter covers) or demographics, and can add photos, videos, logos and infographics. PR Newswire then sends the release to more than 440,000 newsrooms, direct feeds and subscribers, including more than 270,000 journalists and influencers and more than 9,000 websites and digital media outlets. Reports show impressions and the sites that posted the release.",
    "PR Newswire is a paid service. The site lists no prices; customers request a demo or contact sales."
   ],
   "maker": "Cision (PR Newswire)",
   "page": "https://aiolum.com/tool/pr-newswire/"
  },
  {
   "slug": "rank-math",
   "name": "Rank Math",
   "job": "finding",
   "definition": "An SEO plugin for WordPress: it sets each page's search metadata, structured data and sitemap so that search engines can index and rank the site's pages.",
   "url": "https://rankmath.com/",
   "price": "Rank Math PRO for unlimited personal websites: €7.99 a month in the first year, billed annually (excluding VAT), then €8.99 a month; the core plugin is free",
   "readOn": "2026-10-28",
   "freeTier": "yes, free core plugin",
   "about": [
    "Rank Math is an SEO plugin for WordPress, made by the company Rank Math. SEO (search engine optimization) means shaping a site's pages and their metadata so that search engines index them and show them higher in results. A WordPress plugin is an add-on that installs into the WordPress site software.",
    "In the WordPress editor, both Gutenberg and Classic, Rank Math shows suggestions next to each post, gives it an SEO score and previews how it will look in search results and on social media. It controls which pages are indexable and adds structured data (Schema markup, a machine-readable description of the page content) in more than 20 types, which can earn rich snippets in Google. It creates sitemaps that update automatically, runs an SEO analysis against 30 factors, and shows keyword performance from its built-in Google Search Console integration. More than 15 modules can be turned on or off.",
    "The core plugin is free to download. Rank Math PRO is a paid subscription, billed annually, that is installed on top of the free plugin; its plans differ by the number of websites and tracked keywords."
   ],
   "maker": "Rank Math",
   "links": {
    "docs": "https://rankmath.com/kb/",
    "pricing": "https://rankmath.com/pricing/"
   },
   "page": "https://aiolum.com/tool/rank-math/"
  },
  {
   "slug": "semrush",
   "name": "Semrush",
   "job": "finding",
   "definition": "An online SEO and marketing research platform: it shows which keywords people search for, which sites rank for them and how a site can gain search traffic.",
   "url": "https://www.semrush.com/",
   "price": "SEO plan: US$139 a month billed monthly, or US$117.33 a month billed annually; 5 websites and 500 tracked keywords",
   "readOn": "2026-10-28",
   "freeTier": "yes, free account with 10 reports a day",
   "about": [
    "Semrush is an online platform for search engine optimization (SEO) and marketing research, made by Semrush Holdings. SEO is the work of making a site's pages appear higher in search results. Semrush now also measures how often a brand appears in answers from AI chat tools.",
    "Its keyword research tools draw on a database of 29 billion keywords. Competitor analysis and backlink analysis show the rankings, traffic potential and backlinks (links from other sites) of a domain; the backlink database holds 43 trillion links. Position Tracking checks a site's ranking for chosen keywords every day, and Site Audit runs technical audits of a site. AI Visibility tools track prompts and report how AI answers mention and cite a brand. Data covers 142 geographic databases, and it is also available through an API and an MCP server for AI assistants.",
    "Semrush is a hosted web service sold as a monthly or annual subscription, with a free account limited to 10 reports a day."
   ],
   "maker": "Semrush Holdings",
   "links": {
    "docs": "https://developer.semrush.com/api/",
    "pricing": "https://www.semrush.com/pricing/"
   },
   "page": "https://aiolum.com/tool/semrush/"
  },
  {
   "slug": "threads",
   "name": "Threads",
   "job": "finding",
   "definition": "A social media app from Meta for short public text posts and conversations, where a business can post updates and reach followers.",
   "url": "https://www.threads.com/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Threads is a social media app made by Meta and built by the Instagram team, for sharing text updates and joining public conversations. People log in with their Instagram account. It runs as an app for iOS and Android and on the web.",
    "A post can be up to 500 characters long and can include links, photos and videos up to 5 minutes long. Readers see two feeds: a recommendation feed that mixes posts from followed profiles with recommended content, and a Following feed that shows only posts from followed profiles. Posts are translated automatically, and keyword search, polls and GIFs are available. Since 2025, people can send direct messages and create group chats of up to 50 people. Threads also connects to the fediverse, an open, decentralized social network of independent servers that use the ActivityPub protocol: adult users with public profiles can turn on sharing so that people on servers such as Mastodon can follow them and reply.",
    "Threads is a consumer platform: creating an account and posting are free."
   ],
   "maker": "Meta (Instagram team)",
   "page": "https://aiolum.com/tool/threads/"
  },
  {
   "slug": "topai-tools",
   "name": "TopAI.tools",
   "job": "finding",
   "definition": "A directory website of AI tools where people search for a tool by task, and where makers pay to list their AI product to reach those visitors.",
   "url": "https://topai.tools/",
   "price": "To list a tool: US$47 one-time (Fast Track, permanent listing); US$229 one-time adds 7 days of featured placement",
   "readOn": "2026-10-28",
   "freeTier": "no free submission offered",
   "about": [
    "TopAI.tools is an AI tool discovery platform: a searchable directory of AI products. It launched in January 2023, and its home page counts over 23,000 tools in more than 120 categories, updated daily.",
    "A visitor describes a task in plain language, and an AI search engine returns an overview of the tools that fit, a breakdown of the task into steps with one tool for each, and the full list of results. Filters select tools by input and output (for example, text and an audio recording in, captioned video out), by professional role and by use case. Each tool page shows features, pricing and the closest alternatives, and any two or more tools can be compared side by side. Playbooks give step-by-step guides for one tool, and Stacks are shared collections of tools for a role or workflow. A Verified badge marks tools that the team has reviewed hands-on.",
    "For makers, listing is a one-time payment: a Fast Track listing goes live within 48 hours after editorial review and stays permanently, and a Featured listing adds homepage placement for 7 days."
   ],
   "maker": "TopAI.tools",
   "links": {
    "pricing": "https://topai.tools/submit"
   },
   "page": "https://aiolum.com/tool/topai-tools/"
  },
  {
   "slug": "wechat",
   "name": "WeChat",
   "job": "finding",
   "definition": "A messaging and social app from Tencent with over 1 billion users, used for chats, calls, sharing posts with friends on Moments, and mobile payments.",
   "url": "https://www.wechat.com/en",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "WeChat is a social communication app from Tencent that serves over 1 billion users. It runs on iOS, Android, macOS and Windows. Users with a China mainland mobile number use Weixin, the Chinese version; WeChat and Weixin are separate services that work together, and outside China the WeChat service is operated by WeChat International Pte. Ltd. in Singapore and, for the UK and Europe, by a Tencent company in Amsterdam.",
    "The app combines text chat with media sharing, HD voice and video calls, Moments and mobile payments. Moments is a feed inside the app: a user posts text, photos or short videos, and friends see the post and can comment. Privacy settings decide who can see each user's Moments, posts can be deleted later, and a translation function translates a post or comment. Payment uses international and China mainland e-wallets.",
    "WeChat is a consumer app: downloading it, chatting and posting on Moments are free."
   ],
   "maker": "Tencent (WeChat International Pte. Ltd.)",
   "page": "https://aiolum.com/tool/wechat/"
  },
  {
   "slug": "wip",
   "name": "WIP",
   "job": "finding",
   "definition": "A paid online community where makers post each task they finish in public, keep a daily streak and get feedback from other founders.",
   "url": "https://wip.co/",
   "price": "Membership US$29 a month, or US$199 a year",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "WIP (wip.co) is an online community of makers, founders and indie hackers who build in public and help each other ship projects. It calls itself an accountability network; its join page counts 3,847 makers.",
    "Each member posts todos, short notes of work done, and tags them with a project. The posts appear in a public feed with replies and reactions, and every todo becomes part of a public track record on the member's profile. Posting at least one todo a day keeps a streak going. Members can also use direct messages, discussions and a hangout. The membership includes streak freezes for missed days, unlimited and private projects, shipping statistics, deals on other apps and services, the option to mute users, and an API and MCP server to connect WIP to a member's own tools and AI agents.",
    "WIP is a hosted website with one paid membership, billed monthly or yearly, at one price worldwide; there is no lifetime option."
   ],
   "maker": "WIP (wip.co)",
   "links": {
    "pricing": "https://wip.co/join"
   },
   "page": "https://aiolum.com/tool/wip/"
  },
  {
   "slug": "affordhunt",
   "name": "AffordHunt",
   "job": "finding",
   "definition": "A closed web directory of low-cost AI and SaaS tools, where makers could list a product to reach indie hackers and small businesses.",
   "url": "https://web.archive.org/web/20250805141126/https://affordhunt.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "AffordHunt was a curated web directory of budget-friendly AI and SaaS tools (SaaS, software as a service, is software used through a browser for a subscription), aimed at indie hackers and small and medium businesses. Visitors searched it by the name of an expensive tool to find a cheaper alternative. The site was built with Softr, a no-code website builder, and its founder posted as @AIDailyGuy.",
    "Tool makers could submit their product through a form. A second service, OneSubmitAI, offered to submit a product once and then list it on the AI directory websites in AffordHunt's curated list of more than 100; the curated list itself was free to members of its Discord community. AffordHunt also sent a weekly email newsletter, AffordHunt Weekly.",
    "The domain affordhunt.com no longer resolves. This description comes from the Internet Archive copy of 5 August 2025. The archived pages show no listing price."
   ],
   "maker": "AffordHunt",
   "status": "closed",
   "page": "https://aiolum.com/tool/affordhunt/"
  },
  {
   "slug": "ai-agents-directory",
   "name": "AI Agents Directory",
   "job": "finding",
   "definition": "A web directory and marketplace of AI agents and agent skills, where makers list a product so that buyers can find and compare it.",
   "url": "https://aiagentsdirectory.com/",
   "price": "Free listing with a badge backlink on the maker's site; paid packages from US$19 one-time (Fast Track, skips review and badge requirement)",
   "readOn": "2026-10-28",
   "freeTier": "yes, free listing with badge backlink",
   "about": [
    "AI Agents Directory (also called DIRA or AAD) is a website that lists AI agents, that is, software that uses a language model to carry out tasks with some autonomy, together with agent frameworks and reusable agent skills. Its about page describes it as the largest directory of AI agents and frameworks, used by more than 100,000 people.",
    "Visitors browse the listings by category (coding, sales, video, voice and others), filter by use case, pricing, model and integrations, compare agents side by side, and see a leaderboard and a landscape map. Each listed product gets its own page. The site also publishes agent news, a blog and a daily newsletter, Agent Pulse.",
    "Makers submit a product through a form. A free listing is permanent once the site verifies that the maker's website shows an AI Agents Directory badge with a backlink; one-time paid packages skip the badge requirement and the review wait and add featured placements."
   ],
   "maker": "AI Agents Directory",
   "links": {
    "pricing": "https://aiagentsdirectory.com/sponsor"
   },
   "page": "https://aiolum.com/tool/ai-agents-directory/"
  },
  {
   "slug": "ai-tool-mate",
   "name": "AiToolMate",
   "job": "finding",
   "definition": "A web directory of AI tools, sorted by category and pricing model, where makers pay a small one-time fee to list a tool.",
   "url": "https://aitoolmate.com/",
   "price": "One-time fee of US$9 to list a tool; homepage sponsorship US$99 for 20 days",
   "readOn": "2026-10-28",
   "freeTier": "no; listing requires the one-time fee",
   "about": [
    "AiToolMate (aitoolmate.com) is a web directory of artificial intelligence tools. It collects AI products in one list so that developers, researchers and business users can find a tool for a task. Each tool gets its own entry page with a description of what it does.",
    "Visitors browse about 50 categories, such as copywriting, code assistant, data analysis, video editing, SEO and speech to text, and filter by pricing model: free, freemium (a free plan with paid upgrades), paid or price unknown. The directory accepts only tools that are genuinely AI-based and excludes adult, NSFW and gambling products.",
    "Makers submit a tool for a one-time fee; the tool is then listed within 48 hours and shown near the top of its category pages for the first 7 days. A separate homepage sponsorship places a tool below the main headline and in every category for 20 days, paid through Stripe."
   ],
   "maker": "AiToolMate",
   "links": {
    "pricing": "https://aitoolmate.com/submit/"
   },
   "aka": [
    "AI Tool Mate"
   ],
   "page": "https://aiolum.com/tool/ai-tool-mate/"
  },
  {
   "slug": "amazon-selling-partner-appstore",
   "name": "Amazon Selling Partner Appstore",
   "job": "finding",
   "definition": "Amazon's app marketplace inside Seller Central, where Amazon sellers find, review and connect third-party software built on the Selling Partner API.",
   "url": "https://developer.amazonservices.com/grow/selling-partner-appstore",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown; no listing fee stated",
   "about": [
    "The Selling Partner Appstore is an app marketplace run by Amazon. Businesses that sell on Amazon open it from Seller Central, the sellers' web console, to find applications that automate, manage and grow their selling. It lists apps made by Amazon and by third-party developers; Amazon's developer site counts more than 2,500 applications, 20+ countries and over 1.4 million sellers.",
    "Apps are sorted into categories such as product research, listing, automated pricing, inventory and order management, shipping, advertising, accounting, analytics, taxes, funding and buyer messaging. Sellers search and filter, read ratings and reviews on each app's detail page, and connect an app through an OAuth authorization workflow (a standard way to give an app limited access to the seller account without sharing a password). Developers see app usage metrics on a dashboard.",
    "To be listed, a developer must register a public SP-API application, set up the OAuth workflow and follow Amazon's Acceptable Use and Data Protection policies, then submit a listing form; the pages state no listing fee."
   ],
   "maker": "Amazon",
   "links": {
    "docs": "https://developer-docs.amazon/sp-api/docs/what-is-the-selling-partner-appstore"
   },
   "page": "https://aiolum.com/tool/amazon-selling-partner-appstore/"
  },
  {
   "slug": "appfollow",
   "name": "AppFollow",
   "job": "finding",
   "definition": "A hosted platform for app store reviews and app store optimization: it collects reviews, drafts replies with AI and tracks keyword rankings and competitors.",
   "url": "https://appfollow.io/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "free plan and 10-day free trial; paid prices not listed",
   "about": [
    "AppFollow is a hosted platform for app reputation and ASO (app store optimization, the work of making an app rank higher in app store search and convert more store visitors into installs). It gathers reviews and ratings from Google Play, the App Store, the Mac App Store, Microsoft Store, Samsung Galaxy Store, Huawei AppGallery, Trustpilot and Steam into one inbox.",
    "For reviews, AI workflows reply in the brand's voice and in any language, tag reviews by topic, report spam and track sentiment; data flows to Slack, Zendesk, Tableau, webhooks and more than 20 other services, and an MCP server gives AI assistants such as Claude access to it. For ASO, it shows which keywords an app ranks for, compares keyword popularity and difficulty, follows rankings by country, suggests new keywords with AI and, with a connected store account, shows which keywords bring search downloads. Competitor and top-chart tracking are also included.",
    "AppFollow is sold as a subscription, with plans from free to enterprise and a 10-day free trial."
   ],
   "maker": "AppFollow",
   "links": {
    "pricing": "https://appfollow.io/pricing"
   },
   "page": "https://aiolum.com/tool/appfollow/"
  },
  {
   "slug": "applovin",
   "name": "AppLovin",
   "job": "finding",
   "definition": "An advertising platform that shows full-screen ads inside mobile games and uses an AI engine to find buyers for websites, apps and games.",
   "url": "https://www.applovin.com/en",
   "price": "You set the budget; no fixed price (campaigns from US$10 a day)",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "AppLovin is an advertising company. Its AppLovin Ads platform places ads inside mobile games, which it says more than a billion people play every day, such as Subway Surfers, Candy Crush and Words With Friends. Each ad is a full-screen video shown between game levels, or one that a player chooses to watch in exchange for a reward. AppLovin also makes MAX, a mediation tool that game developers use to earn money from ads.",
    "An advertiser uploads videos, images and playable ads, chooses a goal (return on ad spend, purchases at a target cost, leads or in-app events) and a budget, and AppLovin's AI engine sets the bids, the audience and the creative for each impression. To learn which ads lead to sales, a website installs the AppLovin Pixel, a small script that reports visits and purchases, through the Shopify App Store or Google Tag Manager. App advertisers connect an MMP (mobile measurement partner, a service such as Adjust or AppsFlyer that attributes installs to ads).",
    "It is a self-serve ad platform: the advertiser sets the budget and pays for the ads delivered."
   ],
   "maker": "AppLovin",
   "links": {
    "docs": "https://support.applovin.com/"
   },
   "page": "https://aiolum.com/tool/applovin/"
  },
  {
   "slug": "arxiv",
   "name": "arXiv",
   "job": "finding",
   "definition": "A free open-access archive where researchers post scholarly papers in physics, mathematics, computer science and other fields for anyone to read.",
   "url": "https://arxiv.org/",
   "price": "Free to post and to read",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "arXiv is an e-print archive: a website where researchers post their own scholarly papers so that anyone can read them. Open access means that reading costs nothing and needs no subscription. arXiv holds more than 3.2 million articles in eight subject areas, among them physics, mathematics, computer science, statistics, quantitative finance and economics. Paul Ginsparg founded it in 1991; after decades at Cornell University it became an independent nonprofit organization in 2026.",
    "Registered users submit an article as TeX/LaTeX source, which arXiv compiles, or as a PDF. Volunteer moderators check that each submission fits its subject area and has scholarly value, but arXiv does no peer review (a check of the work by independent experts): the author alone is responsible for the content. Readers search and browse by category or receive new papers by email or RSS feed, and programs read the records through an API.",
    "Submitting and reading are free. Simons Foundation International, member institutions and donors fund arXiv."
   ],
   "maker": "arXiv (independent nonprofit, formerly hosted at Cornell University)",
   "links": {
    "docs": "https://info.arxiv.org/help/index.html"
   },
   "page": "https://aiolum.com/tool/arxiv/"
  },
  {
   "slug": "betalist",
   "name": "BetaList",
   "job": "finding",
   "definition": "A startup directory where founders pay to list a new internet startup so that early adopters discover it and sign up.",
   "url": "https://betalist.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "no free submission; full refund if not selected",
   "about": [
    "BetaList is a startup directory: a website where founders list new internet startups and early adopters, people who like to try new products first, discover them. It features pre-launch waitlists, private betas and live products, as long as they are new to its audience. It also sends a daily digest of the newest startups by email.",
    "A founder submits the startup's website, name, pitch, description, icon and screenshots, through a form or through a coding agent that uses BetaList's agent API. The founder then picks a plan and pays, and the editorial team reviews the submission against its criteria, such as a clear value proposition, a good design and a domain of its own. An accepted startup gets a permanent hand-edited listing and a do-follow backlink, which is a link that search engines count toward the linked site's ranking. Faster plans also guarantee a place in the newsletter.",
    "Each submission is a one-time payment, not a subscription. Plans differ by speed: Lite is featured within about 14 days, Standard about 3 days and Premium about 1 day. A startup that is not selected gets a full refund."
   ],
   "maker": "BetaList",
   "page": "https://aiolum.com/tool/betalist/"
  },
  {
   "slug": "blime",
   "name": "Blime",
   "job": "finding",
   "definition": "A web tool for finding YouTube creators and affiliates to promote a product, with data on the sponsorships creators have already done.",
   "url": "https://blime.ai/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Blime was a web tool for finding YouTube creators who can promote a product to its customers. Its site links to the X account of the founder Loic Berthelot. This card describes the copy of blime.ai saved by the Internet Archive on 14 May 2026; in October 2026 the address shows only a hosting provider's 'Site not found' page, and the web app at app.blime.ai reports that its deployment is paused.",
    "Blime scanned YouTube and built a database of creators, brands and videos; the archived page counts 28,123 creators, 1,424 brands, 56 niches and 184,124,000 videos. A user could study the sponsorships of competing brands, look up the past sponsorships of each creator, spot new creators early and find affiliates in a niche. An affiliate is a partner who promotes a product and earns a commission on each sale it brings.",
    "The archived page shows no price or plans. Its short description reads only 'Stealth', and its footer is dated 2024."
   ],
   "maker": "Loic Berthelot",
   "status": "closed",
   "page": "https://aiolum.com/tool/blime/"
  },
  {
   "slug": "blinkstore",
   "name": "Blinkstore",
   "job": "finding",
   "definition": "An Indian print-on-demand platform: sellers put their designs on T-shirts, mugs and other products in a free online store, and Blinkstore prints and ships each order.",
   "url": "https://blinkstore.in/",
   "price": "Free store builder; the seller sets its own profit margin on each product",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Blinkstore is an Indian print-on-demand platform for creators, artists, brands, NGOs and communities. Print on demand means that a product, such as a T-shirt, hoodie, phone case or mug, is printed only after a customer orders it, so the seller keeps no stock. Blinkstore states that it powers more than 10,000 stores.",
    "A seller logs in, creates a store, places designs on more than 50 products in over 20 colors, and gets a storefront website with its own address or a custom domain. Blinkstore then prints each order, dispatches it within 48 hours and delivers it across India in 6 to 8 days. It also collects online payment (UPI, cards, net banking and wallets) and answers customer support on behalf of the store. Sellers follow their sales and payouts and withdraw profits to a bank account. There is no minimum order, and a mockup generator and integrations with YouTube, Twitch, Slack and Discord are included.",
    "The store builder is free, with unlimited stores and products; the seller sets its own profit margin on each product. Print-on-demand orders ship only within India."
   ],
   "maker": "Blinkstore (India)",
   "links": {
    "pricing": "https://blinkstore.in/pricing/"
   },
   "page": "https://aiolum.com/tool/blinkstore/"
  },
  {
   "slug": "build-in-public",
   "name": "Build In Public",
   "job": "finding",
   "definition": "A media website about building a startup in public: articles, case studies, a podcast and a weekly newsletter for founders, run by Build In Public LLC.",
   "url": "https://buildinpublic.xyz/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Build In Public (buildinpublic.xyz, earlier named Build In Public Hub) is a media website about the build-in-public movement. Building in public means that founders share the progress of their company openly while they build it, for example revenue, user numbers, decisions and mistakes, usually on social media. The site belongs to Build In Public LLC, a holding company founded by KP in 2020 that runs ventures in media, technology, AI and consulting.",
    "The site publishes articles and practical playbooks from founders and creators, case studies of companies built in public, the Build In Public Podcast with interviews of founders and creators, and a weekly newsletter sent every Wednesday. It also shows a collection of digital products built in public, and it sells consulting and advisory services to startups.",
    "The downloaded pages show no form for submitting a product and no price list; the articles can be read on the site."
   ],
   "maker": "Build In Public LLC",
   "page": "https://aiolum.com/tool/build-in-public/"
  },
  {
   "slug": "business-wire",
   "name": "Business Wire",
   "job": "finding",
   "definition": "",
   "url": "https://www.businesswire.com/",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "page": "https://aiolum.com/tool/business-wire/"
  },
  {
   "slug": "cello",
   "name": "Cello",
   "job": "finding",
   "definition": "A referral platform for software companies: it adds a user referral program to a product, tracks which referrals lead to purchases and pays out the rewards.",
   "url": "https://cello.so/",
   "price": "User referrals Start plan: €65 a month, billed yearly (up to €10K of referral revenue a year)",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan for partner programs",
   "about": [
    "Cello is a referral platform for building user referral and partner referral programs for SaaS products. In a user referral program, existing users share a personal link or code, and they receive a reward when the people they invited sign up and pay. Attribution is the tracking that links each signup and purchase to the user who referred it.",
    "A developer embeds Cello's referral component in a web or mobile app with a few lines of code, so users can share from inside the product; Cello also generates landing pages for the shared links. Cello captures referral codes, tracks signups and purchases, and applies discounts. It connects to Stripe and other payment providers for automated attribution and payouts based on results, pays rewards in more than 10 countries and currencies, and handles tax and KYC compliance. An analytics dashboard, email and in-product notifications, webhooks, an API and an MCP server for AI coding tools complete the platform.",
    "Cello is a hosted service sold as subscriptions priced by the yearly revenue that comes from referrals; partner programs have a free plan with a fee on each transaction."
   ],
   "maker": "Cello",
   "links": {
    "docs": "https://docs.cello.so/introduction",
    "pricing": "https://cello.so/pricing/"
   },
   "page": "https://aiolum.com/tool/cello/"
  },
  {
   "slug": "chatgpt-ads",
   "name": "ChatGPT Ads",
   "job": "finding",
   "definition": "OpenAI's advertising platform for ChatGPT: businesses pay to show labeled ads below ChatGPT's answers, bidding per thousand views or per click.",
   "url": "https://ads.openai.com/",
   "price": "You set the budget; no fixed price",
   "readOn": "2026-10-28",
   "freeTier": "not applicable; new advertisers get US$500 ad credit after spending US$500 (offer ends 31 December)",
   "about": [
    "ChatGPT Ads is OpenAI's advertising system inside ChatGPT, its AI chat assistant. Ads appear below ChatGPT's responses, are labeled as ads and stay separate from the answers. Each ad shows the advertiser's name and logo, a title, a description, an image and a landing page link. OpenAI does not show ads to users on the Plus, Pro or Business plans, or to accounts identified as belonging to people under 18.",
    "Advertisers work in Ads Manager, a web tool in beta, where they create campaigns, set a budget and a goal, and add ads one by one or by bulk upload. Instead of exact keywords, an ad group carries context hints that describe the topics where the product fits. The system picks ads with a relevance-weighted second-price auction (the winner pays about what was needed to beat the next bid) that considers the conversation's context. Reports show impressions, clicks, spend and conversions; conversions are measured in Ads Manager or with UTM parameters on landing page addresses.",
    "Pricing is set by auction: the advertiser sets a budget and a maximum bid per thousand impressions (CPM) or per click (CPC)."
   ],
   "maker": "OpenAI",
   "links": {
    "docs": "https://help.openai.com/articles/20001206"
   },
   "page": "https://aiolum.com/tool/chatgpt-ads/"
  },
  {
   "slug": "circleboom",
   "name": "Circleboom",
   "job": "finding",
   "definition": "A social media management tool: it schedules, designs and publishes posts to many social networks from one dashboard, and has separate tools for managing X accounts.",
   "url": "https://circleboom.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "90 days free (limited offer)",
   "about": [
    "Circleboom is a social media management tool made by Circleboom LLC. It has two products: Circleboom Publish, a post scheduler for many networks, and a Twitter (X) management tool that searches accounts, analyzes posts and manages followers. Circleboom states that it is an Official Enterprise Developer of X, a status that X gives after an evaluation.",
    "Circleboom Publish connects Instagram, X, Facebook, LinkedIn, Pinterest, Google Business Profile, YouTube, TikTok, Bluesky and Threads accounts to one dashboard. Users plan a content calendar, queue posts in bulk, repost their best posts and let the tool publish at set times; RSS feeds (automatic lists of new articles from a website) can post fresh content on their own. For design it offers a Canva integration and an AI Carousel Generator, and an AI content generator powered by OpenAI writes drafts and hashtags. Teams get roles, permissions and approval before posting, and post analytics with UTM tracking (tags added to links that show which post brought a visitor).",
    "Circleboom is a hosted service with paid plans; the pricing page loads its prices by script."
   ],
   "maker": "Circleboom LLC",
   "links": {
    "pricing": "https://circleboom.com/plans-and-pricing"
   },
   "page": "https://aiolum.com/tool/circleboom/"
  },
  {
   "slug": "clay",
   "name": "Clay",
   "job": "finding",
   "definition": "A go-to-market data platform: it fills lead and company lists with data bought from many providers, researches accounts with AI agents and runs sales and marketing workflows.",
   "url": "https://www.clay.com/",
   "price": "From US$167 a month for the Launch plan billed yearly (15,000 actions and 2,500 data credits a month)",
   "readOn": "2026-10-28",
   "freeTier": "yes; 500 actions and 100 data credits a month",
   "about": [
    "Clay is a platform for go-to-market (GTM) teams, the sales and marketing staff who find and win customers, made by Clay. Its core is data enrichment: adding missing facts, such as email addresses, phone numbers, job titles or company size, to a list of people or companies.",
    "Users build tables and workflows on a visual canvas, by clicks, code or chat. Clay's data marketplace sells data from more than 200 providers in one place, and waterfall enrichment asks several providers in turn until one returns a value, which raises coverage. Claygent, Clay's AI agent with web research, generates custom data points, and signals track events such as job changes, promotions and new hires. Results can feed lead scoring, update a CRM, become ad audiences on LinkedIn, Meta and Google, or start emails through Clay's own sequencer. An API, a CLI and a plugin for coding agents give developers access.",
    "Clay is a hosted service sold by subscription; each plan includes a monthly number of actions and data credits. There is a free plan and a 14-day trial."
   ],
   "maker": "Clay",
   "links": {
    "pricing": "https://www.clay.com/pricing"
   },
   "page": "https://aiolum.com/tool/clay/"
  },
  {
   "slug": "comfyui",
   "name": "ComfyUI",
   "job": "finding",
   "definition": "An open-source node-based application for generating images, video, 3D and audio with AI models, run locally or in the cloud and extended by custom nodes.",
   "url": "https://comfy.org/",
   "price": "Free and open source; Comfy Cloud is a paid hosted version",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "ComfyUI is an open-source application for generating images, video, 3D models and audio with AI models, made by Comfy Org. It has a node-based interface: the user builds a workflow as a graph on a canvas, where each node is one step (load a model, encode a text prompt, generate an image, upscale it) and connecting lines carry data from one node to the next.",
    "ComfyUI runs on the user's own computer, on Windows, Linux or macOS with NVIDIA, AMD, Intel or Apple Silicon GPUs. It supports many open models, among them Stable Diffusion, Flux and Wan, plus LoRAs, ControlNets and upscalers. It runs workflows in a queue, re-runs only the changed part of a graph, and saves workflows as JSON. Custom nodes written by third parties extend it, and partner nodes call paid closed models such as Nano Banana and Seedance. A local API lets other programs run workflows.",
    "ComfyUI is free and open source under the GNU General Public License v3.0. Comfy Cloud is a paid hosted version."
   ],
   "maker": "Comfy Org",
   "links": {
    "docs": "https://docs.comfy.org/",
    "pricing": "https://comfy.org/pricing/",
    "github": "https://github.com/Comfy-Org/ComfyUI"
   },
   "page": "https://aiolum.com/tool/comfyui/"
  },
  {
   "slug": "commentguard",
   "name": "CommentGuard",
   "job": "finding",
   "definition": "A comment moderation service for Facebook and Instagram: it hides spam and negative comments under a business's posts and ads and drafts AI replies.",
   "url": "https://commentguard.io/",
   "price": "Starter plan: US$29 a month billed monthly, for up to 5,000 comments a month",
   "readOn": "2026-10-28",
   "freeTier": "7-day free trial, no credit card",
   "about": [
    "CommentGuard is comment moderation software for Facebook and Instagram, made by the company CommentGuard. Comment moderation means checking the comments that people leave under a page's posts and ads, and hiding or deleting spam and abuse. CommentGuard does this automatically for posts and for paid ads, at all hours.",
    "Comments from all connected pages arrive in one inbox, with filters and bulk actions, and direct messages appear in a separate Messages inbox. Rules hide or delete new comments automatically: AI models detect profanity, negativity and custom topics in any language, and filters catch URLs, images, mentions, emojis, keywords, email addresses and phone numbers. AI drafts a reply to each comment, and an AI agent trained on the brand's FAQs can reply on its own. Team members get full or limited access without shared passwords, and analytics show comment counts and response times.",
    "CommentGuard is a hosted service with monthly or annual subscriptions. The price depends only on the number of comments a month, and every plan has all features."
   ],
   "maker": "CommentGuard",
   "links": {
    "pricing": "https://commentguard.io/pricing/"
   },
   "page": "https://aiolum.com/tool/commentguard/"
  },
  {
   "slug": "cursor-directory",
   "name": "Cursor Directory",
   "job": "finding",
   "definition": "A community website that lists plugins, MCP servers and rules for the Cursor AI code editor, where developers submit their plugins so that other Cursor users find and install them.",
   "url": "https://cursor.directory/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Cursor Directory (cursor.directory) is a community directory of plugins for Cursor, an AI code editor. A plugin here is a package that extends the editor's AI agent: rules (written instructions for the agent), MCP servers (programs that give the agent outside tools and data through the Model Context Protocol), skills, agents, hooks and language servers.",
    "A developer submits a plugin by signing in with GitHub or Google and pasting the address of a GitHub repository. The site detects the components from file paths that follow the Open Plugins standard, such as rules/*.mdc or .mcp.json. A Cursor SDK agent reviews each submission automatically and marks it as safe, suspicious or malicious. Visitors browse featured and popular plugins with their install counts. The site also lists Cursor community events, jobs, member profiles and a forum; in April 2026 it counted more than 76,000 developers.",
    "The source code of the site is public on GitHub in Cursor's organization, and it is built with Next.js and Supabase. The pages show no fee for submitting a plugin."
   ],
   "maker": "Cursor community (source code in the cursor GitHub organization)",
   "links": {
    "github": "https://github.com/cursor/community-plugins"
   },
   "page": "https://aiolum.com/tool/cursor-directory/"
  },
  {
   "slug": "dev-community",
   "name": "DEV Community",
   "job": "finding",
   "definition": "A free blogging and discussion site for software developers at dev.to, where members publish articles, tag them by topic and comment on each other's posts.",
   "url": "https://dev.to/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "DEV Community, at dev.to, is a blogging and discussion site for software developers. It is led by Ben Halpern, Jess Lee and Peter Frank, the co-founders of Forem, and it has joined forces with Major League Hacking (MLH), a platform of developer programs.",
    "Members publish articles under their own name or under an organization account and tag them by topic, such as #ai, #webdev or #python. Readers follow authors, react to posts and comment on them, and the home feed sorts posts as relevant, latest or top. The site also runs coding challenges with prizes, offers video and education tracks, and sells advertising. In October 2026 its home page counted more than 4.1 million members.",
    "DEV is built on Forem, open-source community software written in Ruby on Rails, which anyone can use to run a similar community. Creating an account and posting are free."
   ],
   "maker": "DEV Community (Forem)",
   "links": {
    "github": "https://github.com/forem"
   },
   "page": "https://aiolum.com/tool/dev-community/"
  },
  {
   "slug": "devhunt",
   "name": "DevHunt",
   "job": "finding",
   "definition": "A launch site for developer tools: makers list a new tool for a chosen week, and developers vote, so the top tools reach its newsletter and audience.",
   "url": "https://devhunt.org/",
   "price": "Listing free; launch in a chosen week US$19, boosted launch US$49",
   "readOn": "2026-10-28",
   "freeTier": "free listing",
   "about": [
    "DevHunt is a launch platform for developer tools: makers list a new tool, and developers vote for it during its launch week. Its team built it because launching developer tools on general platforms such as Product Hunt was not always easy or fair. DevHunt is a member of the MarsX.Dev family and is led by John Rush.",
    "A maker submits a tool with a category, such as AI coding, APIs, databases or open source, and picks a launch week. Voting and commenting need a login with a GitHub account, which keeps the votes genuine. The tools with the most votes in a week get a place in the weekly newsletter, a post on social media and a winner badge. In October 2026 the site reported more than 7,000 tools launched and about 44,000 registered developers. It also publishes lists, reports and price calculators for developers, and sells ad spots.",
    "The DevHunt code is open source under the MIT license. Listing a tool is free; a launch in a chosen week and a boosted launch are paid."
   ],
   "maker": "DevHunt (MarsX.Dev)",
   "links": {
    "docs": "https://devhunt.org/tools/docs",
    "github": "https://github.com/MarsX-dev/devhunt"
   },
   "page": "https://aiolum.com/tool/devhunt/"
  },
  {
   "slug": "dripy",
   "name": "Drippi",
   "job": "finding",
   "definition": "A closed outreach service for X (Twitter): it collected lead lists from the followers of chosen accounts and sent AI-written direct messages to them.",
   "url": "https://drippi.ai/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "not applicable: the service has shut down",
   "about": [
    "Drippi was an outreach assistant for direct messages (DMs, private messages between accounts) on X, formerly Twitter, made by Drippi Labs Inc. The service has shut down: the newest Internet Archive copy of drippi.ai, from 18 October 2026, says the product no longer operates and that its domain, customer database and codebase are for sale.",
    "An archive copy from 14 January 2026 describes how it worked. A user pasted the link of an X account and chose to collect its followers or the accounts it follows as leads, then filtered them by follower count, number of tweets and words in the bio. An AI message generator wrote each DM from the lead's profile, recent tweets and website. A shared inbox sorted replies with filters, folders and auto-classification, and a dashboard tracked reply rates.",
    "It was a hosted subscription service with a free trial, and its plans differed by the number of connected X accounts and monthly AI credits."
   ],
   "maker": "Drippi Labs Inc.",
   "status": "closed",
   "aka": [
    "DriPy"
   ],
   "page": "https://aiolum.com/tool/dripy/"
  },
  {
   "slug": "endorsely",
   "name": "Endorsely",
   "job": "finding",
   "definition": "Affiliate program software for subscription SaaS businesses: it tracks which partners send paying customers, calculates their commissions and prepares their payouts.",
   "url": "https://www.endorsely.com/",
   "price": "Free until affiliates bring US$1,000 of revenue a month; Pro plan US$39 a month for up to US$5,000 of affiliate revenue",
   "readOn": "2026-10-28",
   "freeTier": "free up to US$1,000 of affiliate revenue a month",
   "about": [
    "Endorsely is affiliate program software for SaaS companies (businesses that sell software as a subscription service). An affiliate program pays outside partners, such as bloggers, YouTubers and newsletter writers, a commission for each customer they refer. Endorsely is made by a company of the same name.",
    "Setup connects Endorsely to Stripe in one click; the company then adds one line of code to its website and another to its Stripe checkout. Affiliates share links with a ?via= referral tag, or custom coupon codes, and Endorsely records clicks, signups and conversions. It credits recurring commissions on every subscription renewal and adjusts them for upgrades, refunds and cancellations. It exports what each affiliate earned for PayPal mass payouts, gives affiliates their own portal, and flags possible brand-bidding and self-referrals. An AI Affiliate Finder lists partners who already promote competitors, finds their email addresses and drafts outreach emails.",
    "It is a hosted service with a free plan for small programs; paid monthly plans are priced by the affiliate revenue tracked each month."
   ],
   "maker": "Endorsely",
   "links": {
    "pricing": "https://www.endorsely.com/pricing"
   },
   "page": "https://aiolum.com/tool/endorsely/"
  },
  {
   "slug": "f5bot",
   "name": "F5Bot",
   "job": "finding",
   "definition": "A keyword alert service: it watches Reddit, Hacker News and Lobsters and emails the user when a chosen word or brand name appears.",
   "url": "https://f5bot.com/",
   "price": "Free plan; Gold plan for professionals and small businesses US$49.99 a month (the US$12.99 Silver plan is for non-commercial use)",
   "readOn": "2026-10-28",
   "freeTier": "yes, free forever plan",
   "about": [
    "F5Bot is a keyword monitoring service made by F5Bot LLC and running since 2017. It checks new posts and comments on Reddit, Hacker News and Lobsters every few minutes and sends an alert when one of a user's keywords appears.",
    "A user signs up with an email address and enters keywords such as a brand, a product or a topic. Each match arrives by email, either at once, batched on a delay, or as a daily digest. Filters narrow matches by subreddit, exclude unwanted terms or require a second keyword, and on the higher plan an AI filter judges each new discussion against a plain-language description. Alerts can also go to Slack and Discord through webhooks, or be read as RSS or JSON feeds or through an API. Uses named on the site include brand and competitor monitoring and lead generation: finding people who ask for a product like the user's.",
    "F5Bot is a hosted service with a free plan and paid monthly plans that add keywords and features."
   ],
   "maker": "F5Bot LLC",
   "links": {
    "pricing": "https://f5bot.com/tiers"
   },
   "page": "https://aiolum.com/tool/f5bot/"
  },
  {
   "slug": "fazier",
   "name": "Fazier",
   "job": "finding",
   "definition": "A product launch platform where makers list new software products on a launch day, collect upvotes and comments, and gain a backlink.",
   "url": "https://fazier.com/",
   "price": "Free listing (requires a backlink to Fazier); paid launch from US$29 one-time (Lite package)",
   "readOn": "2026-10-28",
   "freeTier": "yes, free listing with a backlink",
   "about": [
    "Fazier is a product launch platform and directory for tech startups, made by Falak Digital. Each day its home page shows newly launched products ranked by upvotes from the community, and leaderboards show the top products of the last week and month.",
    "Each launch gets its own page with a tagline, the pricing type (free, freemium or paid), a description, features and use cases, plus Upvote buttons and a comment thread where the maker can introduce the product and answer questions. The free Basic listing is reviewed and listed within 30 days and requires a link back to Fazier on the maker's own site. Paid one-time packages publish at once or on a scheduled date, add homepage featuring and social media promotion, the higher packages guarantee a dofollow backlink from Fazier (a link that search engines count when they rank the linked site), and the top package pins the product as a sponsor at the top of the home page for 15 days.",
    "Listing is free; paid launch packages are one-time payments, and Fazier also sells advertising."
   ],
   "maker": "Falak Digital",
   "links": {
    "pricing": "https://fazier.com/submit"
   },
   "page": "https://aiolum.com/tool/fazier/"
  },
  {
   "slug": "feather",
   "name": "Feather",
   "job": "finding",
   "definition": "A blogging platform that publishes pages written in Notion as a fast, search-optimized blog on the customer's own domain or subfolder.",
   "url": "https://feather.so/",
   "price": "From US$39 a month for up to 10,000 page views a month, billed monthly",
   "readOn": "2026-10-28",
   "freeTier": "7-day free trial",
   "about": [
    "Feather is a hosted blogging platform that uses Notion as its CMS (content management system, the place where posts are written and stored). Feather is an independent product that works through Notion's API; it is not owned by Notion or partnered with it.",
    "Setup has four steps: connect Notion databases (the customer's own or a duplicated template), map the Notion fields to Feather fields, choose a domain, and publish. The blog can live on a subdomain such as blog.example.com, on the main domain, or in a subfolder of an existing site such as example.com/blog, which the site recommends for SEO (search engine optimization). Feather sets meta tags, canonical links and schema markup, serves pages from the edge for speed, and adds an automatic sitemap, RSS feed, search, tags, related posts, multiple authors, email collection and built-in analytics of page views, visitors and referrers. A free Notion plan is enough.",
    "It is a subscription service priced by monthly page views, with unlimited blog sites and a 7-day free trial."
   ],
   "maker": "Feather",
   "links": {
    "docs": "https://feather.so/help",
    "pricing": "https://feather.so/#pricing"
   },
   "page": "https://aiolum.com/tool/feather/"
  },
  {
   "slug": "findly-tools",
   "name": "Findly.tools",
   "job": "finding",
   "definition": "A curated online directory of software tools where makers list a product to get a public page and a dofollow backlink.",
   "url": "https://findly.tools/",
   "price": "Free listing with a badge on the maker's site; Premium listing US$29 one-time",
   "readOn": "2026-10-28",
   "freeTier": "yes, with a badge on the maker's site",
   "about": [
    "Findly.tools is a curated web directory of software tools for indie makers and SaaS founders, run by a single operator named Eric. It lists more than 4,600 tools, grouped by category, with deals, premium listings and a leaderboard ranked by Domain Rating, the Ahrefs score of a site's backlink strength.",
    "A maker signs in and submits a product URL. Every listing is reviewed and gets an SEO-ready page plus an AI-readable version for language-model tools. The free listing carries a dofollow backlink (a link that search engines count when they rank the linked site) only while the maker shows a Findly badge on its own site. The Premium listing publishes at once with four dofollow links and needs no badge. Extra paid services are hand submission to 30, 60 or 100 other directories and a product review article of more than 2,500 words on the Findly blog.",
    "Listing is free with a badge; Premium and the other services are one-time payments. The site states that it uses no ad networks."
   ],
   "maker": "Eric (solo operator)",
   "page": "https://aiolum.com/tool/findly-tools/"
  },
  {
   "slug": "forbes",
   "name": "Forbes",
   "job": "finding",
   "definition": "A business media brand: Forbes magazine and Forbes.com publish business journalism and articles by expert contributors, which can bring readers to a company.",
   "url": "https://www.forbes.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Forbes is a business media brand of Forbes Media LLC. Forbes magazine was founded by B.C. Forbes in 1917, and Forbes.com is its online platform. The company states that the brand reaches more than 140 million people a month through its journalism, its ForbesLive events and 49 licensed local editions in 81 countries.",
    "Forbes.com publishes work by a newsroom of editors, journalists and expert contributors. Its coverage centers on wealth and billionaires, finance and investing, entrepreneurship and small business, technology and innovation, and leadership. Forbes Councils is a separate program of invitation-only communities for senior executives. Members are chosen through an application; they can submit bylined articles, which Forbes editors edit before publication on Forbes.com, and each member receives an Executive Profile page on Forbes.com with a bio, a company description and links to the member's website.",
    "Forbes is a publication, not a software tool. It sells advertising, branded content, events and memberships; approved Forbes Councils members choose a membership package. The downloaded pages state no prices."
   ],
   "maker": "Forbes Media LLC",
   "page": "https://aiolum.com/tool/forbes/"
  },
  {
   "slug": "forbes-lab",
   "name": "Forbes LAB",
   "job": "finding",
   "definition": "The branded content unit of Forbes Portugal: brands pay for sponsored articles, video reports, podcasts and events published under the Forbes Portugal name.",
   "url": "https://www.forbespt.com/forbes-lab/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Forbes LAB is the branded content unit of Forbes Portugal, the Portuguese edition of Forbes. Branded content, also called sponsored content, is material that a brand pays for and helps shape, published by a media outlet and labeled as sponsored. Forbes Portugal is published by Media Nove under a license agreement with Forbes IP (HK) Limited, which owns the FORBES brand.",
    "Forbes LAB produces content for brands in several formats: in-depth articles, long video reports, business podcasts, executive conferences and data infographics. The pieces appear in the Forbes LAB section of forbespt.com, signed Forbes Lab and marked Conteúdo Patrocinado (sponsored content). Recurring formats include the interview series Conversas sem Guião and conference sessions such as The Blueprint by Forbes Lab. The stated audience is business decision makers, opinion leaders and B2B companies, that is, companies that sell to other companies.",
    "It is a paid media service, not a software tool. Prices are not published; brands contact the commercial team by email."
   ],
   "maker": "Forbes Portugal (Media Nove, under license from Forbes IP (HK) Limited)",
   "aka": [
    "Forbes Lab"
   ],
   "page": "https://aiolum.com/tool/forbes-lab/"
  },
  {
   "slug": "formester",
   "name": "Formester",
   "job": "finding",
   "definition": "An online form builder: a business makes sign-up forms, surveys and payment forms without code, embeds or shares them, and collects the responses.",
   "url": "https://formester.com/",
   "price": "From US$13 a month (Personal plan, monthly billing; US$12 a month billed yearly); free plan with unlimited forms and responses",
   "readOn": "2026-10-28",
   "freeTier": "yes, free forever plan",
   "about": [
    "Formester is an online form builder made by Formester, Inc. A form builder is a hosted tool for making web forms, such as sign-up forms, surveys, quizzes and applications, without writing code, and for collecting and managing the answers.",
    "Forms are built by drag and drop, or generated by AI from a short description: Formester picks the questions, field types and validation rules and adds conditional logic, which shows or hides questions based on earlier answers. A finished form is embedded in a website or shared by link or QR code. Each response can trigger confirmation emails, team alerts and generated PDF documents, and can be sent to CRMs, Slack and more than 1,000 other tools. Other features include payment collection, offline filling with later sync, translation into other languages, and custom domains without Formester branding.",
    "It is a hosted service. A free plan allows unlimited forms and responses; monthly or yearly subscriptions add branding removal, team features and API access."
   ],
   "maker": "Formester, Inc.",
   "links": {
    "docs": "https://docs.formester.com/formester-api.html",
    "pricing": "https://formester.com/pricing/"
   },
   "page": "https://aiolum.com/tool/formester/"
  },
  {
   "slug": "foundr-ai",
   "name": "Foundr.ai",
   "job": "finding",
   "definition": "An online directory of AI tools: makers submit their products to get a listing page, and visitors browse the tools by category and tag.",
   "url": "https://foundr.ai/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Foundr.ai is a web directory of AI tools: a curated catalog website in which each product has its own listing with a one-line summary, a short description, categories and tags. The site calls itself the largest directory of AI tools, and its stated goal is to help people find new AI tools in one searchable place.",
    "Visitors browse tools by category, tag and collection, sort them, and see lists of the latest, featured and coming-soon tools. Makers sign in and submit a tool to be listed, and manage their submitted tools from a dashboard. The site also sells three kinds of ads, booked by date: a listing ad shown on tool listing pages, a banner ad shown on every page, and an ad on tool pages. It reports about 150K monthly pageviews, more than 8K listed tools and 3K newsletter subscribers.",
    "Ad slots are bought online by date, and custom partnerships go through a contact form. The pages read do not state the price of a listing or of an ad."
   ],
   "maker": "Foundr.ai (operator not named on the site)",
   "page": "https://aiolum.com/tool/foundr-ai/"
  },
  {
   "slug": "foundrlist",
   "name": "FoundrList",
   "job": "finding",
   "definition": "A startup launch board and SaaS directory: founders list new products in weekly launches, the community upvotes them, and each product keeps a permanent page.",
   "url": "https://www.foundrlist.com/",
   "price": "Free launch; paid launches from US$29 one time (Standard Launch: live the same day, 7 days at the top of the home page)",
   "readOn": "2026-10-28",
   "freeTier": "yes, free launch after a wait of at least 4 weeks",
   "about": [
    "FoundrList is a startup launch platform and SaaS directory: a website where founders list new software and AI products so that other founders can find them. It works as a weekly launch board. Each week's products are ranked by community upvotes, and every week stays in a public archive.",
    "A free launch gets a permanent product page, one week on the launch board and a nofollow link to the product's site; it is scheduled at least four weeks ahead, and to qualify the founder adds the FoundrList badge to the product's site, or upvotes three launches and comments on one. A nofollow link tells search engines not to pass ranking credit to the linked site; a dofollow link passes it. Paid launches go live the same day, stay at the top of the home page for 7, 14 or 30 days, and get a dofollow link. The site also sells newsletter features, blog posts, directory-submission packs and ads.",
    "Listing is free; faster and featured launches are one-time payments, and ads are sold by the week."
   ],
   "maker": "FoundrList",
   "links": {
    "pricing": "https://www.foundrlist.com/pricing"
   },
   "page": "https://aiolum.com/tool/foundrlist/"
  },
  {
   "slug": "getmorebacklinks",
   "name": "GetMoreBacklinks",
   "job": "finding",
   "definition": "A done-for-you directory submission service: for a one-time fee, its team lists a product on about 100 to 200 web directories to gain backlinks for search ranking.",
   "url": "https://www.getmorebacklinks.org/",
   "price": "One-time payment per website: from US$379 (Advanced plan, 100 directory submissions); new orders paused when read",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "GetMoreBacklinks is a directory submission service run by its founder, Krissmann Gupta, under MarkupX Technologies. A backlink is a link from another website to a business's site; search engines treat backlinks as one signal of a site's authority, so links from relevant sites can help search ranking. Web directories, sites that list products by category, are one source of such links.",
    "A customer pays once, fills in a short form about the product, and either chooses the directories or lets the team pick about 200 that suit the industry. Within 14 working days the product is submitted to those directories and to launch sites similar to Product Hunt, and the customer receives a report with directory listing data, proof screenshots and a landing page audit. Higher plans add more submissions, a list of paid platforms, and blog posts written for the customer's site.",
    "It is a service sold as a one-time payment per website, with separate plans for AI, SaaS and tech startups and for other businesses. When the page was read, new orders were temporarily paused."
   ],
   "maker": "MarkupX Technologies (founder Krissmann Gupta)",
   "page": "https://aiolum.com/tool/getmorebacklinks/"
  },
  {
   "slug": "ghost",
   "name": "Ghost",
   "job": "finding",
   "definition": "An open-source publishing platform: it runs a blog or news website, sends each post as an email newsletter and sells paid memberships to readers.",
   "url": "https://ghost.org/",
   "price": "Ghost(Pro) hosting from US$18 a month (Starter plan, monthly billing; US$15 a month billed yearly); the open-source software is free to self-host",
   "readOn": "2026-10-28",
   "freeTier": "free 14-day trial; free to self-host",
   "about": [
    "Ghost is an open-source CMS (content management system, the software in which writers create, edit and publish the pages of a website) for blogs, newsletters and online publications. It runs on Node.js, a runtime that executes JavaScript on a server. The Ghost Foundation, a non-profit organisation, makes it.",
    "Writers compose posts in an editor that stores each post as a JSON document and adds rich media blocks called cards. Ghost publishes the post on the website and can also send it to readers as an email newsletter. Readers sign up as free members or buy a monthly or yearly paid subscription. For search engines, Ghost creates an XML sitemap, JSON-LD structured data and canonical tags automatically. Its REST API returns content as JSON, so a developer can also use Ghost headless, behind a separate front end; site designs are themes written in the Handlebars template language.",
    "The source code is on GitHub under the MIT license and can be installed on any server. Ghost(Pro) is the official managed hosting, a subscription priced by plan and number of members, with no fee on members' payments."
   ],
   "maker": "Ghost Foundation (non-profit)",
   "links": {
    "docs": "https://docs.ghost.org/",
    "pricing": "https://ghost.org/pricing/",
    "github": "https://github.com/TryGhost/Ghost"
   },
   "page": "https://aiolum.com/tool/ghost/"
  },
  {
   "slug": "globenewswire",
   "name": "GlobeNewswire",
   "job": "finding",
   "definition": "",
   "url": "https://www.globenewswire.com/",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "page": "https://aiolum.com/tool/globenewswire/"
  },
  {
   "slug": "google-keyword-planner",
   "name": "Google Keyword Planner",
   "job": "finding",
   "definition": "A free keyword research tool inside Google Ads: it suggests search keywords, shows how often people search for them and estimates bids for search ads.",
   "url": "https://business.google.com/us/ad-tools/keyword-planner/",
   "price": "Free (requires a Google Ads account)",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Google Keyword Planner is a keyword research tool inside Google Ads, Google's advertising platform. Google describes it as a free resource that helps advertisers build keyword lists for search campaigns, which are ads shown with Google search results for chosen search terms.",
    "An advertiser enters words or phrases related to a product or service, or a website address, and the tool suggests related keywords and ad group ideas. For each keyword it shows search trends, meaning how often people search for the term and how that number has changed over time, together with the competition and a suggested bid that helps set an advertising budget. Chosen keywords are saved in a plan. The plan's forecast estimates the clicks, impressions or conversions for a given spend, and the plan can be turned directly into a campaign.",
    "Access requires a Google Ads account with a campaign; an account in Smart Mode must switch to Expert Mode, and no separate sign-up is needed. Using the tool has no charge."
   ],
   "maker": "Google",
   "page": "https://aiolum.com/tool/google-keyword-planner/"
  },
  {
   "slug": "google-trends",
   "name": "Google Trends",
   "job": "finding",
   "definition": "A Google website that shows how search interest in a term or topic changes over time and across places, on a scale from 0 to 100.",
   "url": "https://trends.google.com/trends/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown (no price stated on the pages read)",
   "about": [
    "Google Trends is a Google website that shows search interest: the relative share of Google searches that concern a term or topic. It draws on a largely unfiltered sample of real search requests made to Google, which Google anonymizes, groups by topic and aggregates, so interest can be shown for the whole world or down to city level.",
    "On the Explore page a user enters terms and compares them by time range and location; the Trending now page shows searches that are rising. Each data point is divided by the total searches of its place and time and then scaled from 0 to 100, so the numbers show relative popularity, not search volume. Trends drops searches made by very few people (shown as 0), repeated searches by one person in a short time and queries with special characters, and it adds small random noise to protect privacy. Google notes that Trends is not a scientific poll.",
    "Google offers it as a website; the pages read state no price."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://support.google.com/trends/answer/4365533?hl=en"
   },
   "page": "https://aiolum.com/tool/google-trends/"
  },
  {
   "slug": "openai-gpt-store",
   "name": "GPT Store",
   "job": "finding",
   "definition": "OpenAI's public directory inside ChatGPT where builders publish custom GPTs, configured versions of ChatGPT, for any signed-in ChatGPT user to find and use.",
   "url": "https://chatgpt.com/gpts",
   "price": "Free to use with a ChatGPT account; new publishing is closed for personal accounts",
   "readOn": "2026-10-28",
   "freeTier": "yes, for signed-in ChatGPT users",
   "about": [
    "The GPT Store is OpenAI's public directory of GPTs inside ChatGPT. A GPT, also called a custom GPT, is a version of ChatGPT configured for one purpose. It combines instructions, conversation starters, uploaded knowledge files, selected capabilities such as web search or image generation, and either apps or actions that call external APIs.",
    "Users find GPTs under Explore GPTs or through a direct link; anyone signed in to ChatGPT can chat with a GPT they have access to, and builders cannot see individual conversations. To publish to the store, a builder chooses a category, reviews how the builder name or website appears, and confirms that the GPT meets the applicable policies.",
    "OpenAI is retiring custom GPTs and moving their workflows to plugins. Personal accounts (Free, Go, Plus and Pro) can no longer create or publish new GPTs. The standard retirement date is December 11, 2026; after it, custom GPTs stop running and leave the GPT directory."
   ],
   "maker": "OpenAI",
   "links": {
    "docs": "https://help.openai.com/en/articles/8554407-gpts-in-chatgpt"
   },
   "aka": [
    "OpenAI GPT Store"
   ],
   "page": "https://aiolum.com/tool/openai-gpt-store/"
  },
  {
   "slug": "gum",
   "name": "gum",
   "job": "finding",
   "definition": "An open-source command-line tool and MCP server that lets AI agents and scripts find and call Google APIs, such as Gmail, Search Console and Google Ads.",
   "url": "https://github.com/ehmo/gum",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "gum is an open-source command-line tool by Rasty Turek (GitHub user ehmo) that gives AI agents and people a safer way to call Google APIs. It is a single binary that runs as a terminal CLI and as an MCP server; MCP, the Model Context Protocol, is a standard way for AI agents to connect to outside tools.",
    "gum carries an embedded catalog of Google API operations (228 operations across 33 services in version 2.3.1), including Gmail, Drive, Docs, Sheets, Calendar, YouTube, Search Console and Google Ads; bundled plugins add Google Trends, Flights, Scholar and Patents. An agent searches the catalog and loads only the operation it needs, instead of a long list of every method. For sign-in, the user registers a Desktop OAuth client from a Google Cloud project, and gum keeps the resulting refresh token in the operating system's keychain, so tokens never appear in prompts. Write and delete calls pass confirmation gates, and large JSON responses are cut down to small results. A setup command installs it for Codex, Claude, Cursor or Gemini.",
    "It is free software under the MIT license and installs with Homebrew."
   ],
   "maker": "Rasty Turek (open source)",
   "links": {
    "github": "https://github.com/ehmo/gum"
   },
   "aka": [
    "Gum"
   ],
   "page": "https://aiolum.com/tool/gum/"
  },
  {
   "slug": "hermes-agent",
   "name": "Hermes Agent",
   "job": "finding",
   "definition": "An open-source, self-hosted AI agent that runs tasks for a person or team, remembers past work, and is reached through chat apps, a desktop app or a terminal.",
   "url": "https://hermes-agent.nousresearch.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free (model providers billed separately)",
   "about": [
    "Hermes Agent is an open-source AI agent made by Nous Research. An AI agent is a program in which a language model plans steps and calls tools (a browser, a terminal, scripts) to finish a task, instead of only answering a message.",
    "The agent runs on the user's own computer or server, or as a hosted agent in the cloud, and connects to a model provider chosen by the user. It is reached through Hermes Desktop for macOS and Windows, a terminal interface, or a messaging gateway for Telegram, Discord, Slack, WhatsApp, Signal and email. It stores conversations, memories and self-created skills (saved procedures) between sessions, so it reuses how it solved a problem before. It can run scheduled jobs described in plain language, start isolated subagents with their own terminals, search the web and drive a browser, and run commands in sandboxes: local, Docker, SSH, Singularity or Modal.",
    "Hermes Agent is free under the MIT license. Model providers and optional hosted services, such as model credits from Nous Portal, are billed separately."
   ],
   "maker": "Nous Research, Inc. (open source)",
   "links": {
    "docs": "https://hermes-agent.nousresearch.com/docs",
    "github": "https://github.com/NousResearch/hermes-agent"
   },
   "page": "https://aiolum.com/tool/hermes-agent/"
  },
  {
   "slug": "heyreach",
   "name": "HeyReach",
   "job": "finding",
   "definition": "A LinkedIn outreach automation service that sends connection requests and message sequences from many LinkedIn accounts and collects the replies in one inbox.",
   "url": "https://www.heyreach.io/",
   "price": "Growth plan: from US$79 a month per LinkedIn sender, billed monthly (less with quarterly or yearly billing)",
   "readOn": "2026-10-28",
   "freeTier": "free trial, no card required",
   "about": [
    "HeyReach is a LinkedIn automation tool for agencies, sales teams and growth teams. LinkedIn automation means software that performs LinkedIn actions, such as connection requests and messages, on a schedule instead of a person clicking. HeyReach is not associated with LinkedIn.",
    "A team connects any number of LinkedIn accounts (called senders) and imports a lead list from Sales Navigator, Clay, RB2B, HubSpot or another tool. A campaign is a sequence of steps: profile view, connection request, message, voice note and follow-up, with an \"If Connected\" condition that treats existing connections differently. HeyReach rotates the sending between accounts and keeps each one inside daily limits. Replies from all accounts arrive in a unified inbox, with sentiment analysis (automatic labelling of a reply as positive or negative) and tags for warm leads. An API, webhooks, an MCP server for AI agents, and integrations with Instantly, Smartlead, HubSpot, Make and Zapier connect it to other tools.",
    "HeyReach is a hosted subscription service, billed monthly, quarterly or yearly, with a free trial; the entry plan is priced per sender."
   ],
   "maker": "HeyReach",
   "links": {
    "docs": "https://documenter.getpostman.com/view/23808049/2sA2xb5F75",
    "pricing": "https://www.heyreach.io/pricing"
   },
   "page": "https://aiolum.com/tool/heyreach/"
  },
  {
   "slug": "impact-com",
   "name": "impact.com",
   "job": "finding",
   "definition": "A partnership management platform where a business runs its affiliate, creator and referral programs: it finds partners, tracks the sales they bring and pays their commissions.",
   "url": "https://impact.com/",
   "price": "Starter (self-serve, for stores on Shopify, WooCommerce and similar): US$30 a month plus 2.5% of revenue; Essentials from US$500 a month",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "impact.com is a partnership management platform made by Impact Tech, Inc. A partnership program pays outside partners for the customers they send: affiliates (websites and publishers that link to a product), creators and influencers, and existing customers who refer friends. The business pays for results, usually a commission on each sale.",
    "A brand creates its program on the platform and recruits partners from a marketplace of 250K+ partners. Each partner gets tracked links; impact.com records clicks and conversions across devices, also without third-party cookies, and assigns each sale to the right partner. It then pays the commissions automatically in 70+ currencies, under contracts and commission rules the brand sets. Other functions include reporting and forecasts of partner revenue, fraud detection, influencer campaign management, customer referral programs, and on higher plans API-based tracking and multi-touch attribution (sharing credit for a sale among several partners). Partners use the same platform to join programs and receive payouts.",
    "impact.com is a hosted subscription service. A self-serve plan for online stores charges a monthly fee plus a share of revenue; larger plans have fixed monthly fees or custom prices."
   ],
   "maker": "Impact Tech, Inc.",
   "links": {
    "pricing": "https://impact.com/pricing/"
   },
   "page": "https://aiolum.com/tool/impact-com/"
  },
  {
   "slug": "indie-logs",
   "name": "Indie Logs",
   "job": "finding",
   "definition": "A website where independent founders keep a public journal of their work: a founder page, one page per project, and dated progress notes.",
   "url": "https://www.indielogs.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "not stated on the current site; a free tier existed in January 2024",
   "about": [
    "Indie Logs (also written IndieLogs) is a website for building in public, the practice of founders sharing their progress, numbers and decisions openly while they build a product. It works as a public notebook for independent founders.",
    "A founder makes a founder page, one link that shows the person, their projects and their notes. Each project gets its own page with a journal that records how it changed, and the founder posts a note when there is a release, a decision or a lesson. Visitors browse projects by category (such as SaaS, AI and fintech) or by activity, read the shared journal of new notes, follow founders, and see rankings of active projects and founders. An archived copy of the site from January 2024 shows the same service with a widget that showed a project's live updates on the founder's own website, in 30+ themes, and rankings that sent traffic to featured sites.",
    "Indie Logs is a hosted web service. The current site does not show prices; the January 2024 copy offered a free tier for one project and a one-time payment for lifetime access."
   ],
   "maker": "IndieLogs (in January 2024: FD Digital)",
   "page": "https://aiolum.com/tool/indie-logs/"
  },
  {
   "slug": "international-coaching-federation",
   "name": "International Coaching Federation",
   "job": "finding",
   "definition": "The global professional association of coaches: it credentials coaches and accredits coach training, and lets companies reach its members as Business Solutions Partners.",
   "url": "https://coachingfederation.org/",
   "price": "Business Solutions Partner fee not published; individual coach membership US$270 a year",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "The International Coaching Federation (ICF) is not a software tool but a professional association for coaches, the people who help clients reach personal or work goals through structured conversations. It is based in Lexington, Kentucky, USA, and its site says it has shaped the coaching profession for 30 years. It reports more than 50,000 members and 50,000 credential holders in more than 150 countries.",
    "ICF sets the coaching competencies and the code of ethics, and it issues credentials after training hours and exams: Associate Certified Coach (ACC), Professional Certified Coach (PCC) and Master Certified Coach (MCC). It accredits coach-education programs, runs a public Verify a Coach search, local chapters, an online community and events such as ICF Converge. For companies, the Business Solutions Partner program lists a partner's products on the ICF website and lets it use a partner logo; in return the partner gives ICF members a benefit, such as a discount or special pricing.",
    "Individual membership is an annual fee. Advertising, sponsorship and partner terms are arranged with the ICF sales team."
   ],
   "maker": "International Coaching Federation (ICF)",
   "page": "https://aiolum.com/tool/international-coaching-federation/"
  },
  {
   "slug": "leadsy-ai",
   "name": "Leadsy.ai",
   "job": "finding",
   "definition": "",
   "url": "https://leadsy.ai/",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "page": "https://aiolum.com/tool/leadsy-ai/"
  },
  {
   "slug": "linkedin-sales-navigator",
   "name": "LinkedIn Sales Navigator",
   "job": "finding",
   "definition": "A B2B sales tool on LinkedIn: it searches LinkedIn's members and companies with detailed filters to find potential buyers and contact them.",
   "url": "https://business.linkedin.com/sell/sales-navigator",
   "price": "Core plan US$119.99 per license a month, billed monthly, or US$1,079.88 per license a year, billed yearly",
   "readOn": "2026-10-28",
   "freeTier": "free trial only",
   "about": [
    "LinkedIn Sales Navigator is a B2B sales tool, software that helps salespeople find and contact buyers at other companies. LinkedIn makes it, and it is built on LinkedIn's network of more than 1 billion members.",
    "A seller searches members and companies with more than 50 filters, such as function, seniority level and years at the company, saves those searches, and receives real-time alerts about leads, for example job changes and new posts. InMail messages reach people outside the seller's own network, 50 a month on each plan. AI features include Account IQ and Lead IQ, which summarize what is known about a company or a person, and Message Assist, which drafts outreach messages. The Advanced Plus plan adds leads and accounts directly to a CRM (customer relationship management system) such as Salesforce, HubSpot or Microsoft Dynamics.",
    "Sales Navigator is a subscription sold per license (one user), billed monthly or yearly, in three plans: Core for individual sellers, Advanced for sales teams, and Advanced Plus, priced on request. A free trial is offered."
   ],
   "maker": "LinkedIn Corporation",
   "links": {
    "pricing": "https://business.linkedin.com/sell/sales-navigator/compare-plans"
   },
   "page": "https://aiolum.com/tool/linkedin-sales-navigator/"
  },
  {
   "slug": "luma",
   "name": "Luma",
   "job": "finding",
   "definition": "An event platform: hosts create event pages, take registrations, sell tickets and message guests, and people discover events near them.",
   "url": "https://luma.com/",
   "price": "Free, with a 5% platform fee on paid tickets; Luma Plus US$59 a month, billed yearly, with no platform fee",
   "readOn": "2026-10-28",
   "freeTier": "yes, unlimited events and guests",
   "about": [
    "Luma is an event platform, a website and mobile app for creating event pages, taking registrations and selling tickets. Luma Labs, Inc. operates it. Hosts use it for events in person, online or both, and guests use it to discover events near them.",
    "A host creates an event page with a cover image, a theme, a time and a place, and shares its link. Guests register on the page, answer registration questions, buy tickets of different types and add them to Apple Wallet or Google Wallet. The host manages the guest list, can require approval, runs a waitlist, sends blasts and automated reminders by email, SMS, push notification and WhatsApp, and checks guests in at the door by scanning their tickets. Online events connect to Zoom or Google Meet. Every event belongs to a Luma Calendar, where a host shares and manages all of its events.",
    "Luma is free for unlimited events and guests, with a platform fee on paid tickets. The Luma Plus subscription removes that fee and raises the weekly invitation limit; card payments go through Stripe, which charges its own fee."
   ],
   "maker": "Luma Labs, Inc.",
   "links": {
    "docs": "https://help.luma.com/",
    "pricing": "https://luma.com/pricing"
   },
   "page": "https://aiolum.com/tool/luma/"
  },
  {
   "slug": "meta-audience-network",
   "name": "Meta Audience Network",
   "job": "finding",
   "definition": "",
   "url": "https://www.facebook.com/audiencenetwork/",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "page": "https://aiolum.com/tool/meta-audience-network/"
  },
  {
   "slug": "microsoft-edge-add-ons",
   "name": "Microsoft Edge Add-ons",
   "job": "finding",
   "definition": "Microsoft's online store for Edge browser extensions and themes: developers publish an extension there after certification, and Edge users find and install it.",
   "url": "https://microsoftedge.microsoft.com/addons/",
   "price": "No registration fee to publish extensions",
   "readOn": "2026-10-28",
   "freeTier": "free: no registration fee",
   "about": [
    "Microsoft Edge Add-ons is Microsoft's online store for add-ons to the Edge browser: extensions and themes. An extension is a small app that adds or changes features of the browser or of specific web pages, such as an ad blocker or a password manager. It contains a manifest JSON file with basic information (name, description, permissions), JavaScript code, and HTML and CSS files for its user interface.",
    "Edge is based on Chromium, the open-source browser project that Google Chrome, Opera and Brave also use, and these browsers share the same extension APIs and packaging, so in most cases a Chromium extension works in all of them. A developer registers for the Microsoft Edge program at Partner Center with a Microsoft account, uploads the extension as a .zip package, chooses public or hidden visibility and the markets, and declares the extension's single purpose, its permissions and its data use. Microsoft then certifies the submission, which can take up to seven business days; after it passes, the extension is published in the store.",
    "Publishing is free: Microsoft charges no registration fee for submitting extensions."
   ],
   "maker": "Microsoft",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/microsoft-edge/extensions/"
   },
   "page": "https://aiolum.com/tool/microsoft-edge-add-ons/"
  },
  {
   "slug": "microsoft-marketplace",
   "name": "Microsoft Marketplace",
   "job": "finding",
   "definition": "Microsoft's online store for business software: partners list cloud solutions, AI apps and agents, and Office add-ins, and customers find, try and buy them.",
   "url": "https://marketplace.microsoft.com/en-us/",
   "price": "Commission: Microsoft keeps a 3% store service fee on offers sold through the Marketplace",
   "readOn": "2026-10-28",
   "freeTier": "free and BYOL listings are possible",
   "about": [
    "Microsoft Marketplace is Microsoft's online store for software made by other companies: cloud solutions, SaaS (software sold as a subscription), AI apps and agents, and add-ins for Office and Microsoft 365. An Office add-in is a small web application that runs inside an Office program such as Word, Excel or Outlook and adds features to it. Business customers search the store, start trials and buy.",
    "A publisher creates a company developer account in Partner Center, which goes through an approval process, and then submits the solution. Each submission passes automated checks against Microsoft's certification policies and a review by a validation team, which can take 3 to 5 working days. An add-in listed in the Marketplace also appears in the add-in store inside Office. Offers can be free, BYOL (the customer brings a license bought elsewhere), or transactable: Microsoft sells the license for the publisher and bills the customer's Microsoft subscription or credit card, with pricing models such as flat rate, per user or usage-based.",
    "On transactable offers Microsoft keeps a store service fee, a percentage of each sale."
   ],
   "maker": "Microsoft",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/partner-center/marketplace-offers/",
    "pricing": "https://learn.microsoft.com/en-us/partner-center/marketplace-offers/marketplace-commercial-transaction-capabilities-and-considerations"
   },
   "page": "https://aiolum.com/tool/microsoft-marketplace/"
  },
  {
   "slug": "microsoft-store",
   "name": "Microsoft Store",
   "job": "finding",
   "definition": "Microsoft's app store for Windows: developers publish apps and games after certification, and Windows users find, buy, install and update them.",
   "url": "https://apps.microsoft.com/",
   "price": "No registration fee for developer accounts (new onboarding flow)",
   "readOn": "2026-10-28",
   "freeTier": "free developer registration",
   "about": [
    "Microsoft Store is Microsoft's app store for Windows 10 and Windows 11. Windows users find, buy, install and update apps and games there. Microsoft states that the Store supports 240 regions and 110 languages.",
    "A developer opens an individual or a company developer account in Partner Center; an individual verifies their identity with a government-issued ID and a selfie. The developer reserves an app name and submits a package: MSIX (the modern Windows app package format), a classic MSI or EXE installer, or a PWA (progressive web app, a website that installs like an app). Microsoft certifies each submission before release. For apps distributed through the Store, Microsoft hosts the files, signs the code, delivers updates through Windows, processes payments worldwide, and supplies in-app purchases, analytics, beta testing and age ratings. Submissions and updates can be scripted with the Microsoft Store Developer CLI, a submission API or GitHub Actions.",
    "In the new onboarding flow there is no registration fee for either account type. The pages read do not state the share that Microsoft keeps from paid sales."
   ],
   "maker": "Microsoft",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/windows/apps/publish/"
   },
   "page": "https://aiolum.com/tool/microsoft-store/"
  },
  {
   "slug": "microsoft-teams",
   "name": "Microsoft Teams",
   "job": "finding",
   "definition": "Microsoft's workplace chat and meeting platform; companies can also add apps and AI agents that talk to users inside Teams chats.",
   "url": "https://www.microsoft.com/en-us/microsoft-teams/group-chat-software",
   "price": "Microsoft Teams Essentials: US$4.00 per user a month, paid yearly; a free version exists",
   "readOn": "2026-10-28",
   "freeTier": "yes: Teams (free), calls up to 60 minutes",
   "about": [
    "Microsoft Teams is Microsoft's platform for communication at work: one-to-one and group chats, channels (topic-based spaces inside a team), online meetings and video calls, phone calls and file sharing. It runs on desktop, web and mobile, and Microsoft states that the Teams platform has over 320 million monthly active users.",
    "Developers extend Teams with apps and agents. An agent is a program that holds a conversation with users; built with the Teams SDK, it can answer in natural language with large language models (LLMs), and personal apps use conversational bots that talk to one user directly. One codebase can deploy the same agent to Teams, Outlook and Microsoft 365. To list an app in the Teams Store, a developer submits it through Partner Center. A Microsoft validator then tests it on desktop, web and mobile clients against the commercial marketplace certification policies and sends a test report, which Microsoft aims to deliver within 24 working hours. Apps in the Teams Store are listed automatically in the Microsoft commercial marketplace.",
    "A free version allows messages and calls of up to 60 minutes. Business plans are subscriptions priced per user."
   ],
   "maker": "Microsoft",
   "links": {
    "docs": "https://learn.microsoft.com/en-us/microsoftteams/platform/overview",
    "pricing": "https://www.microsoft.com/en-us/microsoft-teams/compare-microsoft-teams-business-options"
   },
   "page": "https://aiolum.com/tool/microsoft-teams/"
  },
  {
   "slug": "myleadfox",
   "name": "MyLeadFox",
   "job": "finding",
   "definition": "A searchable database of e-commerce shops, used to find and qualify sales leads by platform, installed apps and site performance, then export verified contacts.",
   "url": "https://myleadfox.com/",
   "price": "Starter plan: US$39 a month billed monthly (US$199 a year billed yearly); a 24-hour pass costs US$5",
   "readOn": "2026-10-28",
   "freeTier": "limited free demo, 20 searches a day without an account",
   "about": [
    "MyLeadFox is a lead database for selling to online shops. A lead is a possible customer; here each lead is an e-commerce shop with its contact routes. The database describes 13.14 million shops in 249 countries, each by 100 queryable fields.",
    "MyLeadFox visits every storefront and records what it publishes: the shop platform (such as Shopify, WooCommerce or Magento), theme, installed apps, tracking pixels, catalogue size, languages, shipping reach, contact routes, measured page performance and SEO metadata. A user filters the shops on these fields, sees live result counts and charts of the segment, and then exports the chosen rows as a CSV file or to Google Sheets. Contact enrichment finds and verifies email addresses at the moment of the request. Every filter is also available through an API, an MCP server and a command-line tool.",
    "MyLeadFox is a hosted web service, sold as a short pass or as a monthly or yearly subscription. Exports are metered per lead, one row being one lead, and extra leads and enrichments can be bought."
   ],
   "maker": "MyLeadFox",
   "links": {
    "docs": "https://myleadfox.com/api-docs",
    "pricing": "https://myleadfox.com/pricing"
   },
   "page": "https://aiolum.com/tool/myleadfox/"
  },
  {
   "slug": "n8n-community",
   "name": "n8n Community",
   "job": "finding",
   "definition": "The official discussion forum of the n8n workflow automation platform, where users ask questions, share workflows, request features and present projects.",
   "url": "https://community.n8n.io/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "The n8n Community is the official forum of n8n, a workflow automation platform. A workflow automation platform connects apps, APIs and AI models into chains of steps that run automatically. The forum is at community.n8n.io. n8n is a product of n8n GmbH of Berlin, and the forum's contact link points to the n8n imprint page.",
    "The forum runs on Discourse, an open-source forum software. Members open topics in categories: Questions for troubleshooting, understanding nodes (the building blocks of an n8n workflow) and reporting bugs; Help me Build my Workflow for working out an automation with other members; Feature Requests to suggest and vote for features; Built with n8n for showing finished projects; Announcements and Security Advisories for news from n8n; and Jobs, which connects people who hire n8n talent with members looking for work. In October 2026 the forum counted about 48,400 topics, 588,000 posts and 184,000 users.",
    "Anyone can read the public categories; members log in to post."
   ],
   "maker": "n8n GmbH",
   "page": "https://aiolum.com/tool/n8n-community/"
  },
  {
   "slug": "obsidian",
   "name": "Obsidian",
   "job": "finding",
   "definition": "A free note-taking app that keeps notes as local Markdown files and can be extended with thousands of community plugins and themes.",
   "url": "https://obsidian.md/",
   "price": "The app is free; optional Sync costs US$4 per user per month billed yearly (US$5 billed monthly)",
   "readOn": "2026-10-28",
   "freeTier": "yes: the app is free without limits",
   "about": [
    "Obsidian is a note-taking and knowledge-base app for desktop and mobile. It stores notes on the user's device as plain-text Markdown files (Markdown is a simple text format with marks such as # for headings), so the notes stay readable without the app and work offline. Obsidian is made by a small, independent team that is supported by its users rather than investors.",
    "Notes link to each other, a graph view shows the links, and Canvas is an unlimited board for diagrams and layouts. Through an open API, developers write plugins that change what the app does. The community directory at community.obsidian.md lists 9,587 plugins and 941 themes built by the community, in categories such as integrations, files, AI and automation; examples are Calendar, Kanban, Dataview and Excalidraw.",
    "The app is free, also for commercial use. Obsidian earns money from optional paid services, Sync (end-to-end encrypted sync with version history) and Publish (turns notes into a website), and from optional Catalyst and Commercial licenses."
   ],
   "maker": "Obsidian",
   "links": {
    "docs": "https://docs.obsidian.md/",
    "pricing": "https://obsidian.md/pricing",
    "github": "https://github.com/obsidianmd"
   },
   "page": "https://aiolum.com/tool/obsidian/"
  },
  {
   "slug": "openalternative",
   "name": "OpenAlternative",
   "job": "finding",
   "definition": "A website that lists open-source alternatives to proprietary software, where each open-source project gets a listing page with a link to its site.",
   "url": "https://openalternative.co/",
   "price": "Advertising from US$147 a month (Silver plan, monthly billing); the price of a listing is not shown without signing in",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "OpenAlternative is a directory website made by Piotr Kulpinski: a community-driven list of open-source alternatives to proprietary software and applications. Open-source software publishes its source code under a license that lets anyone read, change and share it. Each listing names the proprietary products that the tool can replace, such as Google Analytics or Auth0.",
    "Visitors browse by category, collection, tag, license or tech stack, or look for self-hosted and AI-native tools. Each entry shows repository data such as stars, the last commit and the license. The ranking uses a health score built from stars and forks, project age and recent commits, with a 5% bonus for listings that the project's own team has verified. Repositories on GitHub, GitLab, Codeberg, Bitbucket and Gitee are supported.",
    "The site sells advertising and takes part in affiliate programs. It reports about 220,000 visitors a month. Ad plans rotate across the whole site and are billed monthly or yearly."
   ],
   "maker": "Piotr Kulpinski",
   "links": {
    "pricing": "https://openalternative.co/advertise"
   },
   "page": "https://aiolum.com/tool/openalternative/"
  },
  {
   "slug": "openfuture",
   "name": "OpenFuture",
   "job": "finding",
   "definition": "A website directory of AI tools, sorted by category and pricing type, where makers submit their tools to be listed for visitors.",
   "url": "https://openfuture.ai/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "OpenFuture (openfuture.ai) is a directory website of AI tools. Its pages describe it as one place where users discover, explore and compare AI tools for work, creativity and business, instead of searching many separate sites. It is aimed at marketers, content creators, developers, business owners and everyday users.",
    "The home page lists more than 40,000 tools, with views for recommended, newly added and coming-soon tools. Users search or browse more than 40 categories, from image generators and code assistants to SEO and sales assistants, and filter by pricing type (free, freemium, free trial, paid or contact for pricing) and by device. Each entry has tags, a short description and a link to the tool's own site. Visitors sign in with Google or Discord to save favorites, and makers must sign in to submit a tool; news items can also be submitted.",
    "The pages read show no price for listing a tool."
   ],
   "maker": "OpenFuture.ai",
   "aka": [
    "Openfuture"
   ],
   "page": "https://aiolum.com/tool/openfuture/"
  },
  {
   "slug": "outbid",
   "name": "Outbid",
   "job": "finding",
   "definition": "",
   "url": "https://outbid.lol/",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "page": "https://aiolum.com/tool/outbid/"
  },
  {
   "slug": "partnerstack",
   "name": "PartnerStack",
   "job": "finding",
   "definition": "A partner relationship management platform that runs a B2B software company's affiliate, referral and reseller programs and pays the partners' commissions.",
   "url": "https://partnerstack.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "PartnerStack is a PRM, or partner relationship management platform: software that a B2B software company uses to run programs in which outside partners bring in customers. It supports affiliate, referral, reseller, co-sell and influencer partners. Its network has more than 131,000 active partners, and companies can be found by partners in the PartnerStack Marketplace.",
    "A company recruits partners, gives them onboarding and training material, and tracks each partner's leads through affiliate links or lead and deal registration. CRM integrations copy partner referrals into the company's sales system. Commissions are paid out to partners automatically, with payments built for B2B SaaS sales cycles rather than one-time payouts. Full-funnel reports show what each partner earned and brought in, and an MCP connector lets a team query the program from AI tools such as Claude, ChatGPT and Cursor.",
    "PartnerStack is sold as Launch and Growth plans and enterprise contracts. The price depends on program size, features and support level and is set during a sales demo."
   ],
   "maker": "PartnerStack",
   "links": {
    "docs": "https://docs.partnerstack.com/docs",
    "pricing": "https://partnerstack.com/pricing"
   },
   "page": "https://aiolum.com/tool/partnerstack/"
  },
  {
   "slug": "peerpush",
   "name": "PeerPush",
   "job": "finding",
   "definition": "A product discovery directory where software makers list their products, other builders upvote them, and AI assistants read the structured listings to recommend tools.",
   "url": "https://peerpush.com/",
   "price": "Free listing (waits in a queue); Standard Launch US$39 one time for instant publishing",
   "readOn": "2026-10-28",
   "freeTier": "yes, free submission in a queue",
   "about": [
    "PeerPush is a product discovery platform, a website where makers of software list their products so that people and AI assistants can find them. Its site describes it as built for indie makers, startups and tech enthusiasts, and reports over 1.2 million visits a month.",
    "A maker pastes the product's address, and PeerPush fills in the listing with AI, or the maker writes it by hand: use cases, audiences, platforms, pricing, alternatives and screenshots. Listings use controlled vocabularies (fixed lists of allowed terms), so that AI systems such as ChatGPT and Claude can query and read them reliably; PeerPush also offers an MCP server and a public API for this. Other builders upvote and comment, which raises a product's PeerPush score and its place in daily, weekly and monthly rankings. Unlike a one-day launch site, listings stay visible after launch, and each paid listing carries a permanent link to the product's website.",
    "Listing is free, but free submissions wait in a queue. One-time paid plans publish at once and can add featured promotion."
   ],
   "maker": "PeerPush",
   "links": {
    "pricing": "https://peerpush.com/pricing"
   },
   "page": "https://aiolum.com/tool/peerpush/"
  },
  {
   "slug": "pinterest-tag",
   "name": "Pinterest Tag",
   "job": "finding",
   "definition": "Pinterest's tracking code for websites: it records what visitors do after seeing a Pinterest ad, so advertisers can measure conversions and retarget those visitors.",
   "url": "https://help.pinterest.com/en/business/article/install-the-pinterest-tag",
   "price": "You set the budget; no fixed price",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "The Pinterest Tag is a piece of code from Pinterest that an advertiser adds to its website. It lets Pinterest track visitors to the site and the actions they take after seeing or engaging with a Pinterest ad, so the advertiser can measure how well its ads work.",
    "The base code goes on every page of the site. Event codes go only on pages where a specific conversion happens; a conversion is an action such as a page visit, a search, adding an item to the cart, a checkout, a sign-up or a lead. These events appear in conversion reports in Pinterest Ads Manager, build audiences for ad targeting, and are required for conversion campaigns and dynamic retargeting ads, which show ads again to people who visited the site. The tag is installed through an integration partner or by hand, and Pinterest's Conversions API can send the same events from the advertiser's server for more coverage.",
    "The tag requires a Pinterest business account and an advertiser account; it is part of Pinterest's advertising system, where the advertiser pays for ads."
   ],
   "maker": "Pinterest",
   "links": {
    "docs": "https://developers.pinterest.com/docs/track-conversions/track-conversions-in-the-api/"
   },
   "page": "https://aiolum.com/tool/pinterest-tag/"
  },
  {
   "slug": "pipeboard",
   "name": "Pipeboard",
   "job": "finding",
   "definition": "A hosted MCP service that connects AI assistants such as Claude, ChatGPT and Cursor to Meta, Google, TikTok and other ad accounts, so they can report on and change campaigns.",
   "url": "https://pipeboard.co/",
   "price": "Pro plan: US$29.90 a month, billed monthly, for 3 ad account slots and unlimited tool executions",
   "readOn": "2026-10-28",
   "freeTier": "yes, 30 tool executions a week, 2 ad accounts",
   "about": [
    "Pipeboard is a hosted service that connects AI assistants to advertising accounts through MCP (Model Context Protocol), the standard that lets an assistant call external tools and data. It runs remote MCP servers for Meta, Google, TikTok, Snap and Reddit Ads, and also connects LinkedIn, Microsoft and Pinterest Ads and Google Analytics. Its Meta Ads server works with Facebook and Instagram ads.",
    "A user creates a Pipeboard account, connects an ad platform, and adds Pipeboard to an assistant such as Claude, ChatGPT, Claude Code, Cursor or n8n. The user then asks questions in plain language; the assistant reads campaign performance through Pipeboard and, with the right permissions, creates campaigns, uploads creatives and updates budgets. API tokens can be read-only or limited to chosen accounts and tools, and platform credentials stay on Pipeboard's servers. A command-line tool offers the same functions in a shell.",
    "Pipeboard is a subscription service with a free plan. The code of its Meta Ads MCP server is public on GitHub under the Business Source License 1.1."
   ],
   "maker": "Pipeboard",
   "links": {
    "pricing": "https://pipeboard.co/pricing",
    "github": "https://github.com/pipeboard-co/meta-ads-mcp"
   },
   "page": "https://aiolum.com/tool/pipeboard/"
  },
  {
   "slug": "post-bridge",
   "name": "post bridge",
   "job": "finding",
   "definition": "A social media scheduler: it publishes one post or video to many social accounts on up to 10 platforms at once, immediately or at a planned time.",
   "url": "https://www.post-bridge.com/",
   "price": "Marketer plan: US$39 a month, billed monthly, for 15 connected social accounts; yearly billing saves two months",
   "readOn": "2026-10-28",
   "freeTier": "7-day free trial; free users get 5 posts a month",
   "about": [
    "post bridge is a social media scheduler: a web app that publishes one post to several social networks at once, immediately or at a set time. It supports 10 platforms: Instagram, TikTok, YouTube, X, LinkedIn, Facebook, Pinterest, Threads, Bluesky and Google Business. Jack Friks, a Canadian developer, builds it alone and answers the support email himself.",
    "A user writes a post once, picks the connected accounts and can give each platform its own caption and settings. Posts can be videos, images, text, carousels (several images in one post) and reels. A content calendar shows the queue, and bulk video scheduling spreads a batch of videos over days or weeks. Several accounts on the same platform can be connected. Developers and AI agents get a REST API, a command-line tool and an MCP server (Model Context Protocol, a standard way for AI assistants to call outside tools) to upload media and schedule posts.",
    "post bridge is a subscription service priced by the number of connected accounts, with unlimited posts on paid plans and a 7-day free trial; free users can make 5 posts a month."
   ],
   "maker": "Jack Friks (post bridge)",
   "links": {
    "pricing": "https://www.post-bridge.com/#pricing",
    "github": "https://github.com/post-bridge-hq/agent-mode"
   },
   "aka": [
    "Post-Bridge"
   ],
   "page": "https://aiolum.com/tool/post-bridge/"
  },
  {
   "slug": "promptzone",
   "name": "PromptZone",
   "job": "finding",
   "definition": "An online community where AI builders, prompt engineers and creators publish posts about AI prompts, guides, tools and model releases, and discuss them in comments.",
   "url": "https://www.promptzone.com/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "PromptZone is an online community for AI builders, prompt engineers and creators. A prompt is the text instruction given to an AI model, and prompt engineering is the practice of writing such instructions so that the model gives useful results. Members publish posts about AI prompts, guides, tools, research papers and model releases, and other members comment on them.",
    "The site works like a blog platform shared by many authors: each post has an author, tags such as #ai, #llm, #prompt or #stablediffusion, and a reading time, and the home page lists posts as Relevant, Latest or Top. Next to the posts, the site offers free resources: an LLM VRAM calculator, tables of cloud GPU prices and LLM API prices, a list of MCP servers and an AI prompts library. PromptZone runs on Forem, the open-source community software behind DEV Community, which is built with Ruby on Rails.",
    "Members create an account to publish and comment. The pages show no fee for posting; the site has a page for advertisers."
   ],
   "maker": "PromptZone",
   "page": "https://aiolum.com/tool/promptzone/"
  },
  {
   "slug": "pypi",
   "name": "PyPI",
   "job": "finding",
   "definition": "The Python Package Index, the official public repository of Python software: authors upload packages there, and users download and install them with a package installer.",
   "url": "https://pypi.org/",
   "price": "Free to publish from a personal account; corporate organization accounts cost US$5 per member user a month",
   "readOn": "2026-10-28",
   "freeTier": "free for personal accounts and qualifying community organizations",
   "about": [
    "PyPI, the Python Package Index, is the official package repository for the Python programming language: a public server that stores software packages so that anyone can find, download and install them. The Python Software Foundation and the Python community develop and maintain it. The home page counts more than 927,000 projects, 10 million releases and 1.1 million users.",
    "A package author creates a project on PyPI and uploads each new version as a release, made of files such as a source archive or a wheel (a pre-built package). Users search or browse the site and install packages with a package installer, which downloads the files from PyPI. The service also offers Trusted Publishing, attestations that show where a package was built (its provenance), two-factor authentication for accounts, and APIs and datasets: a JSON API, an upload API, download statistics and BigQuery datasets.",
    "Personal accounts have no listed price. Corporate organization accounts are billed per member each month, and qualifying community organizations get the same organization features at no cost."
   ],
   "maker": "Python Software Foundation",
   "links": {
    "docs": "https://docs.pypi.org/",
    "pricing": "https://docs.pypi.org/organization-accounts/pricing-and-payments/",
    "github": "https://github.com/pypi/warehouse"
   },
   "page": "https://aiolum.com/tool/pypi/"
  },
  {
   "slug": "rent-trade-show",
   "name": "RENT (Real Estate & New Technologies)",
   "job": "finding",
   "definition": "A yearly trade show in Paris where companies that sell technology to real estate professionals rent stands and meet buyers.",
   "url": "https://paris.rent.immo/",
   "price": "Visitor pass: €250 for one day or €390 for two days, excluding VAT; stand prices for exhibitors are not published",
   "readOn": "2026-10-28",
   "freeTier": "free one-day entry for students",
   "about": [
    "RENT (Real Estate & New Technologies) is a trade show in Paris about proptech, the software and other technology used to sell, rent and manage property. The site is published by Realnewtech SAS, a Paris company. The 2026 edition takes place on 4 and 5 November in Pavilion 6 of Paris Expo Porte de Versailles.",
    "Exhibitors show products such as AI, automation, data management and collaborative tools to visitors: real estate agents, developers, property managers, investors and local authorities. The site counts more than 400 exhibitors, more than 11,000 attendees and more than 100 startups. The program has conferences, workshops and pitches. The RENT CHANNEL streams debates and interviews live during the show, with replays afterwards. An online Proptech Marketplace lets attendees exchange messages and book meetings before, during and after the event.",
    "Visitors buy a paid pass for one day, two days or online access; students enter free for one day. Attendance can count toward the yearly continuing training that the French ALUR law requires of real estate professionals. Exhibitors book stands through a separate booking site, and the show's pages do not publish stand prices."
   ],
   "maker": "Realnewtech SAS",
   "aka": [
    "RENT trade show"
   ],
   "page": "https://aiolum.com/tool/rent-trade-show/"
  },
  {
   "slug": "retention-com",
   "name": "Retention.com",
   "job": "finding",
   "definition": "An identity data service that matches anonymous website visitors to email addresses and other personal identifiers, so a business can send them marketing.",
   "url": "https://retention.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Retention.com, also called R!, is an identity data company. It sells identity resolution: the matching of scattered signals, such as a website visit, a device or an email address, to one real person. Its products include Retention FLEX for online shops (sold before under the Retention.com name), RB2B for business-to-business sales teams, and contact data APIs under the Moltsets name.",
    "An online shop installs a small script, a pixel, on its website. The service matches anonymous visitors against its network of profiles of people who, the company says, opted in to partner marketing; the network covers the United States only. Matched email addresses are checked for delivery and sent in real time to the shop's email marketing service, such as Klaviyo or Attentive, so the shop's existing browse and abandoned-cart emails reach these visitors. Other products add identifiers such as hashed email addresses (HEMs), mobile advertising IDs (MAIDs) and IP addresses, plus demographic and behavioral data.",
    "Retention.com is a hosted service, with data delivered through real-time APIs or bulk files. Its pricing link leads to account sign-up, and its public pages show no prices."
   ],
   "maker": "Retention.com",
   "page": "https://aiolum.com/tool/retention-com/"
  },
  {
   "slug": "typeframes",
   "name": "Revid (formerly Typeframes)",
   "job": "finding",
   "definition": "An AI video platform that turns a prompt, a link or a viral video into short-form videos and publishes them to TikTok, Instagram, YouTube and X.",
   "url": "https://www.revid.ai/",
   "price": "From US$39 a month (Hobby plan)",
   "readOn": "2026-10-28",
   "freeTier": "free trial, no credit card required",
   "about": [
    "Revid, formerly Typeframes, is an AI video platform from Revid SAS. It was founded in Paris in 2023 as Typeframes, a tool that turned text into product intro and Product Hunt launch videos for SaaS founders. It was renamed Revid in April 2024 when it grew into a full video platform, and the address typeframes.com now leads to revid.ai.",
    "Revid writes a script and creates the visuals, voice-over, captions and music. The input can be a prompt, a website or product page, an audio file, a PDF, or one of 2.77 million viral videos in its library, whose structure Revid reuses for an original video. A timeline editor changes any scene, exports go up to 4K, and videos can be posted or scheduled to TikTok, Instagram, YouTube and X. Auto-Mode workers make a new video on a schedule. A REST API, an MCP server and a command-line tool give the same functions to programs and AI agents.",
    "Revid is a hosted service sold as monthly or yearly subscriptions. Video generation uses AI credits included in each plan."
   ],
   "maker": "Revid SAS",
   "links": {
    "docs": "https://www.revid.ai/docs",
    "pricing": "https://www.revid.ai/pricing"
   },
   "aka": [
    "Typeframes"
   ],
   "page": "https://aiolum.com/tool/typeframes/"
  },
  {
   "slug": "roblox-developer-forum",
   "name": "Roblox Developer Forum",
   "job": "finding",
   "definition": "Roblox's official online forum where game creators read platform news, ask for help, report bugs, share tools and find collaborators.",
   "url": "https://devforum.roblox.com/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "The Roblox Developer Forum, often called the DevForum, is Roblox's official discussion site for creators who build experiences (games) on the Roblox platform. It runs on Discourse, an open-source forum software, and has been online since February 2016. Roblox staff, the developer relations team and a moderation team take part in it.",
    "Posts are sorted into categories. Updates carries product announcements and news from Roblox staff. Help and Feedback is for development questions and feedback on projects. Bug Reports and Feature Requests are addressed to Roblox, and the forum says Roblox engineers read the feature requests often. Resources holds tutorials and resources from the community and staff. Collaboration holds job listings and portfolios, and the Bulletin Board lets developers share content with their communities on Roblox. The forum's statistics count about 1.5 million users and more than 14 million posts.",
    "The forum is a community site run by Roblox. Anyone can read it, and its pages show no fees or paid plans."
   ],
   "maker": "Roblox",
   "page": "https://aiolum.com/tool/roblox-developer-forum/"
  },
  {
   "slug": "saashub",
   "name": "SaaSHub",
   "job": "finding",
   "definition": "",
   "url": "https://www.saashub.com/",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "page": "https://aiolum.com/tool/saashub/"
  },
  {
   "slug": "shipmunk",
   "name": "Shipmunk",
   "job": "finding",
   "definition": "An App Store optimization app for Mac, iPhone and iPad that tracks how apps rank for chosen App Store search keywords and suggests new keywords.",
   "url": "https://docs.indiegoodies.com/shipmunk",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Shipmunk is an ASO tool for Mac, iPhone and iPad, made by Indie Goodies, a two-person independent development team. ASO (App Store Optimization) is the work of choosing an app's title, subtitle and keywords so that the app ranks higher in App Store search results. Shipmunk searches the App Store, saves apps in lists and tracks how apps rank for chosen keywords.",
    "A user opens an app's detail page, enters keywords separated by commas and starts tracking. Shipmunk then records the app's rank for each keyword every day, together with the keyword's popularity, difficulty and traffic score, and draws the trends as graphs. It suggests new keywords from App Store search hints, from the words in other apps' titles and descriptions, and from Search Ads recommendations. A keyword optimizer fits the tracked keywords into the App Store's 100-character keyword field. It can also switch between regional storefronts and connect App Store Connect accounts to manage reviews. Data stays on the device.",
    "It is a native app written in Swift and sold as a universal purchase: one purchase covers the buyer's Macs, iPhones and iPads that use the same iCloud account."
   ],
   "maker": "Indie Goodies",
   "links": {
    "docs": "https://docs.indiegoodies.com/shipmunk",
    "github": "https://github.com/IndieGoodies/Shipmunk"
   },
   "page": "https://aiolum.com/tool/shipmunk/"
  },
  {
   "slug": "skills-sh",
   "name": "skills.sh",
   "job": "finding",
   "definition": "An open directory of installable skills for AI coding agents, run by Vercel, that ranks each skill by how often developers install it.",
   "url": "https://www.skills.sh/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "skills.sh is an open directory of skills for AI agents, operated by Vercel. A skill is a reusable package of instructions, kept in a GitHub repository with a SKILL.md definition file, that gives an agent procedural knowledge for a task, such as calling a particular API or following a design method.",
    "A developer installs a skill with the open-source skills CLI (command-line tool): the command npx skills add <owner/repo> fetches it from GitHub and makes it available to agents such as Claude Code, Cursor, Codex, GitHub Copilot and Windsurf. The site indexes every public skill installed through this CLI and ranks skills by anonymous, deduplicated install counts that the CLI reports, so a skill is listed without a separate submission. Each skill page shows the source repository, the install count, the agents that use it most and the results of security audits by partner companies; skills that fail every audit are removed. Packs bundle several skills into one install command.",
    "The directory is free to use, and the CLI, the ingestion pipeline and the site are open source."
   ],
   "maker": "Vercel",
   "links": {
    "docs": "https://www.skills.sh/docs",
    "github": "https://github.com/vercel-labs/skills"
   },
   "page": "https://aiolum.com/tool/skills-sh/"
  },
  {
   "slug": "smartlead",
   "name": "Smartlead",
   "job": "finding",
   "definition": "Cold email software: it sends personalized sales email sequences from many sender mailboxes, warms up new addresses to avoid spam folders and collects all replies in one inbox.",
   "url": "https://www.smartlead.ai/",
   "price": "Base plan: US$39 a month billed monthly for 2,000 contacts and 6,000 email sends a month, or US$32 a month billed yearly",
   "readOn": "2026-10-28",
   "freeTier": "free trial",
   "about": [
    "Smartlead is cold email software for sales teams, made by Smartlead. Cold email is a first sales email to a person who has not been in contact with the company before. Smartlead sends personalized email sequences from many sender mailboxes and handles the replies in one place.",
    "A team connects any number of mailboxes and uploads its leads. Smartlead rotates the sending between mailboxes and runs warm-up: an engine that sends, opens and answers emails in a private network so that each new address builds a sender reputation and reaches the primary inbox instead of spam. It also sets up the SPF, DKIM and DMARC DNS records, which prove that the mail comes from the domain owner. Campaigns use personalization fields, spintax (text variants), follow-up subsequences based on the lead's intent and automated replies. A master inbox, called the unibox, collects the replies from all campaigns. Add-ons provide verified leads and ready-made mailboxes, and an API, webhooks and an MCP server connect it to other tools.",
    "It is a hosted service with a monthly or yearly subscription; plans differ by the number of contacts and emails sent each month."
   ],
   "maker": "Smartlead",
   "links": {
    "pricing": "https://www.smartlead.ai/pricing"
   },
   "page": "https://aiolum.com/tool/smartlead/"
  },
  {
   "slug": "smithery",
   "name": "Smithery",
   "job": "finding",
   "definition": "A public directory of MCP servers, the plug-in tools that AI agents call, where developers publish servers and agents find each server's address.",
   "url": "https://smithery.ai/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "public directory; paid plans end on 31 October 2026",
   "about": [
    "Smithery is a public registry of MCP servers. MCP (Model Context Protocol) is an open standard through which AI agents call outside tools; an MCP server wraps one service, such as web search or a business application, as a set of tools that an agent can call. Smithery was founded by Henry Mao and Anirudh Kamath, and Arcade.dev acquired it in August 2026.",
    "The site lists MCP servers and agent skills, each with a description, a usage count and its tools, and developers publish their own servers there. Until 31 October 2026, Smithery also ran a connection service: its CLI and API connected an agent to a server once and handled OAuth sign-in, credential storage and token refresh, so the same connected account worked across Claude, GPT and open-source models. On that date Smithery shuts down this service, together with its accounts, API keys, CLI and SDKs. Smithery stays online as a public, non-proxied directory powered by Arcade.dev, and its server pages show each vendor's direct MCP address.",
    "The directory is open to everyone. Paid plans end with the shutdown, and Smithery refunds every charge made since 5 August 2026."
   ],
   "maker": "Smithery (part of Arcade.dev)",
   "links": {
    "docs": "https://smithery.ai/docs",
    "github": "https://github.com/smithery-ai"
   },
   "page": "https://aiolum.com/tool/smithery/"
  },
  {
   "slug": "stackcommerce",
   "name": "StackCommerce",
   "job": "finding",
   "definition": "A commerce company that sells brands' products through its deals marketplace, publishers' shops, newsletters and creators, and pays those partners for the sales they bring.",
   "url": "https://www.stackcommerce.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "StackCommerce is a commerce platform for publishers and brands. It started in Venice, California, in 2011 as a flash sale site for tech deals. It now connects media outlets, independent publishers, content creators, retailers and brands. It is backed by TPG and has bought BrandCycle, The Fascination and Reviewed.",
    "A brand with a digital or physical product lists it in the StackCommerce marketplace. The product then appears on StackSocial.com and in white-labeled shops: stores that carry a publisher's own brand but are run by StackCommerce. It can also be featured in marketing email, SMS, web push messages, newsletters and commerce content (articles written to sell a product) on partner sites. Sales use a dropship model: the seller ships each order straight to the buyer, so the brand has no inventory risk. BrandCycle matches brands with vetted influencers, and affiliates can also find the products through StackCommerce's Impact integration.",
    "Publishers and creators earn commissions on the sales they bring. Brands buy flat-fee packages or performance campaigns paid per page view, click or conversion; the site publishes no fixed price."
   ],
   "maker": "StackCommerce",
   "page": "https://aiolum.com/tool/stackcommerce/"
  },
  {
   "slug": "startup-fame",
   "name": "Startup Fame",
   "job": "finding",
   "definition": "",
   "url": "https://startupfa.me/",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "page": "https://aiolum.com/tool/startup-fame/"
  },
  {
   "slug": "startupsfyi",
   "name": "Startups.fyi",
   "job": "finding",
   "definition": "A startup directory and weekly newsletter where founders pay to list their products, with revenue and launch details, in front of other founders and indie makers.",
   "url": "https://www.startups.fyi/",
   "price": "Featured directory listing from US$29; newsletter classified ad US$169 per issue (discounted price shown)",
   "readOn": "2026-10-28",
   "freeTier": "no; only paid listings are published",
   "about": [
    "Startups.fyi is a directory of startups and side projects, with a free weekly newsletter about how founders build profitable online businesses. Each listing page shows a short description of the product, a link to its website, the launch year, the location, the category and a revenue label such as a monthly revenue figure or \"Pre-revenue\".",
    "A founder submits a product through an online form, and a person reviews each project against the site's content and quality rules before it is published. A featured listing is a permanent entry in the searchable directory and includes a backlink: a link from another site to the product's site, which search engines count when they rank pages. The newsletter has more than 15,000 subscribers, mostly startup founders, business owners and indie makers, and it carries two kinds of paid ads: text-only classified ads at the bottom of an issue and one premium sponsorship with an image at the top.",
    "Startups.fyi is a hosted website. Featured listings are paid per listing, and newsletter ads are paid per issue."
   ],
   "maker": "Startups.fyi",
   "aka": [
    "StartupsFYI"
   ],
   "page": "https://aiolum.com/tool/startupsfyi/"
  },
  {
   "slug": "store-leads",
   "name": "Store Leads",
   "job": "finding",
   "definition": "A database of ecommerce stores: it lists millions of online shops with their platform, apps, sales estimates and contacts, so sales teams can filter and export leads.",
   "url": "https://storeleads.app/",
   "price": "From US$75 a month (Premium plan: 1 user, stores on any 2 platforms, for use in the web interface); Pro with CSV export and API US$250 a month; 15% off with a yearly plan",
   "readOn": "2026-10-28",
   "freeTier": "free account with a limited preview",
   "about": [
    "Store Leads, from Lochside Software, Inc., is a data platform about ecommerce stores. Its database lists more than 14 million active stores on 415 ecommerce platforms, including Shopify, WooCommerce and Square Online, and it is updated weekly. Customers use it for lead generation (finding companies to sell to), data enrichment, market research and alternative investment data.",
    "For each store it tracks over 40 attributes. Firmographic data describes the business: category, country, creation date, estimated monthly sales, employee count and product count. Other fields cover social media accounts with follower counts, non-personal contact details, and technographic data (the technology a site uses): the ecommerce platform, installed apps with install and uninstall dates, theme and shipping carriers. A user combines up to 60 search filters, for example all Apparel stores using Shopify in the US with at least 10 products, then exports the list as CSV, sends it to a CRM (customer relationship management system) or reads it through the API. A Chrome extension is also offered.",
    "It is a hosted service sold as monthly subscriptions, with a discount for yearly plans; a free account shows a limited preview."
   ],
   "maker": "Lochside Software, Inc.",
   "links": {
    "docs": "https://storeleads.app/help",
    "pricing": "https://storeleads.app/#pricing"
   },
   "page": "https://aiolum.com/tool/store-leads/"
  },
  {
   "slug": "supademo",
   "name": "Supademo",
   "job": "finding",
   "definition": "An interactive demo platform: teams capture their product's screens into clickable, step-by-step demos and share them as links or embed them in websites and apps.",
   "url": "https://supademo.com/",
   "price": "Free plan for 1 creator; Scale plan US$38 per creator a month, billed yearly",
   "readOn": "2026-10-28",
   "freeTier": "free plan for 1 creator with 5 guided interactive demos",
   "about": [
    "Supademo is a platform for interactive product demos: clickable walk-throughs of a software product that a viewer steps through in a browser. Teams use them for marketing, sales, onboarding and training.",
    "A creator captures a product flow as screenshots, video or HTML (a copy of the page's own code), then edits each step in the demo editor, with AI text personalization, branching and variables. Guided demos lead the viewer through fixed steps; sandbox demos let viewers explore an interactive copy of the product freely, without user accounts or real data; mobile demos show app flows tap by tap. Demos are shared as a link, an embed, a video or a PDF, or grouped in a Demo Hub that opens inside the customer's own product. Screen recordings in up to 4K are also supported. An optional AI Demo Agent talks with visitors, qualifies buyers and shows the matching demos. Tracking links and analytics show how viewers use each demo.",
    "It is a hosted subscription service, with a free plan for one creator and paid plans billed per creator."
   ],
   "maker": "Supademo",
   "links": {
    "docs": "https://docs.supademo.com/",
    "pricing": "https://supademo.com/pricing"
   },
   "page": "https://aiolum.com/tool/supademo/"
  },
  {
   "slug": "superblog",
   "name": "Superblog",
   "job": "finding",
   "definition": "A hosted blogging platform: a company writes posts in Superblog's dashboard, and Superblog serves the blog on the company's own domain with technical SEO done automatically.",
   "url": "https://superblog.ai/",
   "price": "From US$49 a month (Pro plan, billed monthly); yearly billing saves 10%",
   "readOn": "2026-10-28",
   "freeTier": "7-day free trial",
   "about": [
    "Superblog is a hosted blog platform that combines the user interface, a CMS (content management system), hosting and an SEO (search engine optimization) engine in one service. A company points a path or subdomain of its own site, such as /blog or blog.example.com, or a whole domain, to Superblog, which provides the hosting, the SSL certificate and the CDN (content delivery network).",
    "Posts are served as pre-built static HTML from more than 200 edge locations, which keeps pages fast and Lighthouse scores (Google's page-quality audit) high. Each page gets Article, Organization, FAQ and image structured data, an XML sitemap regenerated on every publish, canonical URLs and Open Graph tags. For GEO (generative engine optimization: being found and cited by AI assistants), Superblog also publishes a Markdown copy of every post and an llms.txt index. The dashboard has an editor that accepts Markdown, scheduled posts, team roles, lead forms, redirects, auto-translation with hreflang tags, cookie-free analytics, an API and an MCP integration.",
    "It is sold as a monthly or yearly subscription, with a 7-day free trial."
   ],
   "maker": "Superblog",
   "links": {
    "docs": "https://superblog.ai/docs",
    "pricing": "https://superblog.ai/pricing"
   },
   "page": "https://aiolum.com/tool/superblog/"
  },
  {
   "slug": "tapfiliate",
   "name": "Tapfiliate",
   "job": "finding",
   "definition": "Affiliate tracking software: it records which affiliate, referrer or influencer brought each click and sale, and calculates the commission each partner earns.",
   "url": "https://tapfiliate.com/",
   "price": "From US$89 a month (Launch plan, monthly billing; US$74 a month billed yearly)",
   "readOn": "2026-10-28",
   "freeTier": "free trial only (7 days on Launch)",
   "about": [
    "Tapfiliate is affiliate management software, a hosted service that runs a business's affiliate, referral and influencer programs. In such a program, outside partners promote a product with their own tracking links or coupon codes and earn a commission on the sales they bring. Tapfiliate is part of Mitgo, an online advertising company.",
    "The business connects its shop or billing system through one of more than 30 integrations (Shopify, Stripe, BigCommerce and others), a JavaScript tracking pixel on its pages, the REST API, or server-to-server postbacks. Tapfiliate then records each click and conversion, links it to the right partner, and calculates the commission: a percentage, a fixed amount, tiers, recurring commissions on subscriptions, or multi-level commissions for sub-affiliates. Partners sign up and follow their results in a portal that can carry the business's own brand.",
    "It is sold as a subscription with monthly or annual billing and a free trial on each plan. The plans differ in the number of affiliates, clicks and conversions per month."
   ],
   "maker": "Tapfiliate (part of Mitgo)",
   "links": {
    "docs": "https://developers.tapfiliate.com/",
    "pricing": "https://tapfiliate.com/pricing/"
   },
   "page": "https://aiolum.com/tool/tapfiliate/"
  },
  {
   "slug": "tella",
   "name": "Tella",
   "job": "finding",
   "definition": "A screen-recording and video-editing app: it records the screen, camera and voice, edits the result through its transcript, and shares the video as a link.",
   "url": "https://www.tella.com/",
   "price": "From US$13 per user a month (Pro plan, billed annually)",
   "readOn": "2026-10-28",
   "freeTier": "free trial only (7 days)",
   "about": [
    "Tella is screen-recording software for Mac, Windows and the web browser, with a video editor and video hosting in the same product. It records the screen, the camera, the microphone and the system audio. The screen and the camera are kept as separate tracks, so the layout can still change after recording.",
    "After a recording, Tella adds layouts, backgrounds, zoom effects and subtitles automatically. The editor works on a timeline or on the transcript: deleting words in the text removes mistakes, filler words and silences from the video. Transcription covers 106 languages, and a sound tool removes background noise and echo. The Tella Agent is an AI editor that makes edits from chat messages and is paid for with monthly credits. A finished video is shared as a link or an embedded player, or downloaded in up to 4K at 60 frames per second; viewer analytics show who watched and where viewers stopped.",
    "It is a subscription service priced per user, with Pro, Premium and Enterprise plans and a 7-day free trial of Pro."
   ],
   "maker": "Tella",
   "links": {
    "pricing": "https://www.tella.com/pricing"
   },
   "page": "https://aiolum.com/tool/tella/"
  },
  {
   "slug": "testimonial-to",
   "name": "Testimonial.to",
   "job": "finding",
   "definition": "A testimonial service: it collects text and video reviews from customers and shows them on a website through embeddable widgets such as a Wall of Love.",
   "url": "https://testimonial.to/",
   "price": "From US$25 a month (Starter plan, monthly billing; US$300 billed yearly)",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited (10 text and 2 video testimonials in total)",
   "about": [
    "Testimonial.to is a hosted service for social proof, which means evidence from other customers that a product works. It collects text and video testimonials, organizes them and shows them on a website. The same platform also runs NPS surveys (Net Promoter Score: a 0 to 10 question on how likely a customer is to recommend the product), collects case studies and monitors mentions of a brand.",
    "A business shares a collection page with its logo, colors and custom domain, and customers write a text or record a video there. The testimonials arrive in an inbox where they are tagged and approved. Praise already posted on X, LinkedIn, Reddit, G2, Google and other sites can be imported. To show testimonials, the business pastes a short HTML snippet into its site; the snippet loads a widget such as the Wall of Love, a grid of approved testimonials, and works in no-code builders such as Webflow and WordPress. Higher plans add a REST API, webhooks and Zapier.",
    "It is a subscription service with a limited free plan and paid plans billed monthly or yearly, each with a 7-day free trial."
   ],
   "maker": "Testimonial (testimonial.to)",
   "links": {
    "pricing": "https://testimonial.to/pricing"
   },
   "page": "https://aiolum.com/tool/testimonial-to/"
  },
  {
   "slug": "the-rundown-ai",
   "name": "The Rundown AI",
   "job": "finding",
   "definition": "A daily email newsletter and news site about artificial intelligence; companies reach its readers through sponsored sections and through its news, guides and tool lists.",
   "url": "https://www.therundown.ai/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "not applicable (advertising prices on request)",
   "about": [
    "The Rundown AI is an email newsletter and news site about artificial intelligence, published by The Rundown AI, Inc. The main AI newsletter goes out Monday to Friday and explains the day's AI news, why it matters and how to apply it at work. The company also sends Tech and Robotics newsletters, and its website carries news articles, how-to guides, a list of trending AI tools and courses.",
    "The company states 2.5 million active subscribers across its newsletters, 1.7 million of them for the AI newsletter, with more than 80% of readers in the US. A newsletter arrives directly in the email inbox, so no social-media ranking algorithm decides who sees it. Businesses buy sponsorship formats: a Main Ad, with the sponsor's logo at the top of the email and a text and image section of up to 400 characters; a Secondary Ad in the middle of the email; or a Full Email Takeover of a whole Sunday issue. Main and Secondary Ads also stay on the website.",
    "Readers subscribe with an email address. Advertising prices are not published; advertisers get in touch with the company."
   ],
   "maker": "The Rundown AI, Inc.",
   "page": "https://aiolum.com/tool/the-rundown-ai/"
  },
  {
   "slug": "thedevtoolsdir",
   "name": "TheDevToolsDir",
   "job": "finding",
   "definition": "An online directory of developer tools sorted by category; makers list a product there so that developers find it and so that it gets dofollow backlinks.",
   "url": "https://thedevtoolsdir.com/",
   "price": "Free with a badge exchange; featured listing US$19 one-time; US$29 one-time for featured listings on TheDevToolsDir and TheSaaSDir",
   "readOn": "2026-10-28",
   "freeTier": "yes, with a badge link back to the directory",
   "about": [
    "TheDevToolsDir is a curated web directory of developer tools: a website that lists products, each with a short description and a link, sorted by what they do. Categories include CI/CD (continuous integration and delivery, the automatic build, test and release of code), monitoring, databases, testing, hosting, analytics and many more. A sister directory, TheSaaSDir, lists software-as-a-service products.",
    "A maker submits a product with only an email address; no account is needed. Each listing page links to the product's website with dofollow links, which are links that search engines follow and count when they rank pages, so they can raise the domain authority of the linked site (a score that SEO tools give to a whole website). A free listing requires the maker to put a TheDevToolsDir badge with a dofollow link on its own site; the directory checks the badge regularly and unpublishes the listing when the badge stays missing for 7 days. A paid listing needs no badge, gets 3 backlinks and is featured on the home page and the category pages.",
    "Paid listings are one-time payments, not subscriptions."
   ],
   "maker": "TheDevToolsDir",
   "links": {
    "pricing": "https://thedevtoolsdir.com/pricing/"
   },
   "page": "https://aiolum.com/tool/thedevtoolsdir/"
  },
  {
   "slug": "tinylaunch",
   "name": "TinyLaunch",
   "job": "finding",
   "definition": "A product launch website in the style of Product Hunt: makers submit a product, visitors upvote it, and the top three of each launch period win badges and backlinks.",
   "url": "https://www.tinylaunch.com/",
   "price": "Standard launch free; Premium Launch US$39 per launch",
   "readOn": "2026-10-28",
   "freeTier": "yes, Standard Launch (backlink only for the top 3)",
   "about": [
    "TinyLaunch is a product launch platform: a website where makers present new products and visitors vote for them, in the style of Product Hunt. Each product gets a page and appears on the home page during a launch period, where it collects upvotes.",
    "The three products with the most votes in a launch period receive a winner badge and a dofollow backlink. A dofollow link is one that search engines count when they rank pages, so it can raise the domain rating (DR, an SEO score for a whole website); TinyLaunch states a DR above 72 for its own site. The backlink is granted when the maker embeds the TinyLaunch badge, with a dofollow link back to TinyLaunch, on its own landing page. A paid Premium Launch skips the queue, guarantees the backlink and is shown between the 3rd and 4th places. Other paid services are featured spots on the page, an AI visibility report and a service that submits a product to 110 directories.",
    "A Standard Launch is free; the other offers are paid one at a time or by the week."
   ],
   "maker": "TinyLaunch",
   "links": {
    "pricing": "https://www.tinylaunch.com/pricing"
   },
   "page": "https://aiolum.com/tool/tinylaunch/"
  },
  {
   "slug": "toolpilot-ai",
   "name": "Toolpilot.ai",
   "job": "finding",
   "definition": "",
   "url": "https://www.toolpilot.ai/",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "page": "https://aiolum.com/tool/toolpilot-ai/"
  },
  {
   "slug": "trustspot",
   "name": "TrustSpot (now RaveCapture)",
   "job": "finding",
   "definition": "An e-commerce review platform: it asks buyers for product reviews, photos and survey answers after a purchase, and shows them on the store's pages.",
   "url": "https://ravecapture.com/",
   "price": "From US$19 a month (RaveCapture Starter plan, 200 credits)",
   "readOn": "2026-10-28",
   "freeTier": "free plan",
   "about": [
    "TrustSpot was a software platform for collecting customer reviews, testimonials and user-generated content (UGC: photos and videos made by customers). Its address, trustspot.io, now leads to RaveCapture, a review platform for e-commerce stores from a company in Birmingham, Alabama.",
    "A store connects RaveCapture to Shopify, WooCommerce, BigCommerce or Magento. After each order, automated emails ask the buyer for a review, with the review form inside the email. Widgets then show star ratings, reviews, customer photos and videos on the store's product pages. Verified reviews and product ratings are sent to Google Shopping, search and ads, so that star ratings can appear there. Post-purchase surveys collect feedback and NPS scores (Net Promoter Score, a rating from 0 to 10 of how likely a customer is to recommend the store), and AI features summarize reviews and draft replies.",
    "RaveCapture is a hosted service with a free plan and monthly paid plans. Plans are sized in credits that follow the store's monthly order volume."
   ],
   "maker": "RaveCapture",
   "links": {
    "pricing": "https://ravecapture.com/pricing/"
   },
   "aka": [
    "TrustSpot"
   ],
   "page": "https://aiolum.com/tool/trustspot/"
  },
  {
   "slug": "turbo0",
   "name": "Turbo0",
   "job": "finding",
   "definition": "A product directory for content creation tools: makers list their products, and creators browse them by category, collection and votes.",
   "url": "https://turbo0.com/",
   "price": "Free listing with a backlink; paid listing from US$29.9 one time (Basic plan)",
   "readOn": "2026-10-28",
   "freeTier": "free listing, backlink to Turbo0 required",
   "about": [
    "Turbo0 is a directory website for content creation products and resources: tools for video, audio, images, writing, website creation, productivity and growth. Content creators use it to discover tools, and product makers submit their own products to be listed on turbo0.com. The site links to the GitHub repository Justin3go/turbo0.com.",
    "The site combines a searchable directory, categories, tags, product pages, community votes, collections and a blog. Each approved product gets its own listing page with links to the product's site. Dofollow links are links that search engines follow and count when they rank pages, which is why makers use directories for SEO (search engine optimization). The home page also ranks products in weekly, monthly and yearly top lists and in lists built from traffic estimates.",
    "A free listing requires a backlink to Turbo0 and is reviewed within two weeks. Paid listing plans are one-time payments: Basic is listed at once, Pro adds featured placement, and Review Blog adds a review article on the Turbo0 blog. Turbo0 states that paid placement does not guarantee search rankings or traffic."
   ],
   "maker": "Turbo0 (GitHub: Justin3go)",
   "links": {
    "pricing": "https://turbo0.com/pricing",
    "github": "https://github.com/Justin3go/turbo0.com"
   },
   "page": "https://aiolum.com/tool/turbo0/"
  },
  {
   "slug": "twitch",
   "name": "Twitch",
   "job": "finding",
   "definition": "A live streaming platform: creators broadcast video live to viewers who chat with them, and earn money from subscriptions, Bits and ads.",
   "url": "https://www.twitch.tv/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Twitch is an interactive livestreaming service run by Twitch Interactive, Inc. Creators stream video games, music, sports, talk shows, food and drink, travel and other content, and viewers watch live and chat with the creator and with each other in the same channel.",
    "To go live from a PC, a streamer creates an account, sets up broadcasting software such as OBS (Open Broadcaster Software, which captures the screen, camera and microphone and sends the video stream to Twitch), adds a title, category and tags in the Creator Dashboard, and starts the stream. Streams can also come from a phone, a PlayStation or an Xbox. Developers can build Extensions, custom tools that run on a channel for its community.",
    "Twitch is a platform, not software that a business buys. Monetized creators earn from viewer subscriptions, from Bits, a virtual good that viewers buy and use to Cheer in chat, from ads during streams and from sponsorships. Brands can also buy advertising on Twitch."
   ],
   "maker": "Twitch Interactive, Inc.",
   "page": "https://aiolum.com/tool/twitch/"
  },
  {
   "slug": "typefully",
   "name": "Typefully",
   "job": "finding",
   "definition": "A social media scheduler: teams write, schedule and publish posts and threads to X, LinkedIn, Threads, Bluesky and Mastodon, and see analytics.",
   "url": "https://typefully.com/",
   "price": "From US$12.50 a month (Starter plan, as stated on Typefully's blog)",
   "readOn": "2026-10-28",
   "freeTier": "free plan",
   "about": [
    "Typefully, from Typefully Inc., is a web app for writing and scheduling social media posts. It publishes to X (Twitter), LinkedIn, Threads, Bluesky and Mastodon, and one post can be cross-posted to several of these networks at once.",
    "A focused editor shows a preview of each post and thread before it goes live, and AI tools brainstorm, rewrite and expand drafts in the writer's own style. A calendar shows what is scheduled, in review and ready, and teams share drafts with comments and @mentions. Analytics show which posts worked. For X, engagement tools can repost a post after a delay (auto-retweet) or publish a follow-up post when a post reaches a set number of likes or retweets (auto-plug). A Mac app, an API and an MCP server let other tools and AI agents add drafts and manage the calendar.",
    "Typefully is a hosted service with a free plan and paid subscriptions. The pricing page loads its prices by script; the price below comes from Typefully's own blog."
   ],
   "maker": "Typefully Inc.",
   "links": {
    "docs": "https://typefully.com/docs/api",
    "pricing": "https://typefully.com/pricing"
   },
   "page": "https://aiolum.com/tool/typefully/"
  },
  {
   "slug": "verifiedtools",
   "name": "Verified Tools",
   "job": "finding",
   "definition": "A directory website of AI and SaaS tools that sells listings with permanent dofollow backlinks, featured placement and reviews, plus AI visibility monitoring.",
   "url": "https://www.verifiedtools.info/",
   "price": "Starter Listing: US$12, one payment, for one permanent dofollow backlink; Pro Listing with review US$129",
   "readOn": "2026-10-28",
   "freeTier": "yes, free submission with a dofollow backlink",
   "about": [
    "Verified Tools is a web directory of AI and SaaS (software as a service) tools at verifiedtools.info, with more than 800 tools that visitors can filter by category and price. Its terms say it is operated by a South Korea-based individual. Each listing is reviewed by hand before it appears.",
    "A tool maker submits the tool and, after the review, keeps a permanent dofollow backlink: a link that search engines are allowed to count when they rank the linked site. Paid packages add a month of featured placement on the home page, a written review of 1,000 or more words with images, posts on X and, in the top package, a five-minute YouTube review video. A separate monitoring service runs weekly checks of how ChatGPT, Claude, Perplexity, Gemini and Google's AI Overview describe a brand and which competitors they name. A link exchange earns backlinks from other verified sites on a credit system.",
    "It is a hosted website. A basic submission is free; listing packages are one-time payments, and monitoring is billed per three-month period."
   ],
   "maker": "Verified Tools (operated by an individual based in South Korea)",
   "links": {
    "pricing": "https://www.verifiedtools.info/pricing"
   },
   "aka": [
    "VerifiedTools"
   ],
   "page": "https://aiolum.com/tool/verifiedtools/"
  },
  {
   "slug": "vidalytics",
   "name": "Vidalytics",
   "job": "finding",
   "definition": "A video hosting and analytics service for sales videos: it plays marketing videos on a business's pages and measures which viewers buy afterwards.",
   "url": "https://vidalytics.com/",
   "price": "Starter plan: US$24 a month billed monthly, or US$19 a month billed yearly; 100 GB bandwidth included",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with 1 video and 50 GB bandwidth; no conversion tracking",
   "about": [
    "Vidalytics is a video hosting service for marketers, made by Vidalytics Inc. It is built for sales videos such as a VSL (video sales letter, a video that replaces a written sales page), webinar replays and lead generation videos.",
    "A marketer uploads a video and embeds the Vidalytics player in a landing page. The player has conversion features: smart autoplay, resume play, calls to action, play gates (forms that ask for an email address before the video continues), countdown timers and interactive Smart Vids. Analytics show watch time, engagement heatmaps, play rates and a funnel view, and viewers can be tagged in a CRM or email platform according to how much they watched. For conversion tracking, the marketer places a Vidalytics conversion script on the confirmation page that follows a purchase or sign-up; each lead or sale is then attributed to the video the buyer watched before. Integrations include Google Analytics, Facebook, Zapier, Make and Segment, and higher plans add AI captions and an API.",
    "It is a hosted service with a free plan and monthly or yearly subscriptions; bandwidth above each plan's allowance is billed per gigabyte."
   ],
   "maker": "Vidalytics Inc.",
   "links": {
    "docs": "https://help.vidalytics.com/",
    "pricing": "https://help.vidalytics.com/vidalytics-plans-pricing"
   },
   "page": "https://aiolum.com/tool/vidalytics/"
  },
  {
   "slug": "waalaxy",
   "name": "Waalaxy",
   "job": "finding",
   "definition": "A LinkedIn outreach automation tool: it sends connection requests, messages and follow-ups to chosen LinkedIn profiles automatically, with optional email steps.",
   "url": "https://www.waalaxy.com/",
   "price": "Pro plan: €19 per user a month, billed yearly, for 300 invitations a month",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial",
   "about": [
    "Waalaxy is a LinkedIn and email outreach automation tool, made by Waalaxy, that runs as a web app and a Chrome extension. Outreach automation means that software performs the repeated steps of contacting prospects (possible buyers) on a schedule, instead of a person doing each one by hand.",
    "A user builds a list of prospects from LinkedIn Search, Sales Navigator or Recruiter Lite, or imports a list. The user then picks one of more than 99 ready-made sequences, and Waalaxy sends connection requests, messages and follow-ups until a prospect replies, optionally with email steps. It spaces actions with human-like timing and daily limits to stay within LinkedIn's limits, up to 800 new connection requests a month. An email finder adds verified professional email addresses. Replies arrive in a shared inbox, a dashboard shows the reply rate per campaign, and conversations sync to HubSpot, Pipedrive and other tools through Zapier, Make or the API.",
    "It is a hosted subscription priced per user, billed monthly, quarterly or yearly, with a 14-day free trial."
   ],
   "maker": "Waalaxy",
   "links": {
    "docs": "https://docs.waalaxy.com/introduction",
    "pricing": "https://www.waalaxy.com/pricing"
   },
   "page": "https://aiolum.com/tool/waalaxy/"
  },
  {
   "slug": "webinarjam",
   "name": "WebinarJam",
   "job": "finding",
   "definition": "A webinar platform for selling online: it hosts live video presentations with registration pages, chat, polls and timed sales offers, then sends replays.",
   "url": "https://webinarjam.com/",
   "price": "Starter plan: US$49 a month billed monthly, or US$39 a month billed yearly, for up to 100 attendees per webinar",
   "readOn": "2026-10-28",
   "freeTier": "14-day trial for US$1",
   "about": [
    "WebinarJam is webinar software made by Genesis Digital LLC of Las Vegas. A webinar is a live online presentation that registered attendees watch in a browser; WebinarJam is built for webinars that sell a product, course or coaching program.",
    "The host creates a webinar with customizable registration pages, and a built-in email and SMS system contacts registrants. Attendees join with one click from a browser or device, without a download. During the session the host can use live chat, polls and surveys, an on-screen whiteboard, injected pre-recorded videos and live offer displays that show a product to buy at a set moment. Audience members can be brought on stage as presenters, and the session can be broadcast to Facebook and YouTube. Sessions are recorded and replays are sent to registrants automatically; fully automated, scheduled replays run in the companion product EverWebinar. Integrations include ActiveCampaign, Mailchimp, ConvertKit, Twilio and Zapier.",
    "It is a hosted service sold as a monthly or yearly subscription; plans differ by the maximum attendees per webinar and session length, and a 14-day trial costs US$1."
   ],
   "maker": "Genesis Digital LLC",
   "links": {
    "pricing": "https://webinarjam.com/pricing/"
   },
   "page": "https://aiolum.com/tool/webinarjam/"
  },
  {
   "slug": "whop",
   "name": "Whop",
   "job": "finding",
   "definition": "A platform for selling courses, memberships, communities and software online: Whop runs the checkout, billing and access checks, and takes a fee on each payment.",
   "url": "https://whop.com/",
   "price": "2.7% plus US$0.30 per successful domestic card payment; 1.5% more for international cards",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Whop is a commerce platform from Whop Inc. for people who sell online: courses, coaching, newsletters, paid communities, events, software and physical products. A seller creates a whop (a store with its own URL), adds products with prices, and Whop handles checkout, billing and subscription management.",
    "Each purchase becomes a membership. For software sold on Whop, the seller's server asks the Whop API whether a user has access right now (the users.checkAccess call) before it serves paid features, or it validates a license key issued with each purchase. Developers work with the API, SDKs for TypeScript and Python, embeddable checkout elements and a command line tool (CLI). Whop also offers ads, payouts, cards and affiliate programs for sellers.",
    "Whop charges a fee on each payment: a percentage plus a fixed amount for each card transaction, with separate fees for financing, payouts and disputes."
   ],
   "maker": "Whop Inc.",
   "links": {
    "docs": "https://docs.whop.com/get-started",
    "pricing": "https://docs.whop.com/fees",
    "github": "https://github.com/whopio"
   },
   "page": "https://aiolum.com/tool/whop/"
  },
  {
   "slug": "wordpress-org-plugin-directory",
   "name": "WordPress.org Plugin Directory",
   "job": "finding",
   "definition": "The official free directory of WordPress plugins: developers host their plugins there, and WordPress site owners search, rate and install them.",
   "url": "https://wordpress.org/plugins/",
   "price": "Free to post",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "The WordPress.org Plugin Directory is the official catalog of free plugins for WordPress, a content management system (software for building and editing websites). A plugin is an add-on that extends what a WordPress site can do. The directory lists over 77,000 free plugins, each with its ratings, its number of active installations and the WordPress version it was tested with.",
    "The directory is a hosting site, not a listing site. A developer signs up for a WordPress.org account and submits a plugin, and the Plugin Review Team reviews it manually. After approval the developer gets a Subversion (SVN) repository, a version control system that stores the code; the plugin appears in the directory shortly after the code and a readme.txt file are uploaded. Each hosted plugin gets download statistics, user reviews and a free support forum.",
    "Hosting a plugin is free. Every plugin must be compatible with the GNU General Public License v2 or later, and its built-in features must not sit behind license gates, paywalls or time-limited trials."
   ],
   "maker": "WordPress.org (the WordPress project)",
   "links": {
    "docs": "https://developer.wordpress.org/plugins/wordpress-org/"
   },
   "page": "https://aiolum.com/tool/wordpress-org-plugin-directory/"
  },
  {
   "slug": "yoast",
   "name": "Yoast SEO",
   "job": "finding",
   "definition": "A WordPress plugin for search engine optimization: it checks posts for keyphrases and readability while they are written and adds sitemaps and structured data automatically.",
   "url": "https://yoast.com/product/yoast-seo-wordpress/",
   "price": "Free plugin; Yoast SEO Premium costs US$118.80 a year (excluding VAT)",
   "readOn": "2026-10-28",
   "freeTier": "yes, the core plugin is free",
   "about": [
    "Yoast SEO is a search engine optimization (SEO) plugin for WordPress, made by Yoast BV. SEO is the work of making pages easy for search engines to find, understand and rank. The plugin is installed from the plugin list inside WordPress, and Yoast says it runs on more than 13 million sites.",
    "While an author writes a post, Yoast SEO analyzes the text, shows whether the keyphrase appears in the title, headings and introduction, and gives a readability score from 0 to 100 in more than 25 languages. In the background it creates XML sitemaps (lists of all pages for search engines), adds JSON-LD structured data (schema markup that describes each page to search engines), sets canonical URLs to avoid duplicate content, and adds breadcrumb trails.",
    "The core plugin is free. Yoast SEO Premium, a yearly subscription, adds redirect management, analysis of up to five keyphrases per post and AI help for writing missing metadata."
   ],
   "maker": "Yoast BV",
   "links": {
    "docs": "https://developer.yoast.com/",
    "pricing": "https://yoast.com/shop/"
   },
   "aka": [
    "Yoast"
   ],
   "page": "https://aiolum.com/tool/yoast/"
  },
  {
   "slug": "youtube-ads",
   "name": "YouTube Ads",
   "job": "finding",
   "definition": "Google's advertising product for YouTube: a business runs video ads on YouTube and on video partner sites through Google Ads and sets its own budget.",
   "url": "https://business.google.com/us/ad-solutions/youtube-ads/",
   "price": "You set the budget; no fixed price",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "YouTube Ads is the advertising product for YouTube, sold by Google through Google Ads, Google's system for creating and managing ad campaigns. An advertiser creates a video campaign in a Google Ads account, and the ads run on YouTube and on video partner sites.",
    "Formats include skippable and non-skippable in-stream ads (shown before, during or after a video), in-feed video ads on the YouTube home feed and in YouTube search, Shorts ads, bumper ads, masthead ads and audio ads. The campaign type follows the goal: Demand Gen campaigns aim to convert new customers, Video View campaigns build consideration, and Video Reach campaigns build awareness; Google AI chooses the creative and the combination of ad formats. Google Ads metrics report views, engagement and actions such as website conversions.",
    "There is no fixed price. The advertiser decides how much to spend and sets an average daily budget; the monthly spending limit is that daily budget multiplied by the average number of days in a month."
   ],
   "maker": "Google (YouTube)",
   "links": {
    "docs": "https://support.google.com/google-ads/"
   },
   "page": "https://aiolum.com/tool/youtube-ads/"
  },
  {
   "slug": "zawya",
   "name": "ZAWYA",
   "job": "finding",
   "definition": "A business and financial news website for the Middle East and Africa, run by LSEG, that also publishes press releases from companies, governments and organizations.",
   "url": "https://www.zawya.com/en/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "ZAWYA is a business and financial news website for the Middle East and North Africa (MENA), published as ZAWYA by LSEG (London Stock Exchange Group), in English and Arabic. It was founded in London in 2000, moved to Dubai in 2002 and was bought by Thomson Reuters in June 2012; it is now part of LSEG.",
    "Its news sections cover capital markets (IPOs, bonds and sukuk, which are bonds structured to follow Islamic finance rules), business sectors, the economy, construction and energy projects, and the Islamic economy, plus videos, podcasts and ZAWYA Green for renewable energy. A separate press-release section publishes releases from companies, governments and organizations across MENA, sorted into categories such as Companies News, Government News, People In The News, and Africa and Asia press releases. The contact page gives a separate email address and telephone line for press-release inquiries.",
    "ZAWYA also sells research reports, company databases, advertising and sponsorship. Its pages list no prices."
   ],
   "maker": "LSEG (London Stock Exchange Group)",
   "aka": [
    "Zawya"
   ],
   "page": "https://aiolum.com/tool/zawya/"
  },
  {
   "slug": "discord",
   "name": "Discord",
   "job": "keeping",
   "definition": "A chat platform: a business opens a community space, called a server, where its users talk with each other and with the team in text and voice channels.",
   "url": "https://discord.com/",
   "price": "Free to use",
   "readOn": "2026-10-13",
   "freeTier": "free",
   "about": [
    "Discord is a communications platform for text, voice and video chat, made by the company Discord. Its founders released the first version in May 2015 as a gaming-focused chat app for desktop and mobile; today people use it for communities on many topics. It runs on desktop computers, phones, web browsers and gaming consoles.",
    "The main unit is the server: a space that a person or a business creates for a community. Most servers are small and invitation-only, and some are large and public. A server holds text channels, one for each topic, and voice channels, which members join with one click, without a call, to talk, turn on video or share their screen. Owners set permissions to manage and moderate members, and add their own rules on top of Discord's Community Guidelines. Members also send direct messages and run group chats of up to 25 people. Discord's official API lets developers build apps for servers.",
    "Creating an account and a server is free. Discord sells Nitro, an optional subscription with extras such as larger file uploads and custom emoji, and Server Boosts, which give a server extra perks."
   ],
   "maker": "Discord",
   "links": {
    "docs": "https://discord.com/developers/docs/intro"
   },
   "page": "https://aiolum.com/tool/discord/"
  },
  {
   "slug": "resend",
   "name": "Resend",
   "job": "keeping",
   "definition": "An email sending service for developers: an application calls its API to send emails such as password resets and order confirmations, and it also sends newsletters to a contact list.",
   "url": "https://resend.com/",
   "price": "From US$20 a month for the Pro plan with 50,000 emails a month",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Resend is an email sending platform for developers, made by the company Resend. It delivers transactional emails (messages that an application sends to one user after an event, such as a password reset or a receipt) and marketing emails (broadcasts to a list of contacts).",
    "An application sends an email with one call to the Resend REST API or through SMTP, the standard protocol for mail; official SDKs exist for Node.js, Python, Ruby, PHP, Go, Rust, Java, Elixir and .NET. Webhooks notify the application's server each time an email is delivered, opened or bounced, or a link is clicked. Templates can be written as React components with react-email, an open-source library from Resend, instead of hand-written HTML tables. To help emails reach the inbox, Resend supports DKIM, SPF and DMARC authentication (DNS records that prove the sender owns the domain), keeps a suppression list of addresses that must not get mail, and sends from regions in four continents. A visual editor, contact lists and analytics serve newsletters.",
    "Resend is a hosted service. A free plan allows 100 emails a day; paid plans are billed monthly by email volume."
   ],
   "maker": "Resend",
   "links": {
    "docs": "https://resend.com/docs",
    "pricing": "https://resend.com/pricing",
    "github": "https://github.com/resend"
   },
   "page": "https://aiolum.com/tool/resend/"
  },
  {
   "slug": "crisp",
   "name": "Crisp",
   "job": "keeping",
   "definition": "A customer support tool: it puts a chat widget on a website and collects chat, email and other customer messages in one shared inbox for the team.",
   "url": "https://crisp.chat/en/",
   "price": "From US$45 a month for one workspace (Mini plan, 4 seats included)",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "Crisp is a customer support platform made by Crisp IM SAS, a company based in France. It is a multichannel messaging tool: messages that customers send through different channels arrive in one place, where the support team answers them.",
    "A business adds the Crisp chat widget, a small chat window, to its website or to its iOS, Android or React app, and talks to visitors in real time. Chat, email, WhatsApp, Messenger and other channels go into one shared inbox. A built-in CRM (customer relationship management, a database of contacts) shows each customer's data and past conversations. A knowledge base lets customers search help articles themselves. An AI agent, trained on the company's website, PDFs and articles, answers common questions through no-code workflows, and analytics report the team's daily performance.",
    "Crisp is a hosted service sold as a monthly subscription per workspace, with a number of seats included in each plan. A free plan covers the chat widget and two seats, and every paid plan can be tried free for 14 days."
   ],
   "maker": "Crisp IM SAS",
   "links": {
    "docs": "https://docs.crisp.chat/",
    "pricing": "https://crisp.chat/en/pricing/",
    "github": "https://github.com/crisp-im"
   },
   "page": "https://aiolum.com/tool/crisp/"
  },
  {
   "slug": "intercom",
   "name": "Intercom",
   "job": "keeping",
   "definition": "A customer support helpdesk: it puts a chat window on a website or app, collects customer messages in one shared inbox, and can answer them with an AI agent.",
   "url": "https://www.intercom.com/",
   "price": "From US$19 a month per seat on the Essential plan, billed yearly (new-customer price; list price US$29), plus US$0.99 for each conversation resolved by the Fin AI agent",
   "readOn": "2026-10-28",
   "freeTier": "free trial only (14 days)",
   "about": [
    "Intercom is a helpdesk, software in which a support team receives and answers customer messages. It has two products that share one inbox, one customer record and one knowledge base: the Intercom helpdesk for human agents, and Fin, an AI agent that answers customers by itself.",
    "Customers write through the Messenger, a live chat window on a website or inside an app, or by email, phone and other channels. Messages arrive in a shared inbox with a ticketing system for issues that need more work, and Copilot, an AI assistant inside the inbox, helps the human agents. A public help center holds articles that customers read on their own. Fin is trained on the business's own content and policies, can be tested on simulated conversations before it goes live, and transfers a conversation to a human agent in the inbox when needed. Automated in-app messages onboard and inform customers, and pre-built reports show the results.",
    "Intercom is a hosted service, sold as a subscription per seat (one seat for each agent) plus a fee for each conversation that Fin resolves. A 14-day free trial needs no credit card."
   ],
   "maker": "Intercom",
   "links": {
    "docs": "https://developers.intercom.com/",
    "pricing": "https://www.intercom.com/pricing"
   },
   "page": "https://aiolum.com/tool/intercom/"
  },
  {
   "slug": "featurebase",
   "name": "Featurebase",
   "job": "keeping",
   "definition": "A customer support and feedback tool: one subscription gives a business a live chat inbox, a help center, a feature request board with votes, and a changelog.",
   "url": "https://www.featurebase.app/",
   "price": "From US$29 per seat a month for the Growth plan, billed yearly, plus US$0.49 for each AI resolution",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Featurebase is a customer support and feedback platform for software companies. One subscription combines a help desk, a help center, a feedback portal and an AI support agent.",
    "The help desk is one inbox for live chat, email, Slack and other channels, with tickets, assignment, internal notes and reports. Fibi, the AI agent, answers repeated questions from the company's knowledge base and hands a conversation to a person when needed. The help center publishes help articles on the company's own domain in more than 70 languages; customers search them or ask the AI. The feedback portal is a community page where users request features, vote and discuss ideas. Featurebase also collects requests from the app, calls and other tools, ranks them by the customers and revenue behind them, and informs the people who asked through email updates, changelogs and a public roadmap.",
    "Featurebase is a hosted service. A free plan gives one seat with live chat; paid plans are billed per seat each month, plus a fee for each conversation the AI agent resolves."
   ],
   "maker": "Featurebase",
   "links": {
    "docs": "https://help.featurebase.app/",
    "pricing": "https://www.featurebase.app/pricing"
   },
   "page": "https://aiolum.com/tool/featurebase/"
  },
  {
   "slug": "bento",
   "name": "Bento",
   "job": "keeping",
   "definition": "An email marketing service: it stores a business's contact list and sends campaign emails, automated email sequences and transactional emails such as receipts and password resets.",
   "url": "https://bentonow.com/",
   "price": "From US$29 a month for up to 5,000 active users; then from US$0.01 for each extra user",
   "readOn": "2026-10-13",
   "freeTier": "free trial only",
   "about": [
    "Bento is an email marketing platform made by Backpack Internet Pty. Ltd., an independent company founded in 2018 by Jesse Hanley, with offices in Sydney and Japan. It sends three kinds of email from one account: campaigns (one message to many subscribers), automations (sequences that start on an event such as a sign-up) and transactional email (single messages such as receipts and password resets).",
    "Bento focuses on deliverability, the share of emails that reach the inbox instead of the spam folder. Before a send it checks for broken links, missing first names and spam-like phrases. It can send a large campaign in smaller batches at a set pace, so that a list warms up slowly, and its logs show for each email whether it was delivered, bounced or deferred. Bento publishes its live delivery rates by mailbox provider. Developers connect it through an API, SDKs and an SMTP relay, and it integrates with Shopify, WooCommerce, Stripe, WordPress and Zapier.",
    "Bento is a hosted service sold as a monthly subscription priced by the number of active users."
   ],
   "maker": "Backpack Internet Pty. Ltd.",
   "links": {
    "docs": "https://bentonow.com/docs",
    "pricing": "https://bentonow.com/pricing",
    "github": "https://github.com/bentonow"
   },
   "page": "https://aiolum.com/tool/bento/"
  },
  {
   "slug": "loops",
   "name": "Loops",
   "job": "keeping",
   "definition": "An email platform for software companies: it sends marketing campaigns, automated lifecycle emails and transactional emails such as receipts from one product.",
   "url": "https://loops.so/",
   "price": "From US$49 a month (Growth plan, up to 5,000 subscribed contacts); free plan for up to 1,000 contacts",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to 1,000 contacts and 4,000 sends per 30 days",
   "about": [
    "Loops is an email sending platform for SaaS (software as a service) companies, made by Astrodon Corporation. It sends three kinds of email from one place: campaigns sent once to a segment of contacts, workflows that send emails automatically when a contact does something, and transactional emails such as receipts and password resets that the product sends to one person.",
    "A workflow starts from a trigger, for example a new contact, and can branch on contact properties, so one path welcomes new users and another follows up with users who have not finished setup. A product connects to Loops through an API (for example a POST request that creates a contact or sends a transactional email), SDKs for Node, Ruby and PHP and for frameworks such as Next.js and Laravel, and webhooks. Segments update as contact properties change. Reports show which emails led to upgrades.",
    "Loops is a hosted service. The price depends on the number of subscribed contacts; on paid plans, email sends and team seats are not charged separately, and a free plan covers the first 1,000 contacts."
   ],
   "maker": "Astrodon Corporation",
   "links": {
    "docs": "https://loops.so/docs",
    "pricing": "https://loops.so/pricing"
   },
   "page": "https://aiolum.com/tool/loops/"
  },
  {
   "slug": "sendgrid",
   "name": "SendGrid",
   "job": "keeping",
   "definition": "An email delivery service from Twilio: software sends transactional and marketing emails through its API or SMTP relay, and SendGrid delivers them and reports the results.",
   "url": "https://www.twilio.com/en-us/sendgrid",
   "price": "From US$19.95 a month (Email API Essentials plan); free trial for 60 days",
   "readOn": "2026-10-28",
   "freeTier": "free trial only (60 days)",
   "about": [
    "Twilio SendGrid is an email delivery service made by Twilio Inc. Its main product is the SendGrid Email API, through which a business's software creates, sends and manages email at scale; a second product, Marketing Campaigns, gives marketers tools to create email campaigns. SendGrid's website has moved into Twilio.com, with the same products and documentation.",
    "A program sends each message through a RESTful API (a web interface called with HTTP requests) or through SMTP relay, the standard protocol that mail servers use to pass email on. SendGrid then delivers the messages, with domain authentication (SPF and DKIM records that prove the sender may use the domain), dedicated IP addresses on larger plans, suppression management for addresses that should not receive mail, and an email address validation API. Dynamic templates fill in data for each recipient, and an event webhook reports delivery and engagement events back to the sender's systems. Twilio says the platform delivers more than 200 billion emails a month.",
    "SendGrid is a hosted service. A free trial lasts 60 days; after that, plans are monthly subscriptions priced by email volume and features."
   ],
   "maker": "Twilio Inc.",
   "links": {
    "docs": "https://www.twilio.com/docs/sendgrid",
    "pricing": "https://www.twilio.com/en-us/products/email-api/pricing"
   },
   "aka": [
    "Twilio SendGrid"
   ],
   "page": "https://aiolum.com/tool/sendgrid/"
  },
  {
   "slug": "telegram",
   "name": "Telegram",
   "job": "keeping",
   "definition": "A cloud-based messaging app: people and businesses send messages, files and calls, run large groups and broadcast channels, and keep chats synced across devices.",
   "url": "https://telegram.org/",
   "price": "Free; optional Telegram Premium subscription for extra features",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Telegram is a cloud-based messaging app for phones and desktop computers, with a focus on speed and security. It is supported by Pavel Durov and his brother Nikolai, who developed its custom data protocol, and its development team is based in Dubai. Telegram reports more than 1 billion active users.",
    "Because messages are stored in Telegram's cloud, they sync across all of a user's phones, tablets and computers at the same time. A user can send messages, photos, videos and files of any type up to 2 GB each, create groups of up to 200,000 members, and run channels that broadcast to unlimited audiences. Cloud chats use server-client encryption; optional Secret Chats add client-to-client (end-to-end) encryption and self-destructing messages. Telegram has an open API and publishes source code, and its Bot API lets developers build programs that act inside chats.",
    "Private messaging is free, with no ads or subscription fees. Telegram Premium is an optional subscription that adds features such as 4 GB uploads, faster downloads and voice-to-text conversion."
   ],
   "maker": "Telegram (Pavel and Nikolai Durov)",
   "links": {
    "docs": "https://core.telegram.org/api"
   },
   "page": "https://aiolum.com/tool/telegram/"
  },
  {
   "slug": "brevo",
   "name": "Brevo",
   "job": "keeping",
   "definition": "An email and SMS marketing platform: a business sends newsletters, automated campaigns and transactional emails such as receipts, and manages its contacts in a built-in CRM.",
   "url": "https://www.brevo.com/",
   "price": "From US$9 a month for the Starter plan, billed monthly",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan",
   "about": [
    "Brevo is a customer engagement platform for email, SMS and WhatsApp messages. It was founded in 2012 by Armand Thiberge in India and France, and the companies of the Brevo group include Sendinblue SAS and Sendinblue, Inc.",
    "It covers two kinds of email. Marketing campaigns go to a list of contacts: a drag-and-drop editor and templates build the email, segmentation selects the recipients by attributes, website activity and events, and marketing automation runs multi-step workflows that send a message when a contact does something. Transactional messages, such as a password reset or an order confirmation, go to one person at a time and are triggered by the business's own software through an SMTP relay (a mail server that accepts email from an application) or an API. Brevo also includes a CRM for sales pipelines, live chat and AI agents.",
    "Brevo is a hosted service. It has a free plan; paid plans are monthly or yearly subscriptions priced by the number of emails sent each month."
   ],
   "maker": "Brevo (Sendinblue SAS group)",
   "links": {
    "docs": "https://developers.brevo.com/",
    "pricing": "https://www.brevo.com/pricing/"
   },
   "aka": [
    "Sendinblue"
   ],
   "page": "https://aiolum.com/tool/brevo/"
  },
  {
   "slug": "canny",
   "name": "Canny",
   "job": "keeping",
   "definition": "A customer feedback tool: users post feature requests and vote on them on a board, and the product team uses the votes to decide what to build next.",
   "url": "https://canny.io/",
   "price": "From US$79 a month for the Pro plan, billed yearly",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Canny is a customer feedback platform for software product teams. It is made by Canny, a privately held company founded in 2017 by Sarah Hum and Andrew Rasmussen. It started as feature voting boards and now also captures feedback from sales calls and support conversations.",
    "On a customer-facing feedback portal, users post feature requests and vote for the ones they want most. The team publishes a roadmap, and Canny sends automatic status updates to the people who asked when a request moves forward or ships. Autopilot, Canny's AI feature, reads call transcripts, support tickets and reviews from tools such as Gong, Intercom and Zendesk, extracts the feature requests and merges duplicates. Each request is linked to the customer account and the revenue behind it. Canny is installed with a JavaScript snippet, native integrations or an API. Its MCP server (Model Context Protocol, a standard way for AI assistants to call outside tools) connects it to Claude and ChatGPT.",
    "Canny is a hosted service. It has a free plan, and paid plans are subscriptions priced by the number of tracked users, meaning users linked to feedback."
   ],
   "maker": "Canny (Sarah Hum and Andrew Rasmussen)",
   "links": {
    "docs": "https://help.canny.io/en/",
    "pricing": "https://canny.io/pricing"
   },
   "page": "https://aiolum.com/tool/canny/"
  },
  {
   "slug": "customer-io",
   "name": "Customer.io",
   "job": "keeping",
   "definition": "A customer messaging platform: it sends automated email, push, SMS and in-app messages to each user, triggered by the user's profile data and actions in a product.",
   "url": "https://customer.io/",
   "price": "From US$100 a month for the Essentials plan (5,000 profiles), billed monthly",
   "readOn": "2026-10-28",
   "freeTier": "free trial only (14 days)",
   "about": [
    "Customer.io is a customer engagement platform made by Peaberry Software, Inc. It sends automated messages, such as email, push notifications, in-app and web messages, SMS and webhooks, and each message is driven by the profile and event data that a business sends about its users. An event is a record of something a person did, such as signing up or making a purchase.",
    "Data comes in from several sources: a JavaScript client snippet placed on a website, mobile SDKs for iOS, Android and other platforms, REST APIs, server libraries and data warehouses. Segments group people by these data. Journeys, built in a visual workflow builder, are automated campaigns with triggers, timing and logic that decide which message each person gets and when. The platform also sends transactional emails and includes a drag-and-drop message editor, analytics and an AI agent that builds automations from a written request.",
    "Customer.io is a hosted service sold as a subscription, priced by the number of profiles (people and objects) and emails, with a 14-day free trial."
   ],
   "maker": "Peaberry Software, Inc.",
   "links": {
    "docs": "https://docs.customer.io",
    "pricing": "https://customer.io/pricing"
   },
   "page": "https://aiolum.com/tool/customer-io/"
  },
  {
   "slug": "convertkit",
   "name": "Kit (formerly ConvertKit)",
   "job": "keeping",
   "definition": "An email marketing platform for creators: it collects subscribers through forms and landing pages, sends newsletters and runs automated email sequences.",
   "url": "https://kit.com/",
   "price": "From US$33 a month for the Creator plan with 1,000 subscribers, billed yearly (US$390 a year)",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan up to 10,000 subscribers",
   "about": [
    "Kit, formerly named ConvertKit, is an email marketing and newsletter platform built for creators, such as authors, podcasters and YouTubers, who sell to their own audience. It collects subscribers through landing pages and forms, sends broadcasts (one-off emails to a list) and email sequences, and sells digital products and paid newsletter subscriptions.",
    "Subscribers are grouped with tags and segments, based on their actions or interests. Visual Automations, a visual workflow editor, sends each group its own series of emails, such as a welcome sequence or a product launch. Subscriber Signals shows the demographics and social followings of subscribers. The Kit App Store connects other business tools, a public API and plugins serve developers, and the Kit MCP server lets AI tools ask questions about the account, tag subscribers, draft emails and schedule sends.",
    "Kit is a hosted service. A free plan covers up to 10,000 subscribers; paid plans are monthly or yearly subscriptions priced by the number of subscribers, with a 14-day free trial."
   ],
   "maker": "Kit (formerly ConvertKit)",
   "links": {
    "docs": "https://developers.kit.com/welcome",
    "pricing": "https://kit.com/pricing"
   },
   "aka": [
    "ConvertKit"
   ],
   "page": "https://aiolum.com/tool/convertkit/"
  },
  {
   "slug": "help-scout",
   "name": "Help Scout",
   "job": "keeping",
   "definition": "A customer support platform (help desk): it collects customer emails, chats and other messages in one shared inbox, where a team and AI agents answer them.",
   "url": "https://www.helpscout.com/",
   "price": "From US$25 per user a month for the Standard plan, billed annually; free plan for up to 5 users",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited (5 users, 1 inbox)",
   "about": [
    "Help Scout is a customer support platform, also called a help desk: software in which a support team receives, answers and tracks customer messages. It is made by the company Help Scout, and more than 12,000 companies use it.",
    "Its main product, Inbox, is a shared inbox. Email, SMS, social media messages, live chat and voice arrive in one place, are assigned to team members automatically, and keep their history when a conversation passes from one person to another. Workflows sort and route conversations, saved replies store standard answers, and Docs sites publish a knowledge base (a set of help articles). Copilot drafts replies, answers an agent's questions from the knowledge base, and suggests how to triage a message. Envoy provides an AI agent called Scout that answers customer requests by itself and hands harder cases to people; Help Scout says Scout resolves 73% of requests on average. Signal reports show emerging issues and accounts at risk.",
    "Help Scout is a hosted subscription service priced per user per month, with a free plan for up to 5 users. The Envoy AI agent is billed for each resolved request."
   ],
   "maker": "Help Scout",
   "links": {
    "docs": "https://docs.helpscout.com/",
    "pricing": "https://www.helpscout.com/pricing/"
   },
   "page": "https://aiolum.com/tool/help-scout/"
  },
  {
   "slug": "hubspot",
   "name": "HubSpot",
   "job": "keeping",
   "definition": "A customer platform with a shared CRM: its hubs handle a business's marketing, sales and customer service, including a help desk where support tickets are answered.",
   "url": "https://www.hubspot.com/",
   "price": "Service Hub (help desk): free plan; Starter edition from US$20 a month per seat, billed monthly (US$10 for new customers for a limited time)",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited (free plan)",
   "about": [
    "HubSpot is a customer platform made by HubSpot, Inc.: software for marketing, sales and customer service built on one CRM (customer relationship management system, a database of contacts, companies, deals and their history). It is divided into hubs: Marketing Hub, Sales Hub, Service Hub, Content Hub, Data Hub and Revenue Hub, plus Agent Hub for AI agents.",
    "Service Hub is the help desk. Customer messages from email, live chat and phone become tickets in a help desk workspace; routing rules assign them to team members, SLA rules (service-level agreements) track response times, and reports measure team performance and customer satisfaction. A knowledge base and a customer portal let customers find answers themselves, and Customer Agent, an AI agent, answers questions by email and live chat at any hour. Because all hubs share the CRM, a support agent sees each customer's deals and marketing history next to the ticket. The HubSpot Marketplace offers apps from other companies that connect to HubSpot.",
    "HubSpot is a hosted subscription service. Each hub has a free plan and paid Starter, Professional and Enterprise editions priced per seat per month, with a 14-day free trial."
   ],
   "maker": "HubSpot, Inc.",
   "links": {
    "docs": "https://developers.hubspot.com",
    "pricing": "https://www.hubspot.com/pricing/service"
   },
   "page": "https://aiolum.com/tool/hubspot/"
  },
  {
   "slug": "mailchimp",
   "name": "Mailchimp",
   "job": "keeping",
   "definition": "A hosted email and SMS marketing service: a business keeps its mailing list in Mailchimp and sends newsletters, announcements and automated messages to it.",
   "url": "https://mailchimp.com/",
   "price": "Essentials plan from US$13 a month for the first 12 months at the smallest contact tier; free plan up to 250 contacts",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan up to 250 contacts",
   "about": [
    "Mailchimp is an email and SMS marketing platform: a hosted service that stores a business's contact list and sends marketing messages to it. The Mailchimp trademark belongs to The Rocket Science Group. Contacts are kept in an audience; they arrive through signup and popup forms on the business's website, through imports, or through connected apps, and the business can divide them into segments.",
    "In the web app, a user builds an email from pre-built or custom-coded templates, schedules it, and sends it to the whole audience or to one segment. Marketing automation flows send messages automatically according to rules the business sets. Reports show how each campaign performed. Mailchimp connects to more than 300 other apps, such as Shopify, WooCommerce, Stripe and Zapier, and offers a Marketing API and a Transactional API for developers.",
    "Mailchimp is sold as a subscription. A free plan covers up to 250 contacts. The paid plans, Essentials, Standard and Premium, are priced by the number of contacts, and each plan limits the number of emails sent per month. SMS is a paid add-on."
   ],
   "maker": "Mailchimp (The Rocket Science Group)",
   "links": {
    "docs": "https://mailchimp.com/developer/",
    "pricing": "https://mailchimp.com/pricing/marketing/"
   },
   "page": "https://aiolum.com/tool/mailchimp/"
  },
  {
   "slug": "freshdesk",
   "name": "Freshdesk",
   "job": "keeping",
   "definition": "Help desk software from Freshworks: customer emails and requests become tickets that a support team assigns, answers and tracks, with AI agents that can reply on their own.",
   "url": "https://www.freshworks.com/freshdesk/",
   "price": "From US$19 per agent a month, billed yearly (Growth plan)",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial",
   "about": [
    "Freshdesk is customer service software, a help desk, made by Freshworks Inc. A help desk collects customer questions from email and other channels as tickets: records that a support team assigns, answers and tracks until each problem is solved.",
    "Incoming emails become tickets in a shared inbox. Business rules categorize, prioritize and route tickets to the right team; automations run follow-ups and escalations on time- and event-based triggers; and SLA policies (service level agreements) set the time allowed for each reply. A customer portal with a knowledge base lets customers submit tickets and find answers themselves. Freddy AI, Freshworks' AI, adds an email AI agent that writes back and forth with customers and resolves requests, and an AI Copilot that drafts replies, translates conversations in real time and ranks them by customer sentiment. Freshdesk connects to other business apps, and to AI tools through MCP.",
    "Freshdesk is a hosted service sold as a subscription per agent per month, with a 14-day free trial of the Enterprise plan. Extra AI agent sessions are bought separately."
   ],
   "maker": "Freshworks Inc.",
   "links": {
    "pricing": "https://www.freshworks.com/freshdesk/pricing/"
   },
   "page": "https://aiolum.com/tool/freshdesk/"
  },
  {
   "slug": "mailgun",
   "name": "Mailgun",
   "job": "keeping",
   "definition": "An email delivery service for developers: an application sends automatic emails, such as receipts and notices, through Mailgun's API, which delivers them and reports opens, clicks and bounces.",
   "url": "https://www.mailgun.com/",
   "price": "From US$15 a month (Basic plan, 10,000 emails a month included), then from US$1.80 per 1,000 extra emails",
   "readOn": "2026-10-28",
   "freeTier": "yes, 100 emails a day",
   "about": [
    "Mailgun is an email delivery service for developers, made by Mailgun, part of Sinch. Its main use is transactional email: messages that an application sends automatically to one person after an event, such as a password reset, a receipt or a notice that an order is ready.",
    "An application sends each email through Mailgun's RESTful API or through SMTP relay (SMTP is the standard protocol that mail servers use to pass messages on). Mailgun delivers the message and tracks what happens next, such as deliveries, opens, clicks and bounces, and reports it in analytics and through webhooks, which push each event to the application. Inbound routing receives and parses incoming mail. Separate products check email addresses before sending, by API or by an uploaded list; improve deliverability, so that messages land in the inbox instead of the spam folder; and preview emails before a campaign. A template builder and SDKs are also offered.",
    "Mailgun is a hosted service. A free plan sends up to 100 emails a day; paid plans are monthly subscriptions that include a number of emails, with a price per 1,000 emails beyond that."
   ],
   "maker": "Mailgun (Sinch)",
   "links": {
    "docs": "https://documentation.mailgun.com/",
    "pricing": "https://www.mailgun.com/pricing/"
   },
   "page": "https://aiolum.com/tool/mailgun/"
  },
  {
   "slug": "skool",
   "name": "Skool",
   "job": "keeping",
   "definition": "An online community platform: creators run a community with discussions, courses and events in one place and charge members a subscription or a one-time course price.",
   "url": "https://www.skool.com/",
   "price": "From US$9 a month plus a 10% transaction fee (Hobby plan); Pro plan US$99 a month with a 2.9% fee",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial",
   "about": [
    "Skool is a community platform, a hosted website where a creator runs an online group for members. Its about page says it was founded in 2019 by Sam Ovens and Daniel Kang, has 30 employees and is based in Los Angeles. Anyone can discover communities on Skool or create one; some communities are free and some are paid.",
    "A community owner builds the community, its courses and its events in one place, and charges members either a subscription or a one-time course purchase. Skool combines courses, community discussion and chat, so it works without integrating other tools, and the owner can run it from a mobile device. All plans include unlimited members, courses, videos and live calls, a custom URL and affiliate tools. The public home page lists communities by category, such as tech, money or health, with the monthly price of each paid community.",
    "Skool charges the community owner a monthly subscription plus a transaction fee on member payments; yearly billing gives two months free, and new owners get a 14-day free trial."
   ],
   "maker": "Skool",
   "links": {
    "pricing": "https://www.skool.com/pricing"
   },
   "page": "https://aiolum.com/tool/skool/"
  },
  {
   "slug": "zoom",
   "name": "Zoom",
   "job": "keeping",
   "definition": "A video meeting and webinar platform: people meet online by video, and a company hosts live presentations with questions from a large audience.",
   "url": "https://www.zoom.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "yes, Basic: meetings up to 40 minutes and 100 participants",
   "about": [
    "Zoom is a communication platform made by Zoom Communications, Inc. Its best-known product, Zoom Meetings, is video conferencing software: people join a meeting from the Zoom app on a computer or phone, or from a web browser, and see and hear each other in real time. The wider Zoom Workplace suite adds chat, phone, mail and calendar, scheduling, whiteboards and short video clips.",
    "Zoom Meetings offers HD audio and video with noise suppression, shared documents and whiteboards, captions with translation, and chat that continues before and after a meeting. Zoom AI, included at no extra cost, writes meeting summaries and next steps. Zoom Webinars is a separate product for one-to-many events: the host builds a registration page, presenters wait in a private virtual backstage, and attendees take part through chat, reactions, polls and Q&A; recordings and performance reports follow. Higher plans add multi-session virtual and hybrid events. Developers can embed Zoom video in their own products with the Video SDK and Meeting SDK.",
    "Zoom is a hosted service with a free Basic plan and paid subscriptions per user per month; webinar plans are priced by the number of attendees."
   ],
   "maker": "Zoom Communications, Inc.",
   "links": {
    "pricing": "https://zoom.us/pricing"
   },
   "page": "https://aiolum.com/tool/zoom/"
  },
  {
   "slug": "chatwoot",
   "name": "Chatwoot",
   "job": "keeping",
   "definition": "An open-source customer support platform: a website chat widget, e-mail and messaging apps feed one shared inbox, with an AI agent that answers routine questions.",
   "url": "https://www.chatwoot.com/",
   "price": "Chatwoot Cloud: from US$19 per agent a month (Startups plan); free Hacker plan for up to 2 agents; self-hosting the open-source code is free",
   "readOn": "2026-10-28",
   "freeTier": "yes: up to 2 agents, 500 conversations a month",
   "about": [
    "Chatwoot is a customer support platform made by Chatwoot Inc, offered as open-source software and as a hosted cloud service. It presents itself as an alternative to Intercom and Zendesk.",
    "Chatwoot is an omnichannel inbox: conversations from a live chat widget on the company's website, e-mail (Gmail, Outlook or any IMAP/SMTP server), WhatsApp, Instagram, Messenger, Telegram, SMS and other channels arrive in one queue, where support agents answer them. The chat widget takes the company's colors, logo and text. Agents use private notes, labels, canned responses and automation rules, and a help center publishes articles and FAQs. Captain, the AI part, learns from the help center, PDFs and website, answers routine questions by itself and hands a conversation to a person when needed; Copilot drafts replies for agents. An API and webhooks connect Chatwoot to other software.",
    "The code is released under the MIT License and can run on the company's own servers. Chatwoot Cloud is a subscription priced per agent per month, with a free plan for up to two agents."
   ],
   "maker": "Chatwoot Inc",
   "links": {
    "docs": "https://www.chatwoot.com/docs/product",
    "pricing": "https://www.chatwoot.com/pricing",
    "github": "https://github.com/chatwoot/chatwoot"
   },
   "page": "https://aiolum.com/tool/chatwoot/"
  },
  {
   "slug": "mailerlite",
   "name": "MailerLite",
   "job": "keeping",
   "definition": "An email marketing service: it keeps a business's subscriber list and sends newsletters and automated emails to it, with signup forms and landing pages to grow the list.",
   "url": "https://www.mailerlite.com/",
   "price": "Comfort plan: from US$12 a month",
   "readOn": "2026-10-28",
   "freeTier": "yes: up to 250 subscribers and 2,500 emails a month",
   "about": [
    "MailerLite is an email marketing platform, a hosted service that stores a business's list of subscribers and sends newsletters and automated emails to them. The company MailerLite started the product in 2010 and works as a fully remote team.",
    "A business collects subscribers with signup forms, landing pages, pop-ups or an iPad app at events, then designs emails in a drag-and-drop, custom HTML or simple editor. Automations send timed and targeted emails when a subscriber does something, for example joins the list. The platform also builds websites and blogs, sells digital products and paid newsletter subscriptions, and books appointments. Other features are an AI writing assistant, A/B testing (two versions of an email sent to compare results), an API for developers, and an MCP server, a connector in the Model Context Protocol standard that lets AI assistants such as Claude and ChatGPT manage campaigns.",
    "MailerLite is used in the browser. A Free plan covers up to 250 subscribers and 2,500 emails a month; the paid Comfort, Power and Enterprise plans are monthly subscriptions."
   ],
   "maker": "MailerLite",
   "links": {
    "docs": "https://developers.mailerlite.com/",
    "pricing": "https://www.mailerlite.com/pricing"
   },
   "aka": [
    "Mailerlite"
   ],
   "page": "https://aiolum.com/tool/mailerlite/"
  },
  {
   "slug": "amazon-ses",
   "name": "Amazon SES",
   "job": "keeping",
   "definition": "Amazon Web Services' email sending service: an application sends transactional and marketing email through it by API or SMTP and pays per thousand emails.",
   "url": "https://aws.amazon.com/ses/",
   "price": "Pay per use (à la carte): US$0.10 per 1,000 outbound emails plus US$0.12 per GB of attachments",
   "readOn": "2026-10-28",
   "freeTier": "AWS Free Tier credits for new accounts (up to US$200)",
   "about": [
    "Amazon SES (Simple Email Service) is a cloud email service from Amazon Web Services that an application uses to send and receive email in high volume. Transactional email is a message triggered by a user's action, such as a password reset, a receipt or a shipping notice; SES also sends marketing campaigns and newsletters.",
    "An application sends mail through the SES API, the SMTP interface (the standard protocol that mail servers use) or an AWS SDK. Email can go out from shared, dedicated or owned IP addresses. Sender statistics and deliverability tools, including the Virtual Deliverability Manager, help messages reach the inbox instead of the spam folder. For incoming mail, Mail Manager protects and automates the handling of received email. AWS states that SES handles more than a trillion emails a year.",
    "SES is billed by usage with no minimum fee: à la carte prices per 1,000 emails and per gigabyte of attachments, or tiered monthly plans (Essentials, Pro, Enterprise) for larger senders."
   ],
   "maker": "Amazon Web Services",
   "links": {
    "pricing": "https://aws.amazon.com/ses/pricing/"
   },
   "page": "https://aiolum.com/tool/amazon-ses/"
  },
  {
   "slug": "apple-push-notification-service",
   "name": "Apple Push Notification service",
   "job": "keeping",
   "definition": "Apple's service that delivers push notifications from an app maker's server to its users' iPhones, iPads, Macs and other Apple devices.",
   "url": "https://developer.apple.com/notifications/",
   "price": "No per-message fee listed; shipping the app requires the Apple Developer Program, US$99 a year",
   "readOn": "2026-10-28",
   "freeTier": "no per-message fee listed",
   "about": [
    "Apple Push Notification service (APNs) is the Apple cloud service that carries remote notifications, also called push notifications, to Apple devices. A push notification is a small message from a company's server to its app on a person's device, delivered even when the app is not running; it can show a message, play a sound or update the app icon's badge.",
    "The app obtains a device token, a unique identifier, and sends it to the company's own server, called the provider server. To notify a user, the provider server sends an HTTP/2 POST request over TLS with a JSON payload and the device token to APNs, authenticated with either a signed token or a certificate. APNs validates the request and delivers the notification; if the device is offline, it may store the notification for up to 30 days. A web Push Notifications Console sends test notifications and shows delivery metrics, and broadcast push updates Live Activities for many users at once.",
    "Apple lists no per-message fee. The key that signs the authentication tokens comes from the company's Apple developer account, and shipping the app requires the paid Apple Developer Program."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/documentation/usernotifications",
    "pricing": "https://developer.apple.com/programs/"
   },
   "page": "https://aiolum.com/tool/apple-push-notification-service/"
  },
  {
   "slug": "autosend",
   "name": "AutoSend",
   "job": "keeping",
   "definition": "An email sending service: a product sends transactional messages such as sign-up codes and alerts, and marketing campaigns, through AutoSend's API or SMTP.",
   "url": "https://autosend.com/",
   "price": "From US$1 a month for 3,000 transactional emails (Hobby plan, monthly billing), plus US$0.0020 for each extra email",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "AutoSend is an email service provider: a company that sends email on behalf of other software, so that the software does not run its own mail servers. It handles two kinds of email. Transactional email is a single message caused by a user action, such as a one-time password or an alert. Marketing email is a campaign sent to a list of contacts.",
    "A program sends a message through a REST API (a web interface called over HTTPS) or through SMTP, the standard mail protocol, with libraries for Node.js and Next.js. Webhooks report each delivery, open, bounce or failure back to the program, and an inbound API turns received emails into structured JSON. For marketing, AutoSend has a Markdown email builder, audience segments, gradual domain warm-up to build trust with mailbox providers, and automated sequences started by user actions. AI agents can manage it through an MCP server.",
    "It is a hosted service. Monthly plans are priced by the number of emails sent, not by the number of contacts; there is no free plan."
   ],
   "maker": "AutoSend",
   "links": {
    "docs": "https://docs.autosend.com",
    "pricing": "https://autosend.com/pricing"
   },
   "aka": [
    "Autosend"
   ],
   "page": "https://aiolum.com/tool/autosend/"
  },
  {
   "slug": "beehiiv",
   "name": "beehiiv",
   "job": "keeping",
   "definition": "A newsletter platform: a publisher writes and sends email newsletters, grows the subscriber list, and earns from ads, sponsorships and paid subscriptions.",
   "url": "https://www.beehiiv.com/",
   "price": "Free up to 2,500 subscribers; Lite plan from US$49 a month, billed yearly (price shown for 1,000 subscribers)",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to 2,500 subscribers",
   "about": [
    "beehiiv is a newsletter platform for creators, publishers and businesses. A newsletter platform combines an email editor, a subscriber list, a sending service and a website, so that one tool covers writing, sending and archiving each issue. beehiiv also hosts podcasts, digital products and community spaces.",
    "A publisher writes an issue in the editor with templates, and beehiiv emails it to every subscriber, with no limit on the number of sends; each newsletter also gets its own website. Subscribers arrive through sign-up forms, pop-ups, a referral program and a recommendation network in which newsletters suggest each other. For income, the platform offers paid subscriptions, direct sponsorships and its own ad network, which places paid ads in newsletters. Analytics, A/B testing, segmentation and automated email journeys are built in, and an API and an MCP server connect it to other software.",
    "It is a hosted service. A free plan covers up to 2,500 subscribers; paid plans are monthly or yearly subscriptions priced by list size. beehiiv takes no share of paid-subscription revenue."
   ],
   "maker": "beehiiv",
   "links": {
    "docs": "https://developers.beehiiv.com",
    "pricing": "https://www.beehiiv.com/pricing"
   },
   "page": "https://aiolum.com/tool/beehiiv/"
  },
  {
   "slug": "chatra",
   "name": "Chatra",
   "job": "keeping",
   "definition": "A live chat service for websites: a chat widget lets visitors message a business in real time, and agents answer from one inbox that also holds email and social messages.",
   "url": "https://chatra.com/",
   "price": "From US$25 per agent a month for the Essential plan billed yearly, or US$31 billed monthly",
   "readOn": "2026-10-28",
   "freeTier": "yes; one agent, 5 chats a month",
   "about": [
    "Chatra is a live chat and messaging service for businesses, now part of Brevo, a marketing and CRM company. Live chat means a small chat window, called a widget, on a website, in which visitors write to the business and get answers in real time. Chatra also has a messenger mode, in which agents reply at their own pace.",
    "Agents answer from one dashboard that also collects email, Instagram and Facebook messages, in a browser or in iOS and Android apps. A real-time list shows who is on the website, with browsing history and location, and the feature list includes shopping cart contents. Chatbots collect visitors' contacts and consent and offer quick answers to frequent questions; triggers send targeted messages. Integrations cover WordPress, Shopify, WooCommerce, Slack and Zapier, and developers have a JavaScript API, a REST API and outgoing webhooks.",
    "Chatra is a hosted service billed per agent per month. A free plan covers one agent and five chats a month; paid plans start with a 10-day free trial."
   ],
   "maker": "Chatra (a Brevo company)",
   "links": {
    "docs": "https://chatra.com/help/",
    "pricing": "https://chatra.com/plans/"
   },
   "page": "https://aiolum.com/tool/chatra/"
  },
  {
   "slug": "churnkey",
   "name": "Churnkey",
   "job": "keeping",
   "definition": "Retention software for subscription businesses on Stripe and other billing systems: it shows cancel flows with offers, recovers failed payments and measures churn.",
   "url": "https://churnkey.co/",
   "price": "From US$250 a month for the Starter plan billed yearly, for less than US$5,000 of churned revenue a month",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial; open-source SDK free",
   "about": [
    "Churnkey is customer retention and churn management software for subscription businesses, made by Churnkey. Churn is the share of customers who cancel or stop paying. It is built for Stripe and also supports Chargebee, Maxio, Paddle and Braintree. It connects to the billing account and works on the two main causes of churn: customers who choose to cancel, and payments that fail.",
    "Cancel Flows replace the cancel button with a short sequence: an exit survey, an offer chosen by the reason, such as a discount, a pause or a seat handoff, and a confirmation. A flow is hosted by Churnkey or built with the open-source React SDK as a drop-in component, a headless hook or a state machine. Payment Recovery adds Precision Retries on top of Stripe's own retry logic, dunning campaigns by email, SMS or in the app, and a payment wall that blocks features until the card is updated. Churn Metrics, Feedback AI and an MCP server for AI agents complete the product.",
    "Churnkey is a hosted service; its price depends on the monthly churned revenue. The SDK and the MCP server are free and open source."
   ],
   "maker": "Churnkey",
   "links": {
    "docs": "https://docs.churnkey.co",
    "pricing": "https://churnkey.co/pricing",
    "github": "https://github.com/churnkey/sdk"
   },
   "page": "https://aiolum.com/tool/churnkey/"
  },
  {
   "slug": "close",
   "name": "Close",
   "job": "keeping",
   "definition": "A sales CRM for small teams: it stores leads and deals and builds in calling, email, SMS, workflows and an AI sales agent, so reps sell from one application.",
   "url": "https://close.com/",
   "price": "From US$9 per user a month for the Solo plan billed yearly, or US$19 billed monthly",
   "readOn": "2026-10-28",
   "freeTier": "free trial, no credit card",
   "about": [
    "Close is a sales CRM made by Close. A CRM (customer relationship management system) is a database of leads, contacts and deals, with tools to work on them. Close puts communication inside the CRM: calls, emails and text messages (SMS) are sent from it and logged on each lead.",
    "A pipeline view shows every deal by stage and value with a suggested next step. Smart Views are saved lead lists; the power dialer calls through a list and connects the rep when someone answers, and AI notes record what was said in each call. Workflows send timed sequences of emails, texts and call tasks to new leads. Chloe, an AI sales agent built into Close, calls leads, qualifies them in conversation, books meetings and updates the records, and agents take jobs such as drafting follow-ups. Native forms capture leads, reports cover pipeline and forecasts, and more than 100 integrations, an API and an MCP server connect other tools.",
    "Close is a hosted service sold per user per month, cheaper with yearly billing; calling is charged by use. A free trial needs no credit card."
   ],
   "maker": "Close",
   "links": {
    "docs": "https://help.close.com/",
    "pricing": "https://close.com/pricing"
   },
   "page": "https://aiolum.com/tool/close/"
  },
  {
   "slug": "fernand",
   "name": "Fernand",
   "job": "keeping",
   "definition": "A customer support platform for small SaaS teams: a shared inbox for email, live chat and Slack, plus a knowledge base and an AI agent.",
   "url": "https://getfernand.com/",
   "price": "Free plan (100 sent messages a month); paid plan US$29 a month for each person who replies to customers",
   "readOn": "2026-10-28",
   "freeTier": "yes, free forever plan",
   "about": [
    "Fernand is a customer support platform, or help desk, for SaaS (software as a service) teams. It is made by Fernand SAS, a company of two founders, and is hosted in Europe. It brings customer conversations from all channels into one shared inbox that a team uses on desktop or mobile.",
    "Channels include email on the company's own address, an embeddable live chat widget, Slack, and headless contact forms; in headless mode a company builds its own support interface on Fernand's API and webhooks. A knowledge base publishes a searchable help center. An AI trained on the company's docs, past replies and files suggests replies, writes drafts when rules trigger it, summarizes conversations and answers in the chat widget. Conversations link to Linear and GitHub issues and reopen when an issue is closed, and integrations include Stripe, Paddle and Lemon Squeezy. Seats are unlimited.",
    "There is a free plan with a monthly cap on sent messages and a paid plan billed monthly for each person who replies to customers."
   ],
   "maker": "Fernand SAS",
   "links": {
    "docs": "https://help.getfernand.com",
    "pricing": "https://getfernand.com/pricing/"
   },
   "page": "https://aiolum.com/tool/fernand/"
  },
  {
   "slug": "firebase-cloud-messaging",
   "name": "Firebase Cloud Messaging",
   "job": "keeping",
   "definition": "A free Google Firebase service that sends push notifications and data messages from a business's server to its app on Android, iOS and the web.",
   "url": "https://firebase.google.com/products/cloud-messaging",
   "price": "Free",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Firebase Cloud Messaging (FCM) is a cross-platform messaging service in Firebase, Google's platform for building mobile and web apps. It delivers push notifications, messages that appear on a phone or in a browser even when the app is not open, and data messages that the app's own code handles.",
    "An FCM setup has two parts. A trusted environment, such as Cloud Functions for Firebase or the business's own app server, builds and sends each message through the Firebase Admin SDK or the FCM v1 API. A client app on iOS, Android or the web receives it through the platform's own transport service. A message can go to one device, to a group of devices, or to all devices subscribed to a topic, and can carry a payload of up to 4096 bytes. A Notifications composer in the Firebase console sends messages without code, schedules them in each user's local time zone, and reports engagement through Google Analytics.",
    "It is a hosted service, and the page states that there is no cost to using it."
   ],
   "maker": "Google (Firebase)",
   "links": {
    "docs": "https://firebase.google.com/docs/cloud-messaging",
    "pricing": "https://firebase.google.com/pricing",
    "github": "https://github.com/firebase/"
   },
   "page": "https://aiolum.com/tool/firebase-cloud-messaging/"
  },
  {
   "slug": "front",
   "name": "Front",
   "job": "keeping",
   "definition": "A customer service platform built around a shared inbox: support teams and AI agents answer customer email, chat, SMS and WhatsApp messages together.",
   "url": "https://front.com/",
   "price": "From US$25 per seat a month (Starter plan, billed yearly, up to 10 seats); AI Autopilot from US$0.05 per conversation",
   "readOn": "2026-10-28",
   "freeTier": "free trial only",
   "about": [
    "Front is a customer service platform made by FrontApp, Inc. Its base is a shared inbox, a mailbox such as a support address that a whole team reads and answers together, combined with ticketing, a system that tracks each customer request until it is resolved.",
    "Front collects customer messages from email, chat, SMS, social media and WhatsApp in one place. Conversations are assigned to teammates or routed by automation rules, and teammates comment on a message and escalate it inside Front instead of in a separate chat tool. Each conversation shows the customer's full history. The AI features are Autopilot, an AI agent that resolves requests by following the company's policies and hands over to a person when needed; Copilot, which suggests next steps and drafts replies; and connections for external AI agents. Front also has a public knowledge base, analytics and an API for integrations.",
    "It is a hosted service sold by subscription, priced per seat (one user) per month; the Autopilot add-on is billed per conversation."
   ],
   "maker": "FrontApp, Inc.",
   "links": {
    "docs": "https://dev.frontapp.com/docs/welcome",
    "pricing": "https://front.com/pricing"
   },
   "page": "https://aiolum.com/tool/front/"
  },
  {
   "slug": "gitbook",
   "name": "GitBook",
   "job": "keeping",
   "definition": "A hosted documentation platform: a team writes product guides and API references in it and publishes them as a documentation website.",
   "url": "https://www.gitbook.com/",
   "price": "From US$65 a month per site (Essential plan, billed yearly) plus US$12 a month per added team member; Free plan for individuals",
   "readOn": "2026-10-28",
   "freeTier": "yes, Free plan for individuals",
   "about": [
    "GitBook is a hosted documentation platform, a web service in which a company writes product guides, help centers and API references and publishes them as a documentation website. GitBook Inc. makes it.",
    "Writers work in a block-based visual editor, or keep the pages as files in a Git repository and sync them with GitHub or GitLab; changes go through change requests that teammates review and merge, much like a pull request for code. GitBook publishes the result as a docs site, which can use the company's own custom domain, and it can generate interactive API documentation. Every published site also gets an MCP server (Model Context Protocol, an interface through which AI assistants read the docs), and paid plans add an AI Assistant that answers readers' questions from the docs and reports on gaps in the content.",
    "GitBook is a subscription service, priced per published site per month plus a charge for each team member. A Free plan for individuals exists; the custom domain, the AI Assistant and site analytics come with the paid plans."
   ],
   "maker": "GitBook Inc.",
   "links": {
    "docs": "https://gitbook.com/docs",
    "pricing": "https://www.gitbook.com/pricing",
    "github": "https://github.com/GitbookIO"
   },
   "page": "https://aiolum.com/tool/gitbook/"
  },
  {
   "slug": "guidejar",
   "name": "Guidejar",
   "job": "keeping",
   "definition": "A tool that records a process on screen and turns it into a step-by-step guide or interactive walkthrough, shared by link or embedded in a website.",
   "url": "https://www.guidejar.com/",
   "price": "From US$19 a month for one user (Pro plan, billed monthly)",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with 5 guides",
   "about": [
    "Guidejar is a documentation tool that turns a recorded screen process into a step-by-step guide, an interactive walkthrough or a product demo. It is made by AppMacha Labs and is used for internal wikis, product tours, user onboarding, sales demos and customer help centers.",
    "A user clicks Start Capture in the Chrome extension or in the desktop app for Mac or Windows and performs the task; Guidejar records every interaction with screenshots and builds the guide when the capture stops. The guide can then be edited: an AI writer rewrites the steps, sensitive details are blurred, key areas are highlighted with pan and zoom, and AI voiceover and translation into more than 30 languages can be added. Guides are shared by link or QR code or embedded in a website, and they can be collected in a branded help center on a custom domain, where visitors ask questions in plain language. An MCP server lets AI assistants such as Claude and ChatGPT create and search guides.",
    "Guidejar is a hosted subscription service: a free plan allows five guides, and paid plans are priced per user per month."
   ],
   "maker": "AppMacha Labs",
   "links": {
    "pricing": "https://www.guidejar.com/pricing"
   },
   "page": "https://aiolum.com/tool/guidejar/"
  },
  {
   "slug": "headway",
   "name": "Headway",
   "job": "keeping",
   "definition": "A hosted changelog service: a software company posts its product updates to a public web page and to a small notice widget inside its own app.",
   "url": "https://headwayapp.co/",
   "price": "Pro plan: US$29 a month; a free plan with unlimited changelogs exists",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan",
   "about": [
    "Headway is a changelog tool for web apps, made by Headway App, Inc. A changelog is a dated list of the changes in a product: new features, fixes and known bugs.",
    "A team writes each update in a Markdown editor (Markdown is a simple text format for headings, lists and links), with images and embedded media, and tags it with a category such as New, Fix or Bug; the categories can be changed. Headway publishes the entries in two places: a public changelog page and an in-product widget, a small panel inside the customer's own app that lists the latest changes. An animated badge on the widget, called Eyecatcher, shows users that something new was posted. Posts can be scheduled, written by several team members, and sent to Slack and Twitter. The page can carry the company's branding, run on its own domain, be private, or be hidden from search engines.",
    "Headway is a hosted service with two plans: a free plan with unlimited changelogs, and a paid Pro subscription that adds a custom domain, white-labelling, team management, private changelogs and scheduled publishing."
   ],
   "maker": "Headway App, Inc.",
   "page": "https://aiolum.com/tool/headway/"
  },
  {
   "slug": "kajabi",
   "name": "Kajabi",
   "job": "keeping",
   "definition": "An all-in-one platform for selling knowledge online: it hosts courses, coaching, memberships and communities, and handles the website, email marketing and payments around them.",
   "url": "https://www.kajabi.com/",
   "price": "Basic plan: US$143 a month billed annually, or US$179 month to month; payment processing fees extra",
   "readOn": "2026-10-28",
   "freeTier": "free trial only",
   "about": [
    "Kajabi is a hosted platform for people who sell their knowledge, such as coaches, educators, practitioners and creators. Its site describes it as one place to build, market, sell and deliver this work, so that a business does not need separate tools for each step. The maker is Kajabi.",
    "A business builds its products on Kajabi: online courses, coaching programs, digital downloads, memberships with tiered access, communities, newsletters and podcasts. Customers who buy log in and use the content on the Kajabi website or in a branded mobile app. Around the products, Kajabi provides a website builder, sales funnels (sequences of pages that lead a visitor to a purchase) and automations, email marketing, a contact CRM (a customer database), analytics, and its own payment processing, Kajabi Payments. Newer features include AI agents and a Kajabi MCP server, which lets AI assistants work with a Kajabi account.",
    "It is offered as a monthly or annual subscription in three plans that differ in the number of products, contacts, websites and admin users. Kajabi takes no share of revenue, but payment processing fees apply. A free trial is offered."
   ],
   "maker": "Kajabi",
   "links": {
    "pricing": "https://www.kajabi.com/pricing"
   },
   "page": "https://aiolum.com/tool/kajabi/"
  },
  {
   "slug": "mailersend",
   "name": "MailerSend",
   "job": "keeping",
   "definition": "A transactional email service: an application sends automatic messages such as sign-up confirmations, password resets and receipts through its API or SMTP relay.",
   "url": "https://www.mailersend.com/",
   "price": "Hobby plan US$5.60 a month, billed yearly (US$67.20 a year), or US$7 billed monthly, for 5,000 emails a month; free plan with 500 emails a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, 500 emails a month",
   "about": [
    "MailerSend is a transactional email service made by MailerSend. A transactional email is a message that an application sends automatically to one person because of an action or event, such as a sign-up confirmation, a password reset, a receipt or a shipping update, as opposed to a marketing newsletter sent to a list.",
    "An application sends each message through the MailerSend email API (an HTTPS request with sender, recipients, subject and an HTML or text body) or through the SMTP relay, which accepts mail from any software that can send by SMTP, the standard mail protocol. SDK libraries exist for Node.js, Python, Java, Laravel, PHP, Go and Ruby. Emails can be designed as dynamic templates in a drag-and-drop, HTML or rich-text editor. Webhooks report delivery events in real time. The service also offers inbound email routing, email validation, DMARC and blocklist monitoring, an SMS API for the USA and Canada, and a WhatsApp API.",
    "MailerSend is a hosted service with a free plan and paid monthly plans priced by email volume."
   ],
   "maker": "MailerSend",
   "links": {
    "docs": "https://developers.mailersend.com/",
    "pricing": "https://www.mailersend.com/pricing",
    "github": "https://github.com/mailersend"
   },
   "page": "https://aiolum.com/tool/mailersend/"
  },
  {
   "slug": "notaku",
   "name": "Notaku",
   "job": "keeping",
   "definition": "A hosted website builder that publishes Notion pages as a company's help center, documentation, blog, changelog or roadmap site on its own domain.",
   "url": "https://notaku.so/",
   "price": "Basic plan: US$17 a month, billed monthly, for 50 Notion pages and a custom domain (VAT not included)",
   "readOn": "2026-10-28",
   "freeTier": "yes: free plan for 20 Notion pages",
   "about": [
    "Notaku is a hosted website builder that uses Notion as its CMS (content management system, the place where the text of a website is written and stored). A team writes pages in its Notion workspace, and Notaku publishes them as a documentation site, help desk, blog, changelog or public roadmap on the team's own domain. Notaku is run by Tommy, known online as Morse, an indie founder and developer who lives in Italy.",
    "Notaku syncs the Notion pages and serves the sites from a CDN, a network of servers that delivers pages quickly to readers. Sites include built-in search, an Ask AI feature that answers visitors' questions from the Notion content, page feedback (ratings and text), multiple languages and versions, password protection, and a widget that embeds the site inside an app. A site can sit on a subdomain such as help.example.com or, through a reverse proxy such as Cloudflare, under a path such as /docs.",
    "Notaku is a subscription service priced by the number of Notion pages it publishes. A free plan covers 20 pages on a notaku.site subdomain."
   ],
   "maker": "Tommy (Morse), indie founder in Italy",
   "links": {
    "docs": "https://notaku.so/docs",
    "pricing": "https://notaku.so/#pricing"
   },
   "page": "https://aiolum.com/tool/notaku/"
  },
  {
   "slug": "onesignal",
   "name": "OneSignal",
   "job": "keeping",
   "definition": "A customer messaging service that sends mobile push notifications, web push, email, SMS and in-app messages to the users of an app or website.",
   "url": "https://onesignal.com/",
   "price": "Growth plan from US$19 a month; free plan available",
   "readOn": "2026-10-28",
   "freeTier": "yes, Free plan",
   "about": [
    "OneSignal is a customer engagement platform: a hosted service that sends messages to the users of an app or website through several channels. The channels are mobile push notifications (short alerts shown by the phone's operating system), web push notifications in the browser, email, SMS, RCS, in-app messages and Live Activities.",
    "A developer adds a OneSignal SDK (a code library) to an Android, iOS, Flutter, React Native, Expo or Unity app. The team then sends messages from the dashboard or through the API, sorts users into segments, and builds Journeys: automated message sequences for onboarding, engagement and retention. OneSignal AI can draft, send, test and optimize campaigns within brand rules that the team sets, and analytics report the results.",
    "OneSignal is a subscription service with a free plan. The self-service Growth plan charges per monthly active user for mobile push, per web push subscriber and per 1,000 emails above the free amount; larger plans have custom prices."
   ],
   "maker": "OneSignal",
   "links": {
    "docs": "https://documentation.onesignal.com",
    "pricing": "https://onesignal.com/pricing",
    "github": "https://github.com/OneSignal/"
   },
   "page": "https://aiolum.com/tool/onesignal/"
  },
  {
   "slug": "paddle-retain",
   "name": "Paddle Retain",
   "job": "keeping",
   "definition": "Paddle's churn-reduction toolkit that retries failed subscription payments, emails customers to update their cards, and shows cancellation offers; it is included with Paddle Billing.",
   "url": "https://www.paddle.com/retain",
   "price": "Included at no extra cost in Paddle Billing, which charges 5% + 50¢ per checkout transaction",
   "readOn": "2026-10-28",
   "freeTier": "no extra cost with Paddle Billing",
   "about": [
    "Retain is the built-in retention toolkit of Paddle Billing, the subscription billing service of Paddle. Its main job is dunning: recovering subscription renewals whose payment fails, for example because a card has expired. Retain also runs cancellation flows with personalized offers and suggests annual-plan upgrades to raise customer lifetime value.",
    "When a renewal payment fails, Retain detects it through its connection to Paddle Billing or Paddle Classic, with no webhook or API call from the seller. It retries the charge up to seven times, at times its algorithm picks from the decline reason, card type, buyer location and other signals. When a retry fails, it sends up to four recovery emails that ask the buyer to update the payment details, and the buyer sees an in-app notice on login. At the end of the dunning window, 30 days by default, the subscription is cancelled, paused or left past due, as the seller chose.",
    "Retain comes at no extra cost with Paddle Billing, which charges a fee on each transaction."
   ],
   "maker": "Paddle.com Market Ltd.",
   "links": {
    "docs": "https://www.paddle.com/help/profitwell-metrics/retain",
    "pricing": "https://www.paddle.com/pricing"
   },
   "page": "https://aiolum.com/tool/paddle-retain/"
  },
  {
   "slug": "pylon",
   "name": "Pylon",
   "job": "keeping",
   "definition": "A customer support platform for B2B companies: it collects support requests from Slack, email, chat, a customer portal and phone into tickets that people and AI agents resolve.",
   "url": "https://www.usepylon.com/",
   "price": "Professional plan: US$89 per seat, on an annual contract; AI agent features use credits bought separately",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "Pylon is a customer support platform for B2B companies, which sell to other businesses. It calls itself agentic support: AI agents work next to the human support team, investigating issues, taking actions and answering customers. Its three founders started as software engineers at companies such as Airbnb, Samsara and Affinity.",
    "Pylon takes in customer conversations from Slack, Microsoft Teams, Discord, email, a chat widget, SMS, WhatsApp and phone, and turns each one into a ticket linked to the customer's account. Customers can also open requests through a customer portal and ticket forms, and read a knowledge base. A Support Agent answers questions automatically and brings in a human when judgment is needed; Automations run repeatable workflows on an event or a schedule; Skills store reusable instructions for the agents. Data from the CRM, product usage, logs and code is given to the agents through MCP (Model Context Protocol, a standard way for AI agents to reach outside data).",
    "Pylon is a hosted service sold per seat on annual contracts. The AI agent features run on credits, and phone and account intelligence are paid add-ons."
   ],
   "maker": "Pylon",
   "links": {
    "docs": "https://docs.usepylon.com/pylon-docs/",
    "pricing": "https://www.usepylon.com/pricing"
   },
   "page": "https://aiolum.com/tool/pylon/"
  },
  {
   "slug": "sendfox",
   "name": "SendFox",
   "job": "keeping",
   "definition": "An email marketing service for creators and small businesses that collects subscribers and sends newsletters and automated emails to them.",
   "url": "https://sendfox.com/",
   "price": "Pro from US$19 a month; or Lifetime for US$29 once (5,000 contacts, 300,000 sends in total)",
   "readOn": "2026-10-28",
   "freeTier": "yes, 1,000 contacts and 3,000 sends a month",
   "about": [
    "SendFox is an email marketing service: it keeps a business's list of subscribers and sends them newsletters and automated emails. It is made by AppSumo, which calls it an AppSumo Original, and is aimed at creators on a small budget.",
    "Emails are written in a drag-and-drop editor with merge tags, which insert each contact's own data such as the first name; they can be tested, scheduled, and tracked for opens and clicks. Smart Campaigns connect a blog's RSS feed or social accounts and turn new posts into a newsletter that is formatted and scheduled automatically. Smart Pages are hosted landing pages and signup forms, so no website is needed. Automations send a welcome sequence when someone joins the list. Lists can be imported from Mailchimp or a CSV file, and an email API sends app emails such as receipts and login codes.",
    "SendFox is a hosted service. The free plan covers up to 1,000 contacts and 3,000 sends a month; a lifetime plan is a one-time payment with a fixed total of sends, and the Pro plan is a monthly subscription."
   ],
   "maker": "AppSumo (SendFox)",
   "links": {
    "docs": "https://sendfox.com/developer/docs",
    "pricing": "https://sendfox.com/pricing"
   },
   "aka": [
    "Sendfox"
   ],
   "page": "https://aiolum.com/tool/sendfox/"
  },
  {
   "slug": "sequenzy",
   "name": "Sequenzy",
   "job": "keeping",
   "definition": "An email marketing service for SaaS companies: it sends campaigns, automated email sequences and transactional email from one account, triggered by billing and product events.",
   "url": "https://www.sequenzy.com/",
   "price": "Paid plans from US$19 a month for 15,000 emails a month; contacts unlimited",
   "readOn": "2026-10-28",
   "freeTier": "yes, 2,500 emails a month",
   "about": [
    "Sequenzy is an email marketing platform for SaaS companies and online stores, made by Sequenzy. One account sends three kinds of email: campaigns (one-off sends and newsletters to a list), automated flows (sequences that each subscriber moves through based on what the subscriber does), and transactional email (single messages such as receipts, which a program sends through a REST API or SMTP).",
    "Flows start on events: Stripe trial, payment and cancellation events, events from the business's own app, or a contact joining a list. Sequenzy's AI reads the business's website and drafts emails with its logo, colors and tone; nothing is sent until a person approves it. Hosted signup forms, popups and landing pages add subscribers. Each payment is credited to the last email the customer opened or clicked, so every email shows its revenue. AI agents can run the account through an MCP server (Model Context Protocol, a standard way for AI agents to call outside tools).",
    "It is a hosted service. The price depends on the number of emails sent each month, not on the number of contacts; a free plan covers 2,500 emails a month."
   ],
   "maker": "Sequenzy",
   "links": {
    "docs": "https://docs.sequenzy.com/introduction",
    "pricing": "https://www.sequenzy.com/pricing",
    "github": "https://github.com/Sequenzy"
   },
   "page": "https://aiolum.com/tool/sequenzy/"
  },
  {
   "slug": "smashsend",
   "name": "SMASHSEND",
   "job": "keeping",
   "definition": "An email marketing platform for creators, founders and small businesses: campaigns, automated and transactional emails, signup forms with referral waitlists, and a contact CRM.",
   "url": "https://smashsend.com/",
   "price": "Starter plan: US$29 a month billed monthly, for 20,000 emails a month; US$348 a year billed annually",
   "readOn": "2026-10-28",
   "freeTier": "free sign-up; no free plan on the pricing page",
   "about": [
    "SMASHSEND is an email marketing platform for creators, founders and small businesses, made by SMASHSEND. One account holds email campaigns, automated lifecycle emails, transactional email, signup forms with referral waitlists, and a CRM (customer relationship management system, a database of contacts and their history).",
    "Emails are written in a document-like editor with AI completion from models such as GPT-5, Claude and Gemini, conditional blocks that change the content for each reader, and merge tags for personalization. Automations send email sequences at key moments, such as a signup or an event that the business's product reports through the Events API, and transactional emails go out on user actions. Forms can be embedded in a site or hosted by SMASHSEND. In a referral waitlist, each person who signs up gets a personal invite link and a live position that rises when friends join, and every entry becomes a contact. Zapier, webhooks and an API connect it to other tools, and contacts can be moved over from Mailchimp.",
    "It is a hosted service with monthly or annual plans, priced by the number of contacts and emails sent per month."
   ],
   "maker": "SMASHSEND",
   "links": {
    "docs": "https://smashsend.com/docs",
    "pricing": "https://smashsend.com/pricing"
   },
   "aka": [
    "SmashSend"
   ],
   "page": "https://aiolum.com/tool/smashsend/"
  },
  {
   "slug": "tawk-to",
   "name": "tawk.to",
   "job": "keeping",
   "definition": "A free customer-messaging service: one JavaScript snippet adds a chat widget to a website, and the team answers chats, tickets and help-center questions from one inbox.",
   "url": "https://www.tawk.to/",
   "price": "Free; optional add-ons from US$29 a month (AI Assist or Whitelabel)",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "tawk.to is a customer-messaging platform that puts live chat, ticketing, a knowledge base (a help center of articles that customers search themselves) and a simple CRM (customer relationship management: a record of each contact and their history) in one shared inbox. The company says it trades from Las Vegas, Nevada, with a team spread over several countries.",
    "A business pastes a JavaScript snippet into its pages, or installs it in one click on Shopify, WordPress, Wix and other platforms, and a chat widget appears on every page. Agents answer in the web dashboard or in apps for iOS, Android, macOS and Windows. Triggers can open a chat based on the page address, the visitor's behaviour or the referrer, and chats can be translated into more than 50 languages. The knowledge base runs on the business's own domain. A JavaScript API lets a web app control the widget from its own code.",
    "The software itself is free, with no limit on agents or chats. The company earns money from optional paid add-ons (AI Assist, Whitelabel, Voice Agents, Data Enrichment) and from Hired Agents, human chat agents paid by the hour."
   ],
   "maker": "tawk.to",
   "page": "https://aiolum.com/tool/tawk-to/"
  },
  {
   "slug": "userjot",
   "name": "UserJot",
   "job": "keeping",
   "definition": "A customer feedback service: users post and vote on feature requests, and the business publishes a roadmap, a changelog and live chat in one widget.",
   "url": "https://userjot.com/",
   "price": "Starter plan: US$29 a month; a free plan with 2 feedback boards also exists",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan; 14-day trial of paid plans",
   "about": [
    "UserJot is a hosted customer feedback and support tool for software teams, made by UserJot. It collects feature requests on feedback boards, where customers post ideas and vote on the ones they want, and it publishes a public roadmap (the list of planned and in-progress work) and a changelog (the list of shipped updates).",
    "A widget placed inside the customer's own web app holds live chat, the feedback board, the roadmap and the product updates, so users do not leave the product to reach the team. Email support lands in the same inbox as chat. Juno, a built-in AI support agent, answers from the board, roadmap, changelog and docs, and hands questions it cannot solve to the team. Automatic login and single sign-on let users of the app post without a separate account, and an API is documented.",
    "It is a hosted service with a free plan and paid monthly plans. Plans are priced by features, not by seats: every plan has unlimited users and posts."
   ],
   "maker": "UserJot",
   "links": {
    "docs": "https://userjot.com/docs",
    "pricing": "https://userjot.com/pricing",
    "github": "https://github.com/userjot"
   },
   "page": "https://aiolum.com/tool/userjot/"
  },
  {
   "slug": "wistia",
   "name": "Wistia",
   "job": "keeping",
   "definition": "A video hosting platform for businesses: it stores videos, plays them on the company's own website in an ad-free player, runs webinars and reports viewer data.",
   "url": "https://wistia.com/",
   "price": "Business plan: US$79 a month, billed annually",
   "readOn": "2026-10-28",
   "freeTier": "yes: 25 GB storage, 1 user, Wistia branding",
   "about": [
    "Wistia is a video and webinar platform for business. Its core is video hosting: a company uploads and stores its videos at Wistia and embeds them in its own web pages, where they play in an ad-free player that carries the company's branding.",
    "Around the hosting, Wistia adds webinar software, recording of a camera or a screen, editing with AI tools, dubbing and translation into 50+ languages, in-video forms that capture leads, and video analytics. Wistia Signals sends each viewer's video and webinar engagement to marketing platforms such as HubSpot, Marketo and Pardot. Developers can build custom video experiences with the Wistia API.",
    "Wistia is a hosted service (software as a service: it runs on Wistia's servers and is used through a browser). A free plan includes 25 GB of storage and one user. Paid plans are billed monthly or annually, with a discount for annual billing."
   ],
   "maker": "Wistia",
   "links": {
    "docs": "https://docs.wistia.com/",
    "pricing": "https://wistia.com/pricing"
   },
   "page": "https://aiolum.com/tool/wistia/"
  },
  {
   "slug": "zalo",
   "name": "Zalo",
   "job": "keeping",
   "definition": "A messaging app used mainly in Vietnam: people and businesses send messages and make calls on phones, on desktop computers and in a web browser.",
   "url": "https://zalo.me/en/product/zalo",
   "price": "Free for messaging and calls",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Zalo is a messaging app from Vietnam, launched in late 2012. Its maker reports 79 million monthly active users and about 2 billion messages a day (September 2025 data) and calls it the number one messaging platform in Vietnam. The company, also named Zalo, is based at VNG Campus in Ho Chi Minh City.",
    "The app runs on phones, as a desktop app (Zalo PC) and in a web browser (Zalo Web). Core features are messages, calls and a Private Feed for sharing moments. AI features turn voice messages into text, translate messages in real time and add captions to video calls. For work and business, Zalo offers tools such as Zalo Business, zStyle and zCloud. Organizations also run Zalo OA channels; more than 20,600 of them connect public services with citizens.",
    "Messaging, calls and the Private Feed are free, and Zalo says they will always remain free. The product page shows no prices for the business tools."
   ],
   "maker": "Zalo (Ho Chi Minh City, Vietnam)",
   "links": {
    "docs": "https://developers.zalo.me/"
   },
   "page": "https://aiolum.com/tool/zalo/"
  },
  {
   "slug": "trustmrr",
   "name": "TrustMRR",
   "job": "measuring",
   "definition": "A public database of startup revenue, verified by reading each founder's payment provider (for example Stripe) through its API; it is also a marketplace for selling startups.",
   "url": "https://trustmrr.com/",
   "price": "Free to add a startup to the revenue database; a listing to sell the startup costs from US$29, paid once",
   "readOn": "2026-10-28",
   "freeTier": "yes, revenue listing is free",
   "about": [
    "TrustMRR is a public database of verified startup revenue and a marketplace for buying and selling software businesses. It is owned and run by the independent founder Marc Lou. MRR means monthly recurring revenue: the subscription income a business receives each month.",
    "A founder connects the startup's payment provider with an API key or another owner-authorized credential, such as OAuth. Supported providers include Stripe, Lemon Squeezy, Paddle, RevenueCat and Shopify. TrustMRR then calculates revenue, MRR, customers, subscriptions and churn (the share of customers who cancel) from the payment records that the provider's API returns, not from screenshots or numbers typed in by the founder. Connections to Google Analytics, Google Search Console and GitHub add traffic, search and code activity. Each startup gets a public page and a place on a revenue leaderboard. A founder who wants to sell sets the asking price; buyers compare revenue, growth and multiples, talk to the founder directly, and close the deal with built-in acquisition documents and escrow.",
    "Adding a startup to the database is free. Selling costs a one-time listing fee and a 3% closing fee, split equally between buyer and seller."
   ],
   "maker": "Marc Lou (independent founder)",
   "links": {
    "docs": "https://trustmrr.com/docs/api"
   },
   "page": "https://aiolum.com/tool/trustmrr/"
  },
  {
   "slug": "google-analytics",
   "name": "Google Analytics",
   "job": "measuring",
   "definition": "A Google service that counts visits to a website or app: it records where visitors come from, which pages they open, and which actions they take.",
   "url": "https://marketingplatform.google.com/about/analytics/",
   "price": "Free for the standard version; the enterprise version has no public price",
   "readOn": "2026-10-28",
   "freeTier": "yes, the standard version",
   "about": [
    "Google Analytics is Google's web and app analytics service: it collects data from a business's websites and apps and turns it into reports about the visitors and what they do. It is part of the Google Marketing Platform.",
    "To measure a website, the owner creates an account and adds a small piece of JavaScript measurement code, the Google tag (gtag.js), to every page. On each visit the code collects pseudonymous data about how the visitor used the page, the browser language and type, the device and operating system, and the traffic source: the search engine, ad or email campaign that brought the visitor. Google processes this data into reports: real-time activity, acquisition (where users come from), engagement and events (user actions), and conversions. Google's machine learning models predict actions such as a purchase or churn. Developers query the data through the Data API and can send events from their own servers with the Measurement Protocol.",
    "The standard version is free of charge. Analytics 360, the enterprise version, is sold through Google's sales team."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/analytics"
   },
   "aka": [
    "Google Analytics 4"
   ],
   "page": "https://aiolum.com/tool/google-analytics/"
  },
  {
   "slug": "posthog",
   "name": "PostHog",
   "job": "measuring",
   "definition": "A product analytics service: it records what users do in a website or app, and shows the business reports, session recordings and test results from that data.",
   "url": "https://posthog.com/",
   "price": "Pay per use: the first 1 million events each month are free, then from US$0.00005 per event (product analytics)",
   "readOn": "2026-10-28",
   "freeTier": "yes, 1 million events a month",
   "about": [
    "PostHog is a product analytics platform: software that records what people do inside a website or app and turns those events into answers for the team that builds the product. Next to analytics, PostHog stores session replays, errors, logs and business data in one place.",
    "A team adds the PostHog script or an SDK to its product. On the web, autocapture records page views, clicks and form submissions without extra code; mobile and backend SDKs send custom events. From these events the team builds trends, funnels (the share of users who finish each step of a flow such as sign-up), retention curves, user paths and SQL queries, and can open the session recording behind any data point. Other products in the same platform include feature flags, A/B experiments, surveys, a data warehouse that imports data from more than 900 sources, and an MCP server so that AI coding agents can query the data from an editor.",
    "PostHog is mainly a hosted service billed by use, with a monthly free allowance for each product. An open-source version is also available under the MIT license."
   ],
   "maker": "PostHog",
   "links": {
    "docs": "https://posthog.com/docs",
    "pricing": "https://posthog.com/pricing",
    "github": "https://github.com/PostHog"
   },
   "page": "https://aiolum.com/tool/posthog/"
  },
  {
   "slug": "google-tag-manager",
   "name": "Google Tag Manager",
   "job": "measuring",
   "definition": "A tag management system from Google: a business adds or changes the tracking and advertising scripts on its site from a web console, without editing the site's code.",
   "url": "https://marketingplatform.google.com/about/tag-manager/",
   "price": "Free to use",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Google Tag Manager is a tag management system from Google: a tool for setting up and managing tags on a website or app without changing the site's code. A tag is a small piece of code from an analytics or advertising service, such as Google Analytics or Google Ads, that sends data about visits to that service.",
    "The site owner adds two snippets of code to each page once. After that, all tags are managed in Tag Manager's web interface: the owner sets up tags, triggers that make a tag fire when certain events occur, and variables that hold values used by the tags. The tags, triggers and variables of one site or app form a container. Tags load asynchronously, so they do not slow down the page. Templates cover third-party vendor tags, a preview mode shows changes before they go live, and workspaces and access controls let marketing and IT teams work together. Server-side tagging moves third-party tags off the site into a server container in the owner's Google Cloud account.",
    "Tag Manager is free. Tag Manager 360 is a separate enterprise version."
   ],
   "maker": "Google",
   "page": "https://aiolum.com/tool/google-tag-manager/"
  },
  {
   "slug": "sentry",
   "name": "Sentry",
   "job": "measuring",
   "definition": "An error-tracking service: it collects the crashes, errors and slow requests from a running application and shows the developers where in the code each one happened.",
   "url": "https://sentry.io/welcome/",
   "price": "From US$26 a month for the Team plan when billed yearly (US$29 a month when billed monthly)",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Sentry is an error-tracking and application monitoring platform made by Functional Software, Inc. It collects errors, logs, traces, session replays, profiles and metrics from a running application and connects them through distributed tracing (a record of one request as it passes through all the services). Sentry started as an open-source project.",
    "A developer adds the Sentry SDK, a small library, to the application with a few lines of code; official SDKs exist for JavaScript, Python, Go, Java, Swift, mobile frameworks and game engines. Sentry captures unhandled exceptions automatically and groups similar errors into issues, each with its stack trace and the suspect commit that probably caused it. Session Replay shows a video-like reproduction of what the user did before an error, and profiling shows which functions are slow in production. Seer, an AI debugging agent, uses this data to explain the cause and to propose a fix. Integrations connect Sentry to GitHub, Slack and Jira.",
    "Sentry is a hosted service. A free plan covers one user; paid plans are billed each month, with extra events charged by volume. Its source code is public on GitHub."
   ],
   "maker": "Functional Software, Inc.",
   "links": {
    "docs": "https://docs.sentry.io/",
    "pricing": "https://sentry.io/pricing/",
    "github": "https://github.com/getsentry/sentry"
   },
   "page": "https://aiolum.com/tool/sentry/"
  },
  {
   "slug": "datafast",
   "name": "DataFast",
   "job": "measuring",
   "definition": "A web analytics tool: a script on the website counts visitors and their sources, and it links each payment to the visitor, so the owner sees which channel brings revenue.",
   "url": "https://datafa.st/",
   "price": "From US$9 a month for the Starter plan (1 website, up to 10,000 events a month), billed monthly",
   "readOn": "2026-10-13",
   "freeTier": "free trial only",
   "about": [
    "DataFast is a web analytics tool made by the founder Marc Lou. Web analytics counts the visitors of a website, where they came from and what they did there. DataFast puts the focus on revenue attribution: it links each payment to the visit and the marketing channel that brought the customer.",
    "The site owner adds a small tracking script to the website, by hand, through an npm package, or with plugins for WordPress, Shopify, Webflow and other platforms. The owner then connects a payment provider (Stripe, LemonSqueezy, Polar or Shopify, or the Payment API), and DataFast shows which channels, pages and search keywords bring paying customers. Custom goals, such as a signup or a download, and funnels show each visitor's path to a purchase. The default script uses cookies to recognize returning visitors; a cookieless script also exists. An API, a command-line tool and an MCP server let programs and AI agents query the data.",
    "DataFast is a hosted service sold as a monthly or yearly subscription, priced by the number of tracked events per month, with a 14-day free trial."
   ],
   "maker": "Marc Lou",
   "links": {
    "docs": "https://datafa.st/docs"
   },
   "aka": [
    "Datafast"
   ],
   "page": "https://aiolum.com/tool/datafast/"
  },
  {
   "slug": "microsoft-clarity",
   "name": "Microsoft Clarity",
   "job": "measuring",
   "definition": "A free website analytics tool from Microsoft: it records visitor sessions for replay and draws heatmaps that show where visitors click and how far they scroll.",
   "url": "https://clarity.microsoft.com/",
   "price": "Free",
   "readOn": "2026-10-13",
   "freeTier": "free",
   "about": [
    "Microsoft Clarity is a user behavior analytics tool made by Microsoft. Behavior analytics shows how visitors use the pages of a website, not only how many visitors arrive.",
    "The site owner adds the Clarity JavaScript tag to the site. The script loads asynchronously, so it does not delay the page, and it records interactions such as mouse movements, clicks and scrolls. Session recordings replay what one visitor did on the site, and heatmaps show where visitors click, how far they scroll and where they leave a page. AI summaries and a chat point out patterns in the data. An AI visibility report shows when AI assistants cite the site and which AI bots crawl it. A mobile SDK covers Android, iOS, Flutter and React Native apps. By default, Clarity suppresses the content of the page, and the site owner controls what is sent; data is stored in Microsoft Azure and kept for 30 days.",
    "Clarity is free, with no traffic limits, and users are never required to upgrade to a paid version. The code that captures the data is open source on GitHub."
   ],
   "maker": "Microsoft",
   "links": {
    "docs": "https://docs.microsoft.com/en-us/clarity",
    "pricing": "https://clarity.microsoft.com/pricing"
   },
   "page": "https://aiolum.com/tool/microsoft-clarity/"
  },
  {
   "slug": "google-search-console",
   "name": "Google Search Console",
   "job": "measuring",
   "definition": "A free Google service for site owners: it shows which Google searches show the site, how often people click, and which pages Google cannot index.",
   "url": "https://search.google.com/search-console/about",
   "price": "Free",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Google Search Console is a free web service from Google for the owners of websites. It reports how Google Search sees a site: which pages Google has crawled (read with its automatic program) and indexed (stored, so that they can appear in results), and how the site performs in the results.",
    "The Search Analytics part, the Performance report, lists the search queries that bring users to the site, with impressions (how often a page was shown), clicks and average position for each query. The owner can submit a sitemap (a file that lists the site's addresses) or single URLs for crawling. The URL Inspection tool shows the crawl, index and serving data that Google holds for one page. Email alerts report indexing, spam or security problems, and other reports cover Core Web Vitals (page speed measures), structured data for rich results, and the sites that link to the site.",
    "It runs in the browser and needs a Google account and a verified claim that the user owns the site. The service is free; a site does not need it to appear in Google Search."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://support.google.com/webmasters/"
   },
   "aka": [
    "Google Search Console API"
   ],
   "page": "https://aiolum.com/tool/google-search-console/"
  },
  {
   "slug": "whatsthe-app",
   "name": "whatsthe.app",
   "job": "measuring",
   "definition": "A public leaderboard and marketplace for mobile apps: it shows each app's revenue and MRR, read directly from the app's payment service, and lets owners sell apps.",
   "url": "https://www.whatsthe.app/",
   "price": "Free to add an app and show its metrics; a marketplace sale costs a platform fee of 3% (sales of US$10,000 or more) or 4% (smaller sales)",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "whatsthe.app is a website that publishes verified revenue numbers of consumer (B2C) mobile apps on a public leaderboard, and runs a marketplace where founders buy and sell such apps. MRR, monthly recurring revenue, is the subscription income an app earns each month.",
    "An app owner connects the app with a read-only API key from a revenue source: RevenueCat, Adapty, Superwall, App Store Connect, Google Play or Stripe. The site pulls revenue, MRR and ARR from that source, so the numbers do not depend on a seller's screenshots. RevenueCat and Adapty data update once per hour, store data once per day. The site states that it reads no user data, and an owner can show the revenue of a \"stealth\" app while keeping its name hidden. Listings for sale show the asking price, MRR and the price multiple; offers, letters of intent, purchase agreements and escrow run on the platform.",
    "Adding apps and viewing the leaderboard is free. Sales through the marketplace carry a platform fee, usually paid by the seller."
   ],
   "maker": "@burakeregar and @david_attisaas (the builders named on the site)",
   "links": {
    "docs": "https://www.whatsthe.app/docs/app-acquisition-process-sellers"
   },
   "page": "https://aiolum.com/tool/whatsthe-app/"
  },
  {
   "slug": "plausible",
   "name": "Plausible",
   "job": "measuring",
   "definition": "A privacy-friendly website analytics service: a small script counts visits, pages, traffic sources and goals without cookies and shows them on one dashboard.",
   "url": "https://plausible.io/",
   "price": "From US$9 a month, billed monthly (Starter plan: one site, up to 10,000 pageviews a month)",
   "readOn": "2026-10-28",
   "freeTier": "free trial only",
   "about": [
    "Plausible Analytics is open-source web analytics software made by Plausible Insights OÜ, a company in the EU. Web analytics measures how many people visit a website, which pages they view and where they come from. Plausible presents itself as a simpler, privacy-first alternative to Google Analytics.",
    "The site owner adds one lightweight JavaScript tracking script to the pages; the site says it is 54 times smaller than the Google Analytics script. Plausible collects no personal data and sets no cookies, so the site needs no consent banner for it. One dashboard shows visitors, pages, traffic sources and locations, with a real-time view that updates every 30 seconds. Other features are goals and custom events (such as file downloads or form completions), revenue tracking, funnels, scroll depth, UTM campaign tracking, bot filtering, Google Search Console queries and a Stats API.",
    "Plausible is a hosted subscription service in the EU, priced by monthly pageviews, with a 30-day free trial. The self-hosted Community Edition is open source under the AGPLv3 license."
   ],
   "maker": "Plausible Insights OÜ",
   "links": {
    "docs": "https://plausible.io/docs",
    "pricing": "https://plausible.io/#pricing",
    "github": "https://github.com/plausible/analytics"
   },
   "aka": [
    "Plausible Analytics"
   ],
   "page": "https://aiolum.com/tool/plausible/"
  },
  {
   "slug": "mixpanel",
   "name": "Mixpanel",
   "job": "measuring",
   "definition": "A product analytics tool: the application sends an event for each user action, and the tool reports funnels (where users stop in a flow) and retention (who comes back).",
   "url": "https://mixpanel.com/home/",
   "price": "Pay per use on the Growth plan: the first 1 million events each month are free, then US$0.00028 per event",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to 1 million events a month",
   "about": [
    "Mixpanel is a product analytics platform: software that records what users do inside an app or website and turns those records into reports. The same platform also has session replay, experiments, feature flags and AI agents.",
    "Its data model has three parts. An event is one user action, such as a purchase in an app; a user is the person who did it, identified by a unique ID; properties are attributes of the event or the user, such as the price of the item or the user's email. Events arrive through Mixpanel's SDKs or API, or from a data warehouse connection. Reports show funnels (the share of users who complete each step of a flow, and where they drop off), retention (how many users come back over time) and flows. Session replay shows recordings of real user sessions and heatmaps, and Experiments runs and analyzes A/B tests on the same data. An MCP server lets AI assistants such as Claude query it.",
    "Mixpanel is a hosted service priced by events per month: a free plan up to 1 million events, a pay-per-event Growth plan and a custom Enterprise plan."
   ],
   "maker": "Mixpanel",
   "links": {
    "docs": "https://docs.mixpanel.com/docs/what-is-mixpanel",
    "pricing": "https://mixpanel.com/pricing/"
   },
   "page": "https://aiolum.com/tool/mixpanel/"
  },
  {
   "slug": "ahrefs-web-analytics",
   "name": "Ahrefs Web Analytics",
   "job": "measuring",
   "definition": "A cookie-free website analytics service from Ahrefs: a small script on each page counts visitors, page views, traffic sources and clicks, and shows them in a dashboard.",
   "url": "https://ahrefs.com/web-analytics",
   "price": "Free up to 1 million events a month per project; the add-on costs US$99 a month for up to 5 million events",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to 1 million events a month per project",
   "about": [
    "Ahrefs Web Analytics is web analytics software, a service that records how people reach and use a website, made by Ahrefs Pte. Ltd., the Singapore company behind the Ahrefs SEO tools. Ahrefs presents it as a simpler alternative to Google Analytics.",
    "The site owner pastes a JavaScript snippet of about 2 KB into the page head or adds it through Google Tag Manager. The script sends each page view, link click and form submission, with the page address, referrer, browser user agent, language and screen size. Visitors appear in the dashboard within one minute. The service sets no cookies and does not store IP addresses: it counts unique visitors with a hash, a one-way function, of the IP address, the user agent and a random salt that is replaced every 24 hours, so one person cannot be followed from one day to the next. Other reports show funnels, custom events, UTM campaign tags, traffic from AI chatbots and Google Search Console keywords.",
    "It is a hosted service. It is free for up to 1 million events a month for each project; larger sites buy an add-on."
   ],
   "maker": "Ahrefs Pte. Ltd.",
   "links": {
    "docs": "https://help.ahrefs.com/en/articles/10247870-about-ahrefs-web-analytics",
    "pricing": "https://ahrefs.com/pricing"
   },
   "page": "https://aiolum.com/tool/ahrefs-web-analytics/"
  },
  {
   "slug": "amplitude",
   "name": "Amplitude",
   "job": "measuring",
   "definition": "A product analytics service: an app sends it an event for each user action, and it shows how users move through the product and which ones return.",
   "url": "https://amplitude.com/",
   "price": "Pay per use on the Plus plan: free up to 2 million events a month, then US$94 a month at 3 million events",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Amplitude is a product analytics platform made by Amplitude, Inc. Product analytics records what users do inside a website or app, one event per action such as a sign-up, a click or a purchase, and turns these events into reports about behavior.",
    "A team adds an Amplitude SDK (software development kit) to its browser, iOS, Android, React Native, Flutter or server code. The SDK sends event, user identity and revenue data to Amplitude and can capture page views, clicks and sessions automatically. In the web interface the team builds funnel analyses, which show at which step users drop out, retention analyses, which show how many users come back, event segmentation, behavioral cohorts and dashboards. The same platform offers session replay, heatmaps, feature experiments (A/B tests), in-app guides and surveys, and AI agents that answer questions about the data in plain language.",
    "Amplitude is a hosted service with usage-based pricing: the plans depend on the features and the monthly number of events. A free plan includes 2 million events a month."
   ],
   "maker": "Amplitude, Inc.",
   "links": {
    "docs": "https://amplitude.com/docs/sdks",
    "pricing": "https://amplitude.com/pricing"
   },
   "page": "https://aiolum.com/tool/amplitude/"
  },
  {
   "slug": "simple-analytics",
   "name": "Simple Analytics",
   "job": "measuring",
   "definition": "A privacy-first web analytics service: it counts page views, referrers and events on a website without cookies or personal data, so no consent banner is needed.",
   "url": "https://www.simpleanalytics.com/",
   "price": "From US$20 a month (monthly billing) for 100,000 page views and one user; free plan for hobby sites",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan for hobby sites (5 websites, 1 month of history)",
   "about": [
    "Simple Analytics is a web analytics tool made by Simple Analytics B.V., an EU-owned company based in Amsterdam that has run the service since 2018. Web analytics counts how many people visit a website, which pages they view and where they come from.",
    "The service records page views, events, referrers and campaign parameters (the UTM tags in links). It uses no cookies or other browser storage, does not collect or store IP addresses, and creates no visitor IDs or profiles; it derives the visitor's country without storing the IP address. Because it collects no personal data, the company says it complies with the GDPR and the ePrivacy Directive without a consent banner. Data is stored in the EU, with the main infrastructure in the Netherlands. Results appear on a one-page dashboard, and an API and raw exports send the data to BI tools such as Looker Studio and Power BI or to a data warehouse. Large customers run it next to Google Analytics 4 to count the visitors who reject consent.",
    "It is a hosted subscription priced by monthly page views, with a free plan for hobby sites."
   ],
   "maker": "Simple Analytics B.V.",
   "links": {
    "docs": "https://docs.simpleanalytics.com",
    "pricing": "https://www.simpleanalytics.com/pricing"
   },
   "page": "https://aiolum.com/tool/simple-analytics/"
  },
  {
   "slug": "hotjar",
   "name": "Hotjar",
   "job": "measuring",
   "definition": "A website behavior analytics tool, now part of Contentsquare: it shows heatmaps, session replays and survey answers that reveal how visitors use each page.",
   "url": "https://contentsquare.com/hotjar/",
   "price": "Free up to 200,000 sessions a month; Contentsquare Growth plan from US$39 a month billed yearly (US$49 billed monthly)",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to 200,000 sessions a month",
   "about": [
    "Hotjar was a product experience insights tool for websites and apps, and it is now part of Contentsquare, an experience analytics company. The Hotjar address now leads to a Contentsquare page. New Hotjar accounts can no longer be created; new users sign up for Contentsquare, which includes the Hotjar features.",
    "The tool captures how visitors interact with a website and shows it in several views. Heatmaps show where visitors click, move the pointer and scroll on a page, and attention maps measure engagement beyond clicks. Session replay plays back one visitor's session, with the moments of difficulty and the errors. Surveys and user interviews collect feedback directly from visitors. Contentsquare adds error and performance monitoring, funnels that show at which step of a sequence of pages users leave, AI summaries of heatmaps and recordings, and an MCP connection that lets AI assistants such as ChatGPT or Claude query the data.",
    "It is a hosted service. The free plan captures up to 200,000 sessions a month; paid plans are subscriptions, billed monthly or yearly, priced by the number of sessions."
   ],
   "maker": "Contentsquare (formerly Hotjar)",
   "links": {
    "docs": "https://docs.contentsquare.com/",
    "pricing": "https://contentsquare.com/pricing/"
   },
   "page": "https://aiolum.com/tool/hotjar/"
  },
  {
   "slug": "indiepage",
   "name": "Indie Page",
   "job": "measuring",
   "definition": "A link-in-bio page builder for independent founders: one page lists all of a maker's startups, with revenue verified through Stripe or LemonSqueezy.",
   "url": "https://indiepa.ge/",
   "price": "One-time payment: US$25 for a 1-Year Pass or US$45 for the Lifetime Deal (reduced from US$55 and US$75); building a page is free",
   "readOn": "2026-10-28",
   "freeTier": "yes, building a page is free",
   "about": [
    "Indie Page is a link-in-bio page builder for entrepreneurs who build their own products, made by Marc Lou. A link in bio is a single web page whose address a person puts in a social media profile and that links to everything the person does. An Indie Page, at an address such as indiepa.ge/name, shows a maker's startups, story and links on one page; the site calls itself \"Linktree for entrepreneurs\".",
    "A maker can connect a Stripe or LemonSqueezy account (payment services) so that the page shows the revenue of each startup with a Revenue Verified badge. The Indie Page Revenue Bot, the account @IndiePageApp on X (formerly Twitter), then posts the maker's revenue milestones. Makers compete on leaderboards, see the traffic and clicks on each startup, and collect fans' email addresses for a newsletter. A page can use a custom domain and 28 themes and 9 fonts, and search engines follow its links. The site also runs a startups directory and marketplace.",
    "Building a page is free. Showing it to the public with all features takes a one-time payment, for one year or for life; there is no subscription."
   ],
   "maker": "Marc Lou",
   "links": {
    "pricing": "https://indiepa.ge/#pricing"
   },
   "aka": [
    "IndiePage"
   ],
   "page": "https://aiolum.com/tool/indiepage/"
  },
  {
   "slug": "vercel-analytics",
   "name": "Vercel Web Analytics",
   "job": "measuring",
   "definition": "Vercel's built-in web analytics: it counts visitors, page views, top pages and referrers for websites hosted on Vercel, without using cookies.",
   "url": "https://vercel.com/docs/analytics",
   "price": "Free on the Hobby plan up to 50,000 events a month; Pro teams pay US$0.03 per 1,000 events",
   "readOn": "2026-10-28",
   "freeTier": "yes, 50,000 events a month on the Hobby plan",
   "about": [
    "Vercel Web Analytics is a web analytics service built into the Vercel hosting platform, made by Vercel Inc.; the address vercel.com/analytics leads to it as part of Vercel Observability. Web analytics counts the visitors of a website, the pages they view and where they come from.",
    "A team enables it for a project, and the project dashboard then shows unique visitors, page views, bounce rate, top pages, referrers, and the country, operating system, device and browser of visitors. Instead of cookies, Vercel identifies a visitor by a hash computed from the incoming request; the hash resets every day, so a visitor cannot be followed across days or across websites, and only anonymized data is stored. The data is sent through the site's own domain, which avoids ad blockers. Pro teams can record custom events with the track() function of the @vercel/analytics package, and the Web Analytics Plus add-on adds UTM parameters and a longer reporting window.",
    "Pricing is by the number of collected events (page views and custom events): the Hobby plan includes a free monthly allowance, and Pro teams pay per thousand events."
   ],
   "maker": "Vercel Inc.",
   "links": {
    "docs": "https://vercel.com/docs",
    "pricing": "https://vercel.com/docs/analytics/limits-and-pricing",
    "github": "https://github.com/vercel"
   },
   "aka": [
    "Vercel Analytics"
   ],
   "page": "https://aiolum.com/tool/vercel-analytics/"
  },
  {
   "slug": "cloudflare-web-analytics",
   "name": "Cloudflare Web Analytics",
   "job": "measuring",
   "definition": "A free web analytics service from Cloudflare: it counts a website's visits, page views, top pages and referrers without cookies or tracking of individual visitors.",
   "url": "https://www.cloudflare.com/web-analytics/",
   "price": "Free",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Cloudflare Web Analytics is a web analytics service made by Cloudflare, Inc.: it measures how people use a website, for example which pages they view and which sites send them there. It is built for privacy. It stores no client-side state such as cookies or localStorage, and it does not fingerprint visitors (identify a person from the IP address, the browser's user agent string or similar data).",
    "Data comes in one of two ways. A site owner can paste one line of JavaScript into the pages: a small beacon that reports each page view from the visitor's browser and also measures page load time and Core Web Vitals (standard metrics of loading speed, responsiveness and visual stability). Or the site can be proxied behind Cloudflare through a DNS change, and Cloudflare then counts the visits from the logs of its edge servers, with no code on the site. A dashboard shows the top hostnames, URLs, countries, referrers and status codes, with filters and a zoom on any time range.",
    "Web Analytics is free and is available on all Cloudflare plans."
   ],
   "maker": "Cloudflare, Inc.",
   "links": {
    "docs": "https://developers.cloudflare.com/web-analytics/"
   },
   "page": "https://aiolum.com/tool/cloudflare-web-analytics/"
  },
  {
   "slug": "appsflyer",
   "name": "AppsFlyer",
   "job": "measuring",
   "definition": "A mobile attribution service: it records which ad, campaign or network brought each app install and the purchases that follow, so a business can compare its ad spending.",
   "url": "https://www.appsflyer.com/",
   "price": "Growth plan, pay as you go: US$0.07 per conversion after 12,000 free conversions in the first year",
   "readOn": "2026-10-28",
   "freeTier": "yes, Zero plan for apps without paid campaigns",
   "about": [
    "AppsFlyer is a marketing measurement platform made by the company AppsFlyer. Its core product is mobile attribution: finding out which ad, campaign or media source brought each app install, and linking later purchases and other in-app events to that source.",
    "The app sends its installs and events to AppsFlyer through the AppsFlyer SDK (a code library added to the app) or through a server-to-server API. AppsFlyer receives data points from both advertisers and ad networks and joins them into one record, shown in dashboards of installs, events and revenue that update in real time. On iOS, where Apple's privacy rules limit tracking, it works with SKAdNetwork, Apple's framework that reports campaign results without naming the user, and models the conversions it cannot see. Other parts of the platform handle deep linking (links that open a specific screen inside an app), ad fraud protection, and measurement for web, CTV and game consoles.",
    "AppsFlyer is a hosted service. The Zero plan, for apps without paid campaigns, is free. The Growth plan is billed per conversion. An Enterprise plan is also offered."
   ],
   "maker": "AppsFlyer",
   "links": {
    "docs": "https://dev.appsflyer.com/",
    "pricing": "https://www.appsflyer.com/pricing/"
   },
   "page": "https://aiolum.com/tool/appsflyer/"
  },
  {
   "slug": "fathom",
   "name": "Fathom Analytics",
   "job": "measuring",
   "definition": "A privacy-focused website analytics service: one script counts visits, sources, pages and conversions without cookies, so a site needs no cookie banner for analytics.",
   "url": "https://usefathom.com/",
   "price": "From US$15 a month for up to 100,000 monthly pageviews (monthly billing)",
   "readOn": "2026-10-28",
   "freeTier": "7-day free trial only",
   "about": [
    "Fathom Analytics is a website analytics service made by Fathom, an independently owned Canadian company. Website analytics counts the visits to a site: where visitors come from, which pages they read and which actions they complete. Fathom presents itself as a privacy-focused alternative to Google Analytics.",
    "A site owner adds one script tag to the head of each page. The script records pageviews anonymously, without cookies and without collecting or storing personal data, so no cookie consent banner is needed for analytics. Traffic from the EU is routed through European-owned infrastructure. The dashboard is a single page that shows visitors, referrers, pages and UTM campaigns (tags in links that name the ad or newsletter a visitor came from). Custom events, optionally with a money value, measure conversions such as sign-ups and purchases. Fathom also filters bots, sends email reports, keeps the full history while the customer subscribes, and offers an API.",
    "Fathom is a hosted service sold by subscription, priced by the number of monthly pageviews across all sites, with a 7-day free trial."
   ],
   "maker": "Fathom Analytics",
   "links": {
    "docs": "https://usefathom.com/docs",
    "pricing": "https://usefathom.com/pricing"
   },
   "aka": [
    "Fathom"
   ],
   "page": "https://aiolum.com/tool/fathom/"
  },
  {
   "slug": "profitwell",
   "name": "ProfitWell Metrics",
   "job": "measuring",
   "definition": "Free subscription analytics software from Paddle: it reads a subscription business's payment data and reports recurring revenue, churn and customer value in dashboards.",
   "url": "https://www.paddle.com/profitwell-metrics",
   "price": "Free",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "ProfitWell Metrics is subscription analytics software made by Paddle, the company behind a Merchant of Record billing platform. Subscription analytics turns the payment records of a subscription business into revenue measures such as monthly recurring revenue (MRR, the revenue that repeats every month) and churn (the share of customers or revenue lost in a period).",
    "A business connects its payments stack in one click: Stripe, Chargebee, Paddle and other billing tools. ProfitWell Metrics then loads the historical and current data into dashboards. Standard reports cover MRR, churn, upgrades and downgrades, customer lifetime value, active customers and revenue per customer. Customer health scores point to trial users who are ready to convert and to customers at risk of churning. Benchmarks compare a business with 30,000 subscription and SaaS companies, and segmentation drills into cohorts and pricing plans. An API and native integrations send the metrics to a CRM or a marketing automation tool.",
    "It is a hosted web service and it is free. Paddle sells its billing and payments platform separately."
   ],
   "maker": "Paddle (Paddle.com Market Ltd.)",
   "aka": [
    "ProfitWell"
   ],
   "page": "https://aiolum.com/tool/profitwell/"
  },
  {
   "slug": "umami",
   "name": "Umami",
   "job": "measuring",
   "definition": "An open-source web analytics tool: it counts a website's visits, visitors and actions without cookies, either self-hosted or as a cloud service.",
   "url": "https://umami.is/",
   "price": "Free and open source to self-host; Umami Cloud Pro from US$20 a month with 1 million events included",
   "readOn": "2026-10-28",
   "freeTier": "yes: self-hosting, or Cloud Hobby up to 100K events a month",
   "about": [
    "Umami is an open-source web and product analytics platform made by Umami Software, Inc. Web analytics means counting and describing the visits to a website: how many people came, from where, and what they did. Umami does this without cookies, without cross-site tracking and without automatic collection of personal data, so most sites need no cookie consent banner.",
    "The dashboard shows pageviews, visitors, bounce rate, average visit time, referrers, locations and devices. It also reads UTM parameters, the tags in a link that name a marketing campaign. Custom events record actions such as button clicks, form submissions and signups. Reports include funnels (how many visitors pass each step toward a goal), journeys, retention and revenue; the higher paid plans add session replays and heatmaps. An API and an MCP server let other programs and AI assistants query the data.",
    "The code is open source under the MIT license. Self-hosting needs a server with Node.js and a PostgreSQL database. Umami Cloud is the hosted version, with a free plan and monthly plans priced by the number of events."
   ],
   "maker": "Umami Software, Inc.",
   "links": {
    "docs": "https://umami.is/docs",
    "pricing": "https://umami.is/pricing",
    "github": "https://github.com/umami-software/umami"
   },
   "page": "https://aiolum.com/tool/umami/"
  },
  {
   "slug": "axiom",
   "name": "Axiom",
   "job": "measuring",
   "definition": "A hosted log and event data platform: applications send logs, metrics and traces to Axiom, and engineers query, chart and get alerts on them.",
   "url": "https://axiom.co/",
   "price": "Axiom Cloud: US$25 a month platform fee plus usage; no minimum commitment",
   "readOn": "2026-10-28",
   "freeTier": "yes, Personal plan (500 GB a month of data loading, 30-day retention)",
   "about": [
    "Axiom is a machine data platform: a hosted service that collects, stores and queries event and telemetry data, such as application logs, metrics and traces. Telemetry is the data that running software emits about itself; observability is the practice of using it to understand and debug a system.",
    "Applications send events over HTTP, through OpenTelemetry (OTel) collectors and SDKs, or through integrations such as Vercel and Cloudflare. Ingest is schema-less: events need no fixed structure in advance, and fields are interpreted at query time (schema-on-read). EventDB stores timestamped events with 25 to 50 times compression and runs each query on short-lived serverless runtimes; MetricsDB stores time-series metrics with many distinct tag values (high cardinality). In the web Console, users write queries in APL, a language in which each step is piped into the next, build dashboards, and set monitors that alert on a threshold or an anomaly through Slack, email, PagerDuty and other channels. An MCP server lets AI agents query the data.",
    "Axiom is a hosted service. The Personal plan is free; Axiom Cloud charges a monthly platform fee plus usage."
   ],
   "maker": "Axiom",
   "links": {
    "docs": "https://axiom.co/docs/introduction",
    "pricing": "https://axiom.co/pricing",
    "github": "https://github.com/axiomhq"
   },
   "page": "https://aiolum.com/tool/axiom/"
  },
  {
   "slug": "chartmogul",
   "name": "ChartMogul",
   "job": "measuring",
   "definition": "A subscription analytics service: it reads a company's billing data and calculates recurring-revenue metrics such as MRR, ARR, churn and customer lifetime value.",
   "url": "https://chartmogul.com/",
   "price": "Free up to US$10K MRR; Starter plan from US$69 a month billed monthly (US$57 billed annually), rising with the company's revenue",
   "readOn": "2026-10-28",
   "freeTier": "yes: free up to US$10K MRR",
   "about": [
    "ChartMogul is a subscription analytics service for software companies that charge recurring fees. It turns raw billing records (payments, refunds, upgrades, discounts, currency changes) into revenue metrics: MRR (monthly recurring revenue), ARR (annual recurring revenue), churn (the share of customers or revenue lost), and LTV (lifetime value, the revenue a customer brings over the whole subscription).",
    "The company connects billing systems such as Stripe or Chargebee, or sends its own data through the API, CSV files or Zapier. ChartMogul links one customer's subscriptions across several billing systems, handles free trials, tiered plans, add-ons, usage-based fees and several currencies, and shows the movements of MRR for each account. Users segment metrics by plan, country or cohort (a group of customers who started in the same period), compare them with benchmarks of similar companies, and ask questions to a built-in AI assistant. A built-in CRM keeps leads, deals and e-mail conversations next to the revenue data.",
    "ChartMogul is a hosted service. It is free until a company reaches US$10K MRR; above that, the monthly price grows with the company's revenue."
   ],
   "maker": "ChartMogul",
   "links": {
    "pricing": "https://chartmogul.com/pricing/"
   },
   "page": "https://aiolum.com/tool/chartmogul/"
  },
  {
   "slug": "datadog",
   "name": "Datadog",
   "job": "measuring",
   "definition": "A cloud monitoring and security platform: it collects metrics, logs and traces from servers and applications, shows them in dashboards, and alerts engineers when something breaks.",
   "url": "https://www.datadoghq.com/",
   "price": "Infrastructure monitoring Pro: from US$15 per host a month billed annually (US$18 on demand)",
   "readOn": "2026-10-28",
   "freeTier": "yes: free tier with up to 5 Basic hosts and 1-day metric retention; free trial",
   "about": [
    "Datadog is an observability platform, a hosted service that collects data about running software so that engineers can see its health, find the cause of problems and fix them. It is made up of many products that can be used alone or together, covering infrastructure, applications, logs, security and user experience.",
    "Data arrives through the Datadog Agent (monitoring software that runs on the monitored machines) and through more than 1,000 integrations; the AWS integration, for example, collects logs, events and metrics from more than 90 AWS services. Datadog stores metrics, logs, events and traces (records of one request as it passes through several services), and shows them in dashboards. Application Performance Monitoring assesses how applications perform, and Synthetic Monitoring simulates users around the world to test a website, API or mobile app. Monitors watch chosen metrics against thresholds and send notifications by e-mail or Slack to the right people; downtimes mute alerts during planned maintenance.",
    "Datadog is a hosted service. Most products are priced per host or per volume of data each month, after a free trial; a free tier covers up to five Basic hosts."
   ],
   "maker": "Datadog",
   "links": {
    "docs": "https://docs.datadoghq.com/getting_started/",
    "pricing": "https://www.datadoghq.com/pricing/"
   },
   "page": "https://aiolum.com/tool/datadog/"
  },
  {
   "slug": "meta-sdk",
   "name": "Facebook SDK (Meta App Events)",
   "job": "measuring",
   "definition": "Meta's code library for iOS and Android apps: it reports app events such as installs and purchases to Meta, so that ad results can be measured.",
   "url": "https://developers.facebook.com/documentation/app-events",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "The Facebook SDK, from Meta, is a set of software development kits (SDKs), code libraries that an app includes in order to use a service, for connecting iOS and Android apps to Facebook. One of its main uses is Meta App Events: the app reports events, such as an install or a purchase, to Meta.",
    "A developer adds the SDK to the app, through Swift Package Manager on iOS or Maven modules on Android, registers the app in Meta's App Dashboard, and puts the App ID and a client token into the app's configuration. The app then logs events, some automatically and others in code. The events appear in Meta's Events Manager and are used to measure app installs and ad results in Ads Manager. Other modules provide Facebook Login, sharing, Messenger, App Links and the Graph API. On iOS 14.5 and later, when a user has not given App Tracking Transparency (ATT) permission, Meta restricts the use of the data, with methods such as Aggregated Event Measurement.",
    "The SDK code is published on GitHub as an open-source library under the Facebook Platform License."
   ],
   "maker": "Meta",
   "links": {
    "docs": "https://developers.facebook.com/documentation/ios",
    "github": "https://github.com/facebook/facebook-ios-sdk"
   },
   "aka": [
    "Meta SDK"
   ],
   "page": "https://aiolum.com/tool/meta-sdk/"
  },
  {
   "slug": "firebase-analytics",
   "name": "Google Analytics for Firebase",
   "job": "measuring",
   "definition": "A free app analytics service from Google: a library inside a mobile or web app records what users do and shows it in reports.",
   "url": "https://firebase.google.com/products/analytics",
   "price": "Free; no cost to use",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Google Analytics for Firebase, also called Firebase Analytics, is an app measurement service from Google. It records how people use a mobile or web app and turns those records into reports. It is part of Firebase, Google's platform of hosted services for building and running apps.",
    "A developer adds the Firebase SDK (software development kit, a library built into the app) for iOS, Android, the web, Flutter, Unity or C++. The SDK captures some events and user properties automatically, and the developer can define custom events. Reports cover up to 500 distinct events and appear in a dashboard in the Firebase console, from active users and demographics to the most purchased items. Custom audiences built from events and user properties can target notifications, A/B tests and Google Ads campaigns. Realtime views show live use, and the raw event data can be exported to BigQuery, Google's data warehouse, for custom analysis.",
    "It is a hosted Google service, and Google charges nothing for its use."
   ],
   "maker": "Google (Firebase)",
   "links": {
    "docs": "https://firebase.google.com/docs/analytics",
    "pricing": "https://firebase.google.com/pricing",
    "github": "https://github.com/firebase/"
   },
   "aka": [
    "Firebase Analytics"
   ],
   "page": "https://aiolum.com/tool/firebase-analytics/"
  },
  {
   "slug": "google-optimize",
   "name": "Google Optimize",
   "job": "measuring",
   "definition": "A former free Google tool for A/B testing and personalizing websites, closed by Google on September 30, 2023.",
   "url": "https://marketingplatform.google.com/about/optimize/",
   "price": "Was free; the product is closed",
   "readOn": "2026-10-28",
   "freeTier": "not applicable (closed)",
   "about": [
    "Google Optimize was Google's website testing and personalization tool, part of Google Marketing Platform. It ran A/B tests: a share of visitors sees a changed version of a page, and the tool measures which version reaches a goal more often. Google closed Optimize and Optimize 360, its version for enterprises, on September 30, 2023. This card is based on the archived product pages of June 2023 and on Google's shutdown notice.",
    "Optimize supported A/B/n tests (several versions of one page), multivariate tests (combinations of several elements on a page) and redirect tests, also called split URL tests. A visual WYSIWYG editor created page variants without changing the site's code, and a code editor accepted raw HTML, JavaScript and CSS. Targeting rules showed variants by browser, operating system, device, location or behavior. Optimize used Google Analytics data, reported results with Bayesian statistical methods, and tested custom landing pages for Google Ads campaigns.",
    "The standard version was free. Google now points users to A/B testing tools that integrate with Google Analytics: AB Tasty, Optimizely and VWO."
   ],
   "maker": "Google (Google Marketing Platform)",
   "status": "closed",
   "page": "https://aiolum.com/tool/google-optimize/"
  },
  {
   "slug": "google-tag",
   "name": "Google tag",
   "job": "measuring",
   "definition": "Google's JavaScript snippet (gtag.js) that a website loads on each page to send visit and conversion data to Google Analytics and Google Ads.",
   "url": "https://developers.google.com/tag-platform/gtagjs",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown; no price stated",
   "about": [
    "The Google tag (gtag.js), formerly called the global site tag, is Google's JavaScript tag for website measurement. A tag is a small piece of code in a web page that sends data about each visit to an outside service. One Google tag replaces separate tags for Google Ads, Google Analytics, Campaign Manager 360, Display & Video 360 and Search Ads 360.",
    "A site owner copies a tag ID from a Google product such as Google Ads or Google Analytics and pastes it into a short code snippet. The snippet loads gtag.js from googletagmanager.com and runs a config command with the tag ID; it goes on every page to be measured. The tag then sends data to the linked products: page views, clicks and scrolls to Google Analytics, and conversions and campaign performance to Google Ads. One tag ID can connect to several destinations, and its settings can be changed later in the Google tag screen of those products without new code.",
    "Google's pages state no price for the tag itself; it is set up from Google Ads, Google Analytics and Campaign Manager 360."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://developers.google.com/tag-platform/gtagjs"
   },
   "page": "https://aiolum.com/tool/google-tag/"
  },
  {
   "slug": "langfuse",
   "name": "Langfuse",
   "job": "measuring",
   "definition": "An open-source observability and evaluation platform for AI applications: it records every language-model call an app makes, with cost and latency, and helps test and improve the results.",
   "url": "https://langfuse.com/",
   "price": "Langfuse Cloud Core plan: US$29 a month with 100k units included, then US$8 per additional 100k units",
   "readOn": "2026-10-28",
   "freeTier": "yes: Hobby plan with 50k units a month; self-hosting is free",
   "about": [
    "Langfuse is an LLM engineering platform for the observability and evaluation of AI applications and agents. Observability means recording what a running program does, so that engineers can inspect it later. Langfuse is made by the Langfuse team, which has joined ClickHouse.",
    "An application sends traces to Langfuse through the Python or TypeScript SDK, or through OpenTelemetry, the open standard format for traces. A trace is a hierarchical record of one request: each LLM call, tool call and retrieval step, with its input, output, cost and latency. On top of the traces, Langfuse offers prompt management (prompts stored outside the code, with deployments and rollbacks), evaluation by LLM-as-a-judge (one language model scores the output of another), heuristic functions or human review, experiments on test datasets, and dashboards with alerts for cost, latency and quality.",
    "All product features are open source under the MIT license, and a team can self-host Langfuse with Docker Compose, Kubernetes or Terraform. Langfuse Cloud is the hosted service: a free Hobby plan, then monthly subscriptions that include a number of units and charge for additional units."
   ],
   "maker": "Langfuse (by ClickHouse)",
   "links": {
    "docs": "https://langfuse.com/docs",
    "pricing": "https://langfuse.com/pricing",
    "github": "https://github.com/langfuse/langfuse"
   },
   "page": "https://aiolum.com/tool/langfuse/"
  },
  {
   "slug": "metabase",
   "name": "Metabase",
   "job": "measuring",
   "definition": "An open-source business intelligence tool: it connects to a company's database and lets staff build charts, dashboards and reports, with or without writing SQL.",
   "url": "https://www.metabase.com/",
   "price": "Starter plan: US$100 a month (monthly billing) with 5 users included, plus US$6 per extra user a month; Open Source edition free",
   "readOn": "2026-10-28",
   "freeTier": "yes: free open-source edition to self-host; 14-day trial of paid plans",
   "about": [
    "Metabase is an open-source business intelligence (BI) tool, software that connects to a company's databases and turns the data into charts, dashboards and reports that people outside the data team can use. It is made by the company Metabase.",
    "Metabase connects to a database or data warehouse; more than 20 data sources are supported. People ask questions with a visual query builder that needs no SQL, or write SQL in an editor, and the results become interactive dashboards with filters and drill-downs. Metabot, the built-in AI assistant, answers questions in plain English on top of a semantic layer, a curated set of tables and metric definitions, and shows the query behind each answer. Alerts and dashboard subscriptions send results by email, Slack or webhook. Metabase can also be embedded in another product as customer-facing analytics.",
    "The Open Source edition is released under the AGPL license and is free to self-host, for example with one Docker command. Metabase Cloud is the hosted version; its paid plans are monthly or yearly subscriptions with a base price and a fee for each extra user."
   ],
   "maker": "Metabase",
   "links": {
    "docs": "https://www.metabase.com/docs/latest/",
    "pricing": "https://www.metabase.com/pricing",
    "github": "https://github.com/metabase/metabase"
   },
   "page": "https://aiolum.com/tool/metabase/"
  },
  {
   "slug": "microsoft-excel",
   "name": "Microsoft Excel",
   "job": "measuring",
   "definition": "Microsoft's spreadsheet program: it stores data in rows and columns, calculates with formulas, and summarizes the results in tables and charts.",
   "url": "https://www.microsoft.com/en-us/microsoft-365/excel",
   "price": "Microsoft 365 Personal, which includes the Excel desktop app: US$9.99 a month or US$99.99 a year; Excel for the web is free",
   "readOn": "2026-10-28",
   "freeTier": "yes: Excel for the web",
   "about": [
    "Microsoft Excel is a spreadsheet application from Microsoft. A spreadsheet stores data in a grid of cells, arranged in rows and columns, and calculates new values from those cells with formulas. Microsoft describes Excel as a spreadsheet application and data analysis tool.",
    "A user types or imports data into worksheets, then writes formulas with built-in functions such as IF, VLOOKUP and XLOOKUP, sorts and cleans the data, and summarizes it in charts and PivotTables. A PivotTable groups rows by category and calculates totals or averages for each group. Workbooks can be shared for real-time collaboration. Copilot, Microsoft's AI assistant, is built into Excel: a user describes a change or a question in plain language, and Copilot helps write formulas, edits tables and formatting, and analyzes the data.",
    "Excel runs on PCs, Macs, phones and tablets, and in the browser. Excel for the web is free after signing up. The desktop apps and Copilot come with Microsoft 365 subscriptions, billed monthly or yearly."
   ],
   "maker": "Microsoft",
   "links": {
    "docs": "https://support.microsoft.com/en-us/excel/",
    "pricing": "https://www.microsoft.com/en-us/microsoft-365/buy/compare-all-microsoft-365-products"
   },
   "page": "https://aiolum.com/tool/microsoft-excel/"
  },
  {
   "slug": "rb2b",
   "name": "RB2B",
   "job": "measuring",
   "definition": "Website visitor identification software: a script on the site names the people and companies behind anonymous visits and sends them to Slack or a CRM as sales leads.",
   "url": "https://www.rb2b.com/",
   "price": "Starter: US$79 a month for person-level identification, 300 resolutions a month; free plan for company-level identification",
   "readOn": "2026-10-28",
   "freeTier": "yes, company-level ID for 150 resolutions a month; 7-day full trial",
   "about": [
    "RB2B is website visitor identification software, made by RB2B, whose parent company is Retention.com. Visitor identification tries to name the anonymous people and companies that view a website, so that a sales team can contact them.",
    "The site owner installs one script in the header of the site. RB2B matches each visitor against a publisher network using first-party and third-party cookies, device IDs and IP addresses, and uses Demandbase's reverse-IP lookup (finding the company that owns an IP address) to identify companies. It sends names, LinkedIn profiles, business emails and company data to Slack, Teams, a CRM such as HubSpot or Salesforce, Clay, or more than 50 other apps. Filters by company size, revenue, seniority and geography route the most relevant leads to different tools. Person-level identification works only for visitors in the United States, with a US-only database; company-level identification is global, and under GDPR it needs a consent tool on the site.",
    "RB2B is a hosted service. A free plan identifies companies only; paid monthly plans add person-level identification and are priced by the number of resolutions (identified visitors) a month."
   ],
   "maker": "RB2B (Retention.com)",
   "links": {
    "pricing": "https://www.rb2b.com/pricing"
   },
   "page": "https://aiolum.com/tool/rb2b/"
  },
  {
   "slug": "splitbee",
   "name": "Splitbee",
   "job": "measuring",
   "definition": "A closed web analytics and conversion tool: a small script counted page views and events, and its dashboard showed traffic, funnels, A/B tests and automations.",
   "url": "https://web.archive.org/web/20250104020149/https://splitbee.io/",
   "price": "Was US$21 a month for 100,000 events (Pro, monthly billing, excluding VAT; archive copy, November 2024); free plan up to 2,500 events a month",
   "readOn": "2026-10-28",
   "freeTier": "free plan up to 2,500 events a month (2024)",
   "about": [
    "Splitbee was a web analytics and conversion tool for websites and apps, made by Tobi and Timo, who later joined Vercel. Web analytics measures who visits a site, from where and what they do there. The site splitbee.io now only says that Splitbee has been sunset, in a note signed in 2025. This card is based on Internet Archive copies of the site from November 2024 to January 2025.",
    "A site added one line of code, a script under 4 KB, which tracked page views automatically; developers could add custom events. The dashboard showed traffic in real time, where visitors came from, which pages they visited and which ad campaigns converted. A user explorer followed each user's actions, and funnels showed where customers dropped out. Automations ran actions on user events: emails, notifications on Telegram or Slack, entries in a Notion database or webhook calls. A/B testing split traffic between page variants. Data was stored in Europe and was not sold.",
    "Splitbee was a hosted service with a free plan and a Pro subscription priced by events per month."
   ],
   "maker": "Splitbee (Tobi and Timo, now at Vercel)",
   "status": "closed",
   "page": "https://aiolum.com/tool/splitbee/"
  },
  {
   "slug": "segment",
   "name": "Twilio Segment",
   "job": "measuring",
   "definition": "A customer data platform: it collects events from a company's apps and websites through one API and forwards them to analytics tools, ad platforms and data warehouses.",
   "url": "https://www.twilio.com/en-us/segment",
   "price": "Connections Team plan: from US$120 a month, including 10,000 visitors a month; free plan for 1,000 visitors a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with 1,000 visitors a month",
   "about": [
    "Twilio Segment is a customer data platform (CDP), software that collects data about what customers do in a company's apps and websites, joins it into one profile per customer and sends it on to other tools. It is made by Twilio, and its product pages and documentation are now on twilio.com.",
    "The core product, Connections, collects event data such as page views, sign-ups and purchases from mobile apps, websites and servers through one API, and pulls in data from cloud apps such as a CRM or a payment system. Each website, app or server is set up as a source. Segment forwards the events to destinations: more than 550 pre-built integrations, including analytics tools, email and messaging tools, ad platforms and data warehouses. Reverse ETL copies records from a data warehouse back into those tools. Add-ons check data quality (Protocols), merge events into identity-resolved profiles (Unify) and build audiences and customer journeys (Engage).",
    "It is a hosted service. Connections has a free plan and paid plans priced by monthly visitors; the full CDP plans have custom prices."
   ],
   "maker": "Twilio Inc.",
   "links": {
    "docs": "https://www.twilio.com/docs/segment",
    "pricing": "https://www.twilio.com/en-us/pricing/customer-data",
    "github": "https://github.com/segmentio"
   },
   "aka": [
    "Segment"
   ],
   "page": "https://aiolum.com/tool/segment/"
  },
  {
   "slug": "usermaven",
   "name": "Usermaven",
   "job": "measuring",
   "definition": "A web and product analytics service with marketing attribution: a script on the site records visits and actions and shows which channels and campaigns bring conversions and revenue.",
   "url": "https://usermaven.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "no free plan shown; interactive demo only",
   "about": [
    "Usermaven is a marketing attribution and analytics service from Usermaven Inc. Marketing attribution means assigning the credit for each sign-up, sale or other conversion to the channels, campaigns, ads and content that a customer saw before it.",
    "A business installs the Usermaven script on its website and product and connects its ad platforms and CRM (customer relationship management system). The script captures page views, clicks, form submissions and purchases automatically, without setting up each event by hand; tracking also works without cookies, from the server side, and when common ad blockers are on. From this data Usermaven builds multi-touch attribution reports (credit shared across all touchpoints, not only the last click), website and product analytics, funnels that show where users drop off, user journeys, segments, retention by cohort and dashboards. Maven AI answers questions about the data in plain language, and an MCP server lets other AI agents query it.",
    "Usermaven is a hosted service sold in two plans, Business and Enterprise. The pricing page shows no fixed prices: the price is set after a demo with the sales team."
   ],
   "maker": "Usermaven Inc.",
   "links": {
    "docs": "https://usermaven.com/docs",
    "pricing": "https://usermaven.com/pricing"
   },
   "page": "https://aiolum.com/tool/usermaven/"
  },
  {
   "slug": "yandex-metrica",
   "name": "Yandex Metrica",
   "job": "measuring",
   "definition": "A free web analytics service from Yandex: a code snippet on the site records visits, traffic sources and clicks, and shows them in reports, click maps and session recordings.",
   "url": "https://b2b.yandex.ru/adv/metrika",
   "price": "Free; Metrica Pro is a separate package for large businesses",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Yandex Metrica (Яндекс Метрика) is a web analytics service made by Yandex. Web analytics measures who visits a website, where the visitors come from and what they do on its pages. Its Russian product page counts 9 million connected sites, over 1.6 million events processed per second, and 120 reports and dashboards.",
    "The site owner creates a tag, a code snippet of JavaScript plus a noscript HTML part, and inserts it in the pages. When a visitor opens a page, the script sends data about the page and the visitor's actions to Yandex Metrica's servers: form submissions, link clicks, scrolling, page load times and completed goals. The servers add age, gender and location. Reports show traffic sources and the results of online and offline advertising, including Yandex Direct. The click map shows clicks on every page element, color-coded, for example as a heat map in which warm colors mean frequent clicks. Session Replay records each visit as a video.",
    "The service is free to use. Metrica Pro is a separate package for large businesses, with unsampled data and higher limits."
   ],
   "maker": "Yandex",
   "links": {
    "docs": "https://yandex.com/support/metrica/en/"
   },
   "page": "https://aiolum.com/tool/yandex-metrica/"
  },
  {
   "slug": "adjust",
   "name": "Adjust",
   "job": "measuring",
   "definition": "A mobile measurement partner: Adjust's SDK in an app matches each install and in-app event to the ad campaign or source that brought the user.",
   "url": "https://www.adjust.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Adjust, from Adjust GmbH, is a mobile measurement partner (MMP): a service that measures which ad campaigns bring app installs. Attribution, in Adjust's words, is matching app users to the source that drove their install. A marketer uses the attribution data to measure campaign performance, run retargeting campaigns and compare ad creatives.",
    "A developer adds the Adjust SDK (a code library) to an iOS, Android, Unity, React Native, Flutter or other app. When a user taps or views an ad, the ad network records the engagement; when the user first opens the app, the SDK reports the install, and Adjust's attribution logic finds the source within an attribution window, for example 7 days for clicks. The SDK also records sessions, in-app events and revenue, and supports deep links that open a specific screen of the app. Results appear in the Adjust Suite dashboard, can be exported, or are sent to the customer's servers as raw data through server callbacks.",
    "Adjust is a hosted service sold in packages; some features, called Growth Solutions, are bought separately."
   ],
   "maker": "Adjust GmbH",
   "links": {
    "docs": "https://help.adjust.com/en"
   },
   "page": "https://aiolum.com/tool/adjust/"
  },
  {
   "slug": "app-store-connect",
   "name": "App Store Connect",
   "job": "measuring",
   "definition": "Apple's web and mobile console where developers upload and manage App Store apps and read their downloads, sales, conversion and revenue data.",
   "url": "https://developer.apple.com/app-store-connect/",
   "price": "Included in the Apple Developer Program: US$99 a year",
   "readOn": "2026-10-28",
   "freeTier": "no; membership required",
   "about": [
    "App Store Connect is Apple's set of web tools, also available as an iPhone and iPad app, for developers who publish on the App Store. Members of the Apple Developer Program use it to upload builds, write the App Store product page in up to 40 languages, set up in-app purchases and subscriptions, invite beta testers with TestFlight, submit apps to App Review and reply to customer reviews.",
    "Its Analytics section measures acquisition, engagement and monetization with data that only Apple has. It shows total downloads by territory, device and source (App Store search, browse, referrers), and the conversion rate, the ratio of downloads to unique impressions of the app on the store. Cohort reports follow groups of users over time, and peer group benchmarks compare an app with similar apps. Sales and Trends gives next-day sales and unit data, and Payments and Financial Reports show earnings and taxes.",
    "It is a hosted service included with the paid Apple Developer Program membership."
   ],
   "maker": "Apple Inc.",
   "links": {
    "pricing": "https://developer.apple.com/programs/"
   },
   "page": "https://aiolum.com/tool/app-store-connect/"
  },
  {
   "slug": "app-store-connect-api",
   "name": "App Store Connect API",
   "job": "measuring",
   "definition": "Apple's REST API that lets a program automate App Store Connect tasks and download an app's sales, financial and analytics reports.",
   "url": "https://developer.apple.com/app-store-connect/api/",
   "price": "Included in the Apple Developer Program: US$99 a year",
   "readOn": "2026-10-28",
   "freeTier": "no; membership required",
   "about": [
    "The App Store Connect API is a REST API (an interface that programs call over HTTPS with standard web requests) from Apple. It automates the actions a developer would otherwise do by hand in App Store Connect, Xcode and the Certificates, Identifiers & Profiles site.",
    "Each call is authorized with a JSON Web Token (JWT), a signed token that the program creates from a key issued in the organization's App Store Connect account. Responses are JSON data with links to related resources. The API covers in-app purchases and subscriptions, TestFlight beta testing, app metadata and releases, provisioning (bundle IDs, signing certificates, devices), users and roles, Xcode Cloud builds and customer reviews. Its reporting part downloads sales and financial reports, analytics reports and power and performance metrics, so outside systems can read an app's sales without access to the console. Apple publishes an OpenAPI specification of the API.",
    "Access comes with the paid Apple Developer Program membership; the API itself has no separate price."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/documentation/appstoreconnectapi",
    "pricing": "https://developer.apple.com/programs/"
   },
   "page": "https://aiolum.com/tool/app-store-connect-api/"
  },
  {
   "slug": "appsflyer-onelink",
   "name": "AppsFlyer OneLink",
   "job": "measuring",
   "definition": "AppsFlyer's deep-linking technology: one smart link sends each visitor to the right app store or straight into the app, and records which campaign brought the install.",
   "url": "https://www.appsflyer.com/products/deep-linking/",
   "price": "Growth plan, pay as you go: 12K free conversions in the first year, then US$0.07 per conversion; free Zero plan for apps without paid campaigns",
   "readOn": "2026-10-28",
   "freeTier": "yes, Zero plan for owned media only",
   "about": [
    "OneLink is the deep-linking technology inside the Deep Linking Suite of AppsFlyer, a mobile measurement and attribution company. A deep link is a link that opens a specific screen inside a mobile app instead of a web page; attribution is the work of finding which ad, email or page led to an install or a purchase.",
    "A single OneLink detects whether the visitor uses iOS, Android or a desktop computer. A new user goes to the app store; an existing user goes straight to the linked content in the app. Deferred deep linking stores the link parameters before the install and restores them on the first app open, so the new user still lands on the intended screen. For websites, Smart Banners and Smart Script create these links for banners and download buttons and attribute each conversion to its traffic source. Links can be branded, given expiry rules, turned into QR codes and created in bulk or through the OneLink API.",
    "It is a hosted service, also sold as a standalone product. Plans range from a free tier for owned media to billing per conversion and custom Enterprise pricing."
   ],
   "maker": "AppsFlyer",
   "links": {
    "pricing": "https://www.appsflyer.com/pricing/"
   },
   "page": "https://aiolum.com/tool/appsflyer-onelink/"
  },
  {
   "slug": "appstack",
   "name": "Appstack",
   "job": "measuring",
   "definition": "A mobile attribution service that links each app install and in-app purchase to the ad that brought it, and runs trackable revenue-share links for creators.",
   "url": "https://www.appstack.tech/",
   "price": "Growth plan: US$299 a month plus US$0.02 per paid install, billed monthly",
   "readOn": "2026-10-28",
   "freeTier": "yes, Starter plan free up to 10,000 paid installs (one-time)",
   "about": [
    "Appstack, made by Appstack Tech, Inc., is a measurement and attribution service for mobile apps that run paid ads. Attribution means finding which ad, campaign or link led to each install and later purchase, so that the real return on ad spend (ROAS) can be computed.",
    "Developers add the Appstack SDK (software development kit, a code library inside the app) for Swift, Kotlin, React Native, Flutter or Unity. Appstack links send each user to the correct app store and record the click; the service matches installs and in-app events to the ad in real time, at device level. It imports campaigns from Meta, Google, TikTok, Apple, Snapchat and Reddit ads, and receives subscription and payment events from RevenueCat, Superwall and Stripe. Signal engineering sends enriched events, such as a qualified trial, back to the ad networks. Its enhanced app campaigns are web campaigns that send users straight to the app store with no landing page. Creators can get their own links and a share of the revenue they bring.",
    "It is a hosted service with a free plan, a monthly plan plus a fee per paid install, and Enterprise pricing."
   ],
   "maker": "Appstack Tech, Inc.",
   "links": {
    "docs": "https://docs.appstack.tech/",
    "pricing": "https://www.appstack.tech/pricing"
   },
   "aka": [
    "AppStack"
   ],
   "page": "https://aiolum.com/tool/appstack/"
  },
  {
   "slug": "aptabase",
   "name": "Aptabase",
   "job": "measuring",
   "definition": "An open-source, privacy-first analytics service for mobile, desktop and web apps that counts anonymous usage events and shows them in a dashboard.",
   "url": "https://aptabase.com/",
   "price": "Managed cloud: free up to 20,000 events a month, then from US$10 a month for 200,000 events",
   "readOn": "2026-10-28",
   "freeTier": "yes, 20,000 events a month; self-hosting is free",
   "about": [
    "Aptabase is an open-source product analytics service for mobile, desktop and web apps, presented by its makers as an alternative to Google Firebase Analytics. Product analytics means counting how people use an app: sessions, button clicks and feature use.",
    "A developer adds one of 17 lightweight Aptabase SDKs (code libraries, for example for Swift, Kotlin, React Native, Flutter or Electron) and sends named events. The dashboard updates in real time, offers a session timeline and CSV export, and keeps debug builds apart from release builds. Aptabase does not use device identifiers, cookies or fingerprinting. The only link between events is a daily identifier that the server computes as a keyed hash of the IP address and the user agent, with a salt that changes every 24 hours and is then deleted so that data cannot be tied to a person. Data stays in an EU or US data center, or on the developer's own server.",
    "The server code and SDKs are open source under the AGPL-3.0 license and can be self-hosted for free. The managed cloud is free up to 20,000 events a month, then priced by monthly events."
   ],
   "maker": "Aptabase",
   "links": {
    "pricing": "https://aptabase.com/pricing",
    "github": "https://github.com/aptabase/aptabase"
   },
   "page": "https://aiolum.com/tool/aptabase/"
  },
  {
   "slug": "baidu-search-resource-platform",
   "name": "Baidu Search Resource Platform",
   "job": "measuring",
   "definition": "Baidu's webmaster tool: a site owner verifies a website, submits its pages to Baidu search, and sees how Baidu crawls, indexes and shows them.",
   "url": "https://ziyuan.baidu.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "no price shown",
   "about": [
    "Baidu Search Resource Platform (百度搜索资源平台, at ziyuan.baidu.com) is the official platform of the Baidu search engine for developers, content creators and site managers. It is a webmaster tool: a set of web tools with which a site owner tells a search engine about a site and sees how the search engine crawls, stores and shows its pages.",
    "An owner adds a site and verifies control of the domain (webmaster tools usually check for a tag in the page source or a file on the server). After verification the owner holds the domain in the platform and can add its subdomains. The tools then report index volume (the number of pages Baidu has stored), traffic and search keywords, crawl frequency, crawl errors and robots.txt rules. Owners submit new pages for fast or normal crawling, report dead links and announce a site redesign. The platform also has courses, search guidelines and a forum.",
    "It is a web service run by Baidu; most tools require a Baidu login, and the pages show no price."
   ],
   "maker": "Baidu",
   "page": "https://aiolum.com/tool/baidu-search-resource-platform/"
  },
  {
   "slug": "clicky",
   "name": "Clicky",
   "job": "measuring",
   "definition": "A real-time web analytics service: a script on each page records visitors and their actions, and a dashboard shows traffic, sources, heatmaps and uptime.",
   "url": "https://clicky.com/",
   "price": "From US$9.99 a month for the Pro plan (10 websites, 30,000 page views a day), or US$79.99 a year",
   "readOn": "2026-10-28",
   "freeTier": "yes; 1 website, 3,000 page views a day",
   "about": [
    "Clicky is a web analytics service made by Roxr Software Ltd. Web analytics means measuring who visits a website, where they come from and what they do there. Clicky focuses on real-time data and privacy: by default it stores no personal data and sets no tracking cookies, so a site needs no cookie banner for it.",
    "A tracking script on each page reports every visitor, page view and JavaScript event; the Spy view shows a live stream of people on the site, and visitor logs show each session. Clicky filters bots and referrer spam, and a reverse proxy option sends the tracking requests through paths on the site's own domain, so that visitors with ad blockers are counted too. Paid plans add heatmaps, uptime alerts from several locations, goals and revenue, split testing, campaign tracking, custom data such as usernames, and data export. There is also an API.",
    "Clicky is a hosted service. A free plan tracks one website with up to 3,000 page views a day; paid plans are billed monthly or yearly, and new accounts get a 21-day trial of the premium features."
   ],
   "maker": "Roxr Software Ltd",
   "links": {
    "pricing": "https://clicky.com/help/pricing"
   },
   "page": "https://aiolum.com/tool/clicky/"
  },
  {
   "slug": "contentsquare",
   "name": "Contentsquare",
   "job": "measuring",
   "definition": "An experience analytics platform: a tracking tag on a website records how visitors click, scroll and leave, and shows heatmaps, session replays and funnels.",
   "url": "https://contentsquare.com/",
   "price": "Growth plan: from US$39 a month, priced by monthly sessions",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan up to 200k sessions a month",
   "about": [
    "Contentsquare is an experience analytics platform from the company Contentsquare. Experience analytics records how visitors behave on a website or mobile app (where they click, scroll and leave) so that a business can find what blocks them and fix it.",
    "A website loads the Contentsquare main tracking tag, a JavaScript snippet added to the page template or through a tag manager such as Google Tag Manager. The tag collects clicks, scrolls and form fills without manual tagging of each element. The platform then shows heatmaps of clicks, hovers and scrolls, session replays that play back a visit, journey and funnel analysis that shows where users drop off, error and performance monitoring, surveys and A/B testing. AI features summarize replays and heatmaps, an MCP server connects the data to AI assistants, and visits by AI agents are analyzed too. Data can be exported to the customer's data warehouse.",
    "Contentsquare is a hosted service. A free plan exists; the Growth plan is a monthly subscription priced by sessions, and Pro and Enterprise plans have custom prices."
   ],
   "maker": "Contentsquare",
   "links": {
    "docs": "https://docs.contentsquare.com/",
    "pricing": "https://contentsquare.com/pricing/"
   },
   "page": "https://aiolum.com/tool/contentsquare/"
  },
  {
   "slug": "datalenk",
   "name": "Datalenk",
   "job": "measuring",
   "definition": "A cookieless web analytics service that connects to a site's payment provider and shows how much revenue each traffic channel, page and shared link brings in.",
   "url": "https://datalenk.com/",
   "price": "Starter plan for one website and 10,000 events a month: US$7 a month billed yearly (US$84 a year), or from US$9 a month on monthly billing",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial only",
   "about": [
    "Datalenk is a web analytics service built around revenue attribution: deciding which traffic source, such as search, an AI assistant or a newsletter, gets the credit for a sale. It is published by GTA Go To Agency SAS, a French company in Dijon, and was started by its founder, Florian.",
    "A site adds one script to its pages and connects its payment provider, such as Stripe, Paddle or Lemon Squeezy. Reports then show the revenue of each channel, with ChatGPT, Perplexity, Claude and Gemini as separate channels, and funnels that show at which step paying customers drop out. Tracked links carry their source, so a visit from a newsletter or a direct message is not counted as Direct. The default script sets no cookies, so no consent banner is needed, and the data is stored on servers in Germany.",
    "Datalenk is a subscription service priced by the number of events a month (page views, custom events and tracked payments). Every plan has every feature; there is a 14-day free trial and no free plan."
   ],
   "maker": "GTA Go To Agency SAS",
   "links": {
    "pricing": "https://datalenk.com/pricing"
   },
   "page": "https://aiolum.com/tool/datalenk/"
  },
  {
   "slug": "fullstory",
   "name": "Fullstory",
   "job": "measuring",
   "definition": "A behavioral analytics service that records how visitors use a website or app and replays their sessions, so a business can see where users struggle.",
   "url": "https://www.fullstory.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Fullstory is a digital experience analytics platform made by Fullstory, Inc. Behavioral analytics software of this kind records how people use a website or mobile app, so that a team can find the places where users struggle or leave.",
    "Fullstory captures every user interaction automatically, without tags added to each page element; it calls this tagless autocapture, or Fullcapture. From that record it offers session replay, which rebuilds a visit so that a team can watch what the user saw and did; heatmaps, scroll maps and click maps, which show where users click and how far they scroll; and product analytics such as funnels, user segments, retention analysis and journeys. It also detects rage clicks, repeated fast clicks on one spot that signal frustration. Sensitive data is excluded by default, and more fields can be masked. AI features called StoryAI summarize sessions and show where users drop off.",
    "It is a hosted service sold as Business, Advanced and Enterprise plans, with prices given only on request."
   ],
   "maker": "Fullstory, Inc.",
   "links": {
    "docs": "https://developer.fullstory.com/",
    "pricing": "https://www.fullstory.com/plans/"
   },
   "page": "https://aiolum.com/tool/fullstory/"
  },
  {
   "slug": "grafana",
   "name": "Grafana",
   "job": "measuring",
   "definition": "An open-source dashboard and alerting tool: it queries metrics, logs and traces from many data sources and shows them as graphs that teams monitor.",
   "url": "https://grafana.com/oss/grafana/",
   "price": "Free and open source (self-hosted); Grafana Cloud Pro from US$19 a month plus usage",
   "readOn": "2026-10-28",
   "freeTier": "yes, OSS is free and Grafana Cloud has a free tier",
   "about": [
    "Grafana is an open-source platform for monitoring and observability, led by Grafana Labs. Observability means understanding a running system from the data it emits, such as metrics, logs and traces. Grafana queries, visualizes and alerts on this data no matter where it is stored.",
    "A user connects data sources such as Prometheus, Loki, Elasticsearch, InfluxDB or Postgres, with more than 150 plugins available, and builds dashboards of panels: time series graphs, heatmaps and other visualizations. Template variables appear as drop-down menus, so one dashboard can show different servers or services. The Explore view runs ad-hoc queries and compares time ranges side by side. Alert rules are defined visually; Grafana evaluates them continuously and sends notifications. Dashboards and alerts can be deployed as code in a software pipeline, and Git Sync stores and versions dashboards in Git.",
    "Grafana OSS is open source under the AGPL-3.0 license and is installed on the user's own servers. Grafana Labs also sells Grafana Cloud, a managed service with a free tier and usage-based paid plans, and Grafana Enterprise for self-managed installations."
   ],
   "maker": "Grafana Labs",
   "links": {
    "docs": "https://grafana.com/docs/grafana/latest/",
    "pricing": "https://grafana.com/pricing/",
    "github": "https://github.com/grafana/grafana"
   },
   "page": "https://aiolum.com/tool/grafana/"
  },
  {
   "slug": "hyros",
   "name": "Hyros",
   "job": "measuring",
   "definition": "An ad tracking and attribution service that records which ads led to each sale and sends those sales back to Meta, Google and other ad platforms.",
   "url": "https://hyros.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "no; custom price quoted on a call, with a results guarantee",
   "about": [
    "Hyros is ad tracking and attribution software made by Hyros Inc. Attribution means deciding which ad, click or email gets credit for a sale. Ad platforms such as Meta and Google report their own numbers, and they miss sales that happen on another device or days later.",
    "A business installs the Hyros tracking script on its website (or a one-click integration for Shopify, WooCommerce, Stripe, ClickFunnels, Kajabi, Calendly and others). Hyros reads the existing UTM tags, the labels in ad links that name the campaign. It recognizes each buyer across devices and sessions with email, cookies, click IDs and a device fingerprint, and joins the visits, leads and purchases into one customer journey. Reports then show sales, return on ad spend and lifetime value per ad. Hyros sends the sales that the platforms missed back to them, so their targeting algorithms learn from real buyers. An API and an MCP server give programs and AI assistants such as Claude access to the data.",
    "Hyros is a hosted service with one plan and a custom monthly price that follows the revenue it tracks, quoted on a setup call."
   ],
   "maker": "Hyros Inc.",
   "links": {
    "docs": "https://docs.hyros.com/",
    "pricing": "https://hyros.com/pricing-ai-tracking"
   },
   "page": "https://aiolum.com/tool/hyros/"
  },
  {
   "slug": "indierank",
   "name": "IndieRank",
   "job": "measuring",
   "definition": "A public leaderboard website that ranks independent founders by their verified monthly recurring revenue, using data from TrustMRR.",
   "url": "https://indierank.io/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "no prices shown on the site",
   "about": [
    "IndieRank is a leaderboard website that ranks indie founders by MRR, built by Max Blackwell. MRR (monthly recurring revenue) is the revenue a subscription business earns every month. The founders and figures come from TrustMRR, a database of verified startup revenues, through the TrustMRR API.",
    "The site loads the data from its own API and updates the leaderboard every 24 hours. Each row shows a founder with figures such as MRR, revenue of the last 30 days, 30-day growth, X followers, customers, website visitors, Google impressions and profit margin; users can choose which columns to show. Views filter the list, for example to pre-revenue or revenue-earning startups, and a category filter and search narrow it further. A section of top movers lists the fastest-growing founders, the biggest drops and the best MRR per follower. Each founder has a profile page.",
    "IndieRank is a public website that shows no prices, paid plans or sign-up; its rankings depend on the revenue data that founders have verified on TrustMRR."
   ],
   "maker": "Max Blackwell",
   "page": "https://aiolum.com/tool/indierank/"
  },
  {
   "slug": "june",
   "name": "June",
   "job": "measuring",
   "definition": "Product analytics software for B2B SaaS companies that showed how each customer account used the product; the team joined Amplitude in August 2025 and closed the product.",
   "url": "https://www.june.so/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "free trial (archived pricing page, July 2025)",
   "about": [
    "June was product analytics software, a tool that records what users do inside a software product and turns those events into reports, made for B2B SaaS companies (businesses that sell software subscriptions to other businesses). Ferruccio and Enzo founded it after leaving Intercom. On 8 August 2025 the June team announced on june.so that it was joining Amplitude, another analytics company, and saying goodbye to the June product.",
    "The description here comes from the June site and an Internet Archive copy of it from July 2025. A developer sent events to June with its SDKs for the browser, React and Next.js, Node.js, Python and Ruby, or with an HTTP API, using identify, group, track and page calls. June then built reports per company account: feature adoption, activation, where users drop off, and alerts when a large account used the product less. It synced these usage metrics to Salesforce, HubSpot or Attio to build a health score, and offered custom insights with SQL and AI.",
    "It was a hosted service with a free trial; the archived pricing page listed no public price."
   ],
   "maker": "June (team joined Amplitude in 2025)",
   "links": {
    "docs": "https://www.june.so/docs",
    "pricing": "https://www.june.so/pricing"
   },
   "status": "closed",
   "page": "https://aiolum.com/tool/june/"
  },
  {
   "slug": "logsnag",
   "name": "LogSnag",
   "job": "measuring",
   "definition": "A hosted event tracking service: a product's code reports events such as sign-ups and payments, which appear in a real-time feed, dashboards and push notifications.",
   "url": "https://logsnag.com/",
   "price": "Sprout plan US$16 a month, billed yearly, for 50,000 events a month and unlimited seats; free plan with 2,500 events a month and 3 seats",
   "readOn": "2026-10-28",
   "freeTier": "yes, 2,500 events a month",
   "about": [
    "LogSnag is an event tracking tool made by LogSnag. Event tracking means that a product's own code reports each important event, such as a sign-up, a payment or a server problem, to an outside service at the moment it happens; LogSnag stores these events and shows them in real time.",
    "A developer creates a project for each app and channels inside it (for example payments or logins), then sends each event with a single HTTP POST request to the LogSnag API, or through SDKs for Node, React, Next, Vue, Deno, the web and Python. Each event can carry a user ID, an icon and tags, and can trigger a push notification on desktop, mobile or in the browser. The events feed funnels (conversion rates between steps), journey tracking for users or other entities, and real-time dashboards for metrics such as daily active users or revenue. Zapier and Bubble integrations connect it to no-code tools.",
    "LogSnag is a hosted subscription service priced by the number of events per month, with a free plan."
   ],
   "maker": "LogSnag",
   "links": {
    "docs": "https://docs.logsnag.com",
    "pricing": "https://logsnag.com/pricing",
    "github": "https://github.com/logsnag"
   },
   "page": "https://aiolum.com/tool/logsnag/"
  },
  {
   "slug": "openstatus",
   "name": "openstatus",
   "job": "measuring",
   "definition": "An open-source status page and uptime monitoring service that checks a site from many regions and tells customers when something is down.",
   "url": "https://www.openstatus.dev/",
   "price": "Starter plan US$30 a month; free Hobby plan with one monitor and one status page",
   "readOn": "2026-10-28",
   "freeTier": "yes, Hobby plan",
   "about": [
    "openstatus is an open-source status page and incident response platform. A status page is a public web page that shows whether each part of a service is working and lists past incidents; uptime monitoring means checking a URL at fixed intervals to see that it answers correctly.",
    "Monitors check a URL from 28 regions and send alerts to Slack, Discord, email, webhooks, PagerDuty and other channels when checks fail. The team declares an incident with a Slack command, and the openstatus agent drafts the status report for a person to approve before it appears on a branded status page on the company's own domain. Every report is timestamped and every change goes to an audit log, which helps with audits such as SOC 2. The service can also be run from the dashboard, a CLI, an API or Terraform.",
    "openstatus is licensed under AGPL-3.0 and can be self-hosted with Docker, or used as a managed service. It is built by a two-person team, Thibault and Max. The managed service has a free Hobby plan and monthly paid plans."
   ],
   "maker": "openstatus (Thibault and Max)",
   "links": {
    "docs": "https://www.openstatus.dev/docs",
    "pricing": "https://www.openstatus.dev/pricing",
    "github": "https://github.com/openstatushq"
   },
   "aka": [
    "OpenStatus"
   ],
   "page": "https://aiolum.com/tool/openstatus/"
  },
  {
   "slug": "overtracking",
   "name": "Overtracking",
   "job": "measuring",
   "definition": "A web analytics service, offered as a Google Analytics alternative, that reports visitors, pages, sources and page speed, with optional heatmaps and session recordings.",
   "url": "https://overtracking.com/",
   "price": "From €6.95 a month (Plus plan, annual payment); free up to 50,000 page views a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, up to 50,000 page views a month",
   "about": [
    "Overtracking is a web analytics tool made by Fueled By Smart Work SL: a small JavaScript snippet on each page reports visits, and a dashboard shows the results. It is offered as a privacy-first alternative to Google Analytics 4 and is described as GDPR-compliant without cookies.",
    "The site owner enters the site's URL and copies the snippet into the site. The dashboard shows unique users, sessions, pageviews, countries, sources, browsers and devices, live visitors, page load speed and errors, including Core Web Vitals by country, device and URL. Goals can be set up without code to measure conversions, and plugins exist for WooCommerce and PrestaShop. Optional anonymous session recordings and heatmaps show where visitors move the cursor; form fields and passwords are never recorded. IP addresses are anonymized, and the data is stored on servers in the European Union.",
    "Pricing depends on the number of pageviews per month: the service is free up to 50,000 page views, and paid plans are billed monthly or yearly."
   ],
   "maker": "Fueled By Smart Work SL",
   "page": "https://aiolum.com/tool/overtracking/"
  },
  {
   "slug": "pghero",
   "name": "PgHero",
   "job": "measuring",
   "definition": "An open-source performance dashboard for PostgreSQL databases that shows the slowest queries, space use and suggested indexes in a web page.",
   "url": "https://github.com/ankane/pghero",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "PgHero is an open-source performance dashboard for Postgres (PostgreSQL), a relational database. It is maintained on GitHub by the developer ankane, and its README says it was tested in production at Instacart.",
    "PgHero connects to a database and shows its state in a web page. Query statistics come from pg_stat_statements, a Postgres extension that records how often each query runs and how much time it takes, and the dashboard flags slow queries (by default those that average over 20 ms and run at least 100 times) and long-running queries. With the optional pg_query library it suggests indexes to add. It can store query and space statistics over time in tables, which adds a time-range slider to the Queries tab, and for Amazon RDS and Google Cloud SQL it also shows CPU use and IOPS (disk input and output operations per second). One installation can watch several databases.",
    "PgHero is free and open source under the MIT license. It runs as a Docker image, started with the database address in DATABASE_URL, or as a Rails engine mounted inside a Ruby on Rails application."
   ],
   "maker": "ankane (open source)",
   "links": {
    "docs": "https://github.com/ankane/pghero",
    "github": "https://github.com/ankane/pghero"
   },
   "page": "https://aiolum.com/tool/pghero/"
  },
  {
   "slug": "pirsch",
   "name": "Pirsch",
   "job": "measuring",
   "definition": "A cookie-free web analytics service hosted in Germany: it counts website visits, sources and conversions without storing personal data, so no cookie banner is needed.",
   "url": "https://pirsch.io/",
   "price": "Standard plan: from US$6 a month for 10,000 page views a month",
   "readOn": "2026-10-28",
   "freeTier": "30-day free trial only",
   "about": [
    "Pirsch Analytics is a privacy-friendly web analytics service, an alternative to Google Analytics, made and hosted in Germany by Emvi Software GmbH. Web analytics means counting visits to a website and showing where visitors come from and what they do. The core of Pirsch is open source.",
    "A site adds the Pirsch script, uses a plugin for its CMS or framework, or sends page views from its server through the API. Pirsch sets no cookies: it recognizes a visitor with a hash (a one-way code) computed from the IP address, the User-Agent header, the date and a per-site salt, so a visitor can be recognized for at most 24 hours and never across sites, and the IP address is never stored. The dashboard shows pages, referrers, UTM campaign parameters, countries, browsers and devices, with filters, events, conversion goals, funnels, session summaries, A/B testing, webhooks, email reports and shared dashboards. Data can be imported from Google Analytics, Plausible and Fathom.",
    "Pirsch is a hosted subscription priced by monthly page views, with a 30-day free trial; enterprises can also install it on their own servers."
   ],
   "maker": "Emvi Software GmbH",
   "links": {
    "docs": "https://docs.pirsch.io/",
    "pricing": "https://pirsch.io/pricing",
    "github": "https://github.com/pirsch-analytics"
   },
   "page": "https://aiolum.com/tool/pirsch/"
  },
  {
   "slug": "rollbar",
   "name": "Rollbar",
   "job": "measuring",
   "definition": "An error tracking service that collects the errors a live application throws, groups them, alerts the developers and shows the code behind each error.",
   "url": "https://rollbar.com/",
   "price": "Essentials plan, monthly billing: US$29 a month for 50,000 error events (the pricing page's example); price rises with volume",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with 5,000 events a month",
   "about": [
    "Rollbar is an error tracking service from Rollbar Inc. It collects the errors (exceptions) that an application throws while it runs in production and reports them to the developers. Rollbar calls this code-first observability, because it starts from the code that runs in production.",
    "A developer installs a Rollbar SDK, a small library, in the application; SDKs exist for JavaScript, Python, Rails, Java, .NET, Node.js, PHP and other platforms. Each error goes to Rollbar's servers, which group similar errors into one item, send an alert in real time and show the stack trace (the chain of function calls that led to the error) down to the line of code. Session Replay shows what the user did before the error, and deploy tracking ties each error to the release it came from. An AI agent called Resolve reads the code around a chosen error, writes a fix in an isolated environment, runs the tests and opens a pull request for review.",
    "Rollbar is a hosted service. A permanent free plan exists; paid plans are billed each month by the volume of error events, session replays and AI credits."
   ],
   "maker": "Rollbar Inc.",
   "links": {
    "docs": "https://docs.rollbar.com/docs/getting-started",
    "pricing": "https://rollbar.com/pricing"
   },
   "page": "https://aiolum.com/tool/rollbar/"
  },
  {
   "slug": "singular",
   "name": "Singular",
   "job": "measuring",
   "definition": "A mobile measurement partner: it attributes each app install and purchase to the ad network, campaign and ad that brought it, and joins this with ad cost.",
   "url": "https://www.singular.net/",
   "price": "Growth plan: US$0.05 per conversion; free plan up to 15,000 paid conversions",
   "readOn": "2026-10-28",
   "freeTier": "yes, 15,000 paid conversions",
   "about": [
    "Singular is a marketing measurement platform made by Singular Labs, Inc. It works as an MMP (mobile measurement partner): an independent service that tells an app's owner which ad network, campaign or ad brought each install and each purchase. This work is called attribution.",
    "Singular measures installs, re-engagements and conversions on iOS, Android, the web and across devices. Attribution rules, such as touchpoint priority and lookback windows (how long after a click an install still counts), can be set per ad partner. On iOS it collects SKAdNetwork postbacks, Apple's privacy-preserving reports of which campaign led to an install. It also pulls cost data from more than 1,200 ad networks, so reports show ROAS (return on ad spend) from real spend. More than 50 fraud checks reject fake clicks and installs before attribution, and deep links send users from an ad, email or QR code to a given screen of the app. Data can be exported through APIs or loaded into warehouses such as Snowflake and BigQuery.",
    "It is a hosted service. A free plan covers 15,000 paid conversions; above that, Singular charges per conversion or by ad spend."
   ],
   "maker": "Singular Labs, Inc.",
   "links": {
    "docs": "https://support.singular.net/hc/en-us",
    "pricing": "https://www.singular.net/pricing/"
   },
   "page": "https://aiolum.com/tool/singular/"
  },
  {
   "slug": "site-kit-by-google",
   "name": "Site Kit by Google",
   "job": "measuring",
   "definition": "Google's official WordPress plugin: it connects a WordPress site to Google services such as Search Console, Analytics and AdSense and shows their data in one dashboard.",
   "url": "https://sitekit.withgoogle.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "Site Kit by Google is Google's official plugin for WordPress, the open-source content management system that many websites run on. It connects a WordPress site to Google's services for site owners and shows their data in one dashboard inside the WordPress admin area, without code editing.",
    "The site owner installs it from the WordPress plugin screen, signs in with a Google account and verifies the site. Site Kit then places the needed code on the site and connects modules: Search Console (traffic and performance in Google Search), Google Analytics (how visitors find and use the site), PageSpeed Insights (speed analysis and suggestions), AdSense, Google Ads, Tag Manager (manages tracking tags without code changes), Sign in with Google and Reader Revenue Manager (subscriptions, contributions and paywalls). Metrics are shown for the whole site and for each single page, from the WordPress admin bar. It needs WordPress 5.2 and PHP 7.4 or newer.",
    "Site Kit is free and open source under the Apache 2.0 license, with its code on GitHub."
   ],
   "maker": "Google",
   "links": {
    "docs": "https://sitekit.withgoogle.com/documentation/",
    "github": "https://github.com/google/site-kit-wp"
   },
   "page": "https://aiolum.com/tool/site-kit-by-google/"
  },
  {
   "slug": "vibeloft",
   "name": "VibeLoft",
   "job": "measuring",
   "definition": "A community site for vibe-coding builders whose web telemetry script counts a product's trusted daily visits and ranks the product on the site.",
   "url": "https://vibeloft.ai/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown; no pricing page found",
   "about": [
    "VibeLoft is an online community for VibeCoding builders, at vibeloft.ai. Vibe coding means building software mainly by instructing AI coding tools in plain language. Members publish their products, discuss AI coding tools and workflows, and appear on leaderboards.",
    "VibeLoft's official web telemetry is a one-line script that a builder embeds in a product's pages. Telemetry here means automatic reports of visits sent from the page to VibeLoft's API. Each report carries the product's ID and an authentication digest issued when the product was registered, and it is accepted only when its HTTPS origin matches the product's registered site. Page loads and route changes in single-page apps both count. A visit is counted once per device and once per IP address each day, with identifiers protected by a daily-rotating HMAC (a keyed hash) instead of stored raw, and the script does no browser fingerprinting. The resulting trusted visits rank products on the site and make up 80 percent of each creator's leaderboard score.",
    "It is a hosted community website. The downloaded pages show no pricing."
   ],
   "maker": "VibeLoft",
   "page": "https://aiolum.com/tool/vibeloft/"
  },
  {
   "slug": "slack",
   "name": "Slack",
   "job": "operating",
   "definition": "A team chat application: staff write messages in shared channels, sorted by topic, and connect other software so that its notifications arrive in the same place.",
   "url": "https://slack.com/",
   "price": "From US$7.25 per user a month when paid annually, or US$8.75 when paid monthly (Pro plan)",
   "readOn": "2026-10-13",
   "freeTier": "yes, limited",
   "about": [
    "Slack is a team messaging platform made by Slack Technologies, LLC, a Salesforce company. Work in Slack happens in channels: shared spaces for one topic, project or team, where members write messages, share files and search earlier conversations.",
    "A company creates a workspace and adds its staff. Channels can be public or private, and direct messages connect two or a few people. Slack Connect shares a channel with people at another organization, such as a vendor, a customer or a partner; each side decides who can join and what they can see. Video calls, Canvas documents and Lists work in the same app. More than 2,600 apps in the Slack Marketplace, and the Slack APIs for a company's own tools, connect other software, so that its notifications and actions appear in channels. Workflow Builder automates routine tasks, and Slackbot, an AI assistant inside Slack, answers questions and runs tasks.",
    "Slack is a hosted service with a free plan and paid plans charged per user each month, with a lower price for annual billing."
   ],
   "maker": "Slack Technologies, LLC (Salesforce)",
   "links": {
    "pricing": "https://slack.com/pricing"
   },
   "page": "https://aiolum.com/tool/slack/"
  },
  {
   "slug": "google-workspace",
   "name": "Google Workspace",
   "job": "operating",
   "definition": "Google's paid bundle of office software for a business: email at the company's own domain (Gmail), shared documents and spreadsheets, file storage (Drive), calendar and video meetings.",
   "url": "https://workspace.google.com/",
   "price": "From US$7 per user a month (Business Starter plan, with a one-year commitment)",
   "readOn": "2026-10-28",
   "freeTier": "free trial only",
   "about": [
    "Google Workspace is Google's subscription bundle of online office and collaboration software for businesses. It is software as a service (SaaS): the programs run in Google's cloud and are used from any device, so the business installs and maintains no servers of its own.",
    "The bundle includes Gmail with email addresses at the company's own domain (name@company.com), Drive for cloud file storage, Docs for word processing, Sheets for spreadsheets, Slides for presentations, Calendar with booking pages for customers, Meet for video meetings, and Chat for team messages. Several people can edit the same document at the same time. The Gemini AI assistant works inside Gmail and, in higher plans, inside Docs and Meet. An administrator manages users and security settings in the Admin console.",
    "Google sells it per user per month in plans named Starter, Standard, Plus and Enterprise; higher plans add more storage per person, meeting recording and data retention tools. A 14-day free trial is available."
   ],
   "maker": "Google",
   "links": {
    "pricing": "https://workspace.google.com/pricing"
   },
   "aka": [
    "Gmail",
    "Google Docs",
    "Google Forms",
    "Google Meet"
   ],
   "page": "https://aiolum.com/tool/google-workspace/"
  },
  {
   "slug": "notion",
   "name": "Notion",
   "job": "operating",
   "definition": "A workspace application that combines documents, wikis, task lists and simple databases: a team writes notes, plans projects and keeps company knowledge in one shared place.",
   "url": "https://www.notion.com/",
   "price": "From US$10 per member a month when paid yearly (Plus plan)",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "Notion is a workspace application made by Notion Labs, Inc. A team keeps its documents, wikis, project plans and lists in one shared place, which runs on the web, on the desktop and on mobile.",
    "Every page is built from blocks, pieces of content such as paragraphs, bullet points, to-do checkboxes and images. A Notion database is a collection of pages: each item is its own page, and properties such as dates, status and links describe it. The same database can be shown as a table, a list, a calendar or a chart, with filters and sorts; one database can, for example, hold a CRM of contacts, companies and deals. Notion AI generates documents, fills database fields and answers questions with citations from the workspace and connected apps, and Custom Agents run repeated tasks automatically. Pages can also be published to the web as simple sites, and forms collect answers into a database.",
    "Notion is a hosted service. A free plan covers individuals; team plans are billed per member per month, with a discount for yearly payment."
   ],
   "maker": "Notion Labs, Inc.",
   "links": {
    "docs": "https://developers.notion.com",
    "pricing": "https://www.notion.com/pricing"
   },
   "page": "https://aiolum.com/tool/notion/"
  },
  {
   "slug": "acquire-com",
   "name": "Acquire.com",
   "job": "operating",
   "definition": "An online marketplace where founders list a startup for sale and buyers contact them; it supplies tools for the offer letter, the contract and the escrow payment.",
   "url": "https://acquire.com/",
   "price": "To sell: US$25 a month to list, plus a closing fee of 8% of the sale price (asking price below US$250,000). To buy: browsing is free; paid membership from US$390",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited",
   "about": [
    "Acquire.com is an online marketplace for buying and selling profitable online businesses: SaaS (software sold as a subscription), ecommerce, agencies, content sites, newsletters, mobile apps and crypto businesses. Its home page counts over 500,000 entrepreneurs on the platform and over 2,000 startups sold.",
    "A seller creates a listing whose metrics stay up to date through synchronized data, and Acquire.com runs ad campaigns that show it to buyers. Buyers browse vetted listings or enter search criteria, check web, customer and financial metrics, and make an offer. The platform verifies buyer identities and available funds, sends NDAs (non-disclosure agreements) automatically, and has builders for the LOI (letter of intent, the first written offer) and the APA (asset purchase agreement, the final sale contract). The deal closes through Escrow.com, a third party that holds the money until the business is handed over, at no charge. SaaS founders with over US$100,000 of revenue can also hire its advisory team.",
    "Sellers pay a monthly listing fee and a closing fee that is a percentage of the sale price; buyers can browse for free or pay for a membership."
   ],
   "maker": "Acquire.com, Inc.",
   "links": {
    "pricing": "https://acquire.com/seller-pricing/"
   },
   "aka": [
    "MicroAcquire"
   ],
   "page": "https://aiolum.com/tool/acquire-com/"
  },
  {
   "slug": "upwork",
   "name": "Upwork",
   "job": "operating",
   "definition": "A marketplace for freelance work: a business posts a job, hires a freelancer from the applicants, and pays that person through the site.",
   "url": "https://www.upwork.com/",
   "price": "A client pays a 5% fee on each payment to a freelancer, plus a one-time fee of US$0.99 to US$14.99 for each new contract (Basic plan)",
   "readOn": "2026-10-13",
   "freeTier": "free to join",
   "about": [
    "Upwork is an online freelance marketplace, a website where businesses hire independent workers for single projects or ongoing work. It is run by Upwork Global LLC. Freelancers offer skills in software development, AI and automation, design, marketing, data analysis, writing and administrative support, and each has a profile with a portfolio, ratings and work history.",
    "A client posts a job, which is free, or searches the profiles. Freelancers send proposals with their rates, and the client screens and interviews them before hiring. Each contract has a project workspace for messages, files and status. Payment is protected by escrow: the client funds the work in advance, and the money goes to the freelancer only after the client approves the work, either for each milestone or at the end of the project. A Business Plus plan adds curated shortlists, freelancers vetted by Upwork, team roles and central billing.",
    "Joining is free for clients. Upwork earns a fee on each payment that passes through the site."
   ],
   "maker": "Upwork Global LLC",
   "links": {
    "pricing": "https://www.upwork.com/pricing/client"
   },
   "page": "https://aiolum.com/tool/upwork/"
  },
  {
   "slug": "flippa",
   "name": "Flippa",
   "job": "operating",
   "definition": "An online marketplace for buying and selling online businesses, websites, apps and domains, with valuation tools, brokers and secure payment of the purchase price.",
   "url": "https://flippa.com/",
   "price": "For sellers: listing packages from US$29, plus a success fee of 5% to 10% of the sale price when the business sells",
   "readOn": "2026-10-28",
   "freeTier": "free for buyers; sellers pay",
   "about": [
    "Flippa is an online marketplace where owners sell online businesses and digital assets: ecommerce stores, blogs, SaaS companies, mobile apps, social media accounts, newsletters and domains. It is run by Flippa.com Pty Ltd, was founded in 2009, and has offices in Melbourne, Austin and Amsterdam.",
    "A seller lists the business with an asking price, and buyers search the listings and negotiate. Flippa's AI assistant, BrokerAI, estimates a valuation range from real transaction data and market demand, builds a profit and loss statement from connected financial accounts, drafts a CIM (confidential information memorandum, the sales document that describes a business) and matches the listing with buyers. A deal room and a data room hold the negotiation and the documents. The purchase money moves through FlippaPay or Escrow.com; an escrow service is a third party that holds the money until the assets change hands. Sellers can also work with Flippa's human brokers.",
    "Sellers pay for a listing package and a success fee, a percentage of the sale price that is due only when the business sells. Buyers can use the site for free, with an optional Premium subscription."
   ],
   "maker": "Flippa.com Pty Ltd",
   "links": {
    "pricing": "https://flippa.com/pricing"
   },
   "page": "https://aiolum.com/tool/flippa/"
  },
  {
   "slug": "fiverr",
   "name": "Fiverr",
   "job": "operating",
   "definition": "An online marketplace for freelance services: a business browses fixed-price service packages (Gigs) from freelancers, orders one, and pays through Fiverr.",
   "url": "https://www.fiverr.com/",
   "price": "Freelancers set the price (Gigs start at US$5); clients pay a service fee of 5.5% of each purchase, plus US$3.50 on orders under US$200",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Fiverr is an online marketplace for freelance services, run by Fiverr International Ltd. The company was founded in 2010 and is headquartered in Tel Aviv. Its freelancers and clients come from an estimated 160 countries, and its catalog covers more than 700 categories, such as programming, graphic design, digital marketing, video editing, writing, translation and AI services.",
    "A freelancer offers a service as a Gig: a listing with preset packages, each with a fixed price and delivery time, plus optional extras such as faster delivery or more revisions. A client searches the catalog with filters, checks reviews and portfolios, messages the freelancer, and then orders a package or asks for a custom offer. Fiverr holds the payment until the client approves the delivery, and for 13 days after an order is marked complete Fiverr can still cancel it. A client can also post a project brief and receive offers from matching freelancers, or pay an expert sourcing service to find and vet freelancers.",
    "Freelancers set their own prices. Fiverr adds a service fee, a percentage of the purchase, to each payment a client makes."
   ],
   "maker": "Fiverr International Ltd.",
   "page": "https://aiolum.com/tool/fiverr/"
  },
  {
   "slug": "termly",
   "name": "Termly",
   "job": "operating",
   "definition": "A privacy compliance service for websites and apps: it generates and hosts privacy policies, terms of service and EULAs, and runs cookie consent banners.",
   "url": "https://termly.io/",
   "price": "Starter plan US$14 per website a month billed monthly, or US$10 a month billed yearly; free plan with one basic policy",
   "readOn": "2026-10-28",
   "freeTier": "yes, one basic legal policy and 10,000 banner views a month",
   "about": [
    "Termly is a data privacy compliance service made by Termly Inc. It generates legal documents for websites and apps, such as privacy policies, terms and conditions, cookie policies and EULAs (end-user license agreements), and it runs a consent management platform (CMP): the cookie banner and preference center that record whether each visitor accepts tracking.",
    "A business answers questions in a policy generator, and Termly builds the document from attorney-crafted text. The business then copies a link or a code snippet onto its site. Hosted policies stay up to date in real time when Termly's legal team updates them for new laws; static HTML policies can also be embedded. A cookie scanner finds and classifies the site's cookies, a script blocker holds back trackers until the visitor consents, and a DSAR (data subject access request) form lets visitors ask to access, edit, transfer or delete their personal data. Termly covers laws such as the GDPR in the EU and the CCPA/CPRA in California. Termly states that it is not a law firm.",
    "Termly is a hosted service with a free plan and subscriptions priced per website, billed monthly or yearly."
   ],
   "maker": "Termly Inc.",
   "links": {
    "pricing": "https://termly.io/pricing/"
   },
   "page": "https://aiolum.com/tool/termly/"
  },
  {
   "slug": "asana",
   "name": "Asana",
   "job": "operating",
   "definition": "Work management software: a team records every task and project in one shared app, with owners, due dates and status, and can add AI agents to the work.",
   "url": "https://asana.com/",
   "price": "From US$10.99 per user a month billed yearly (Starter plan), or US$13.49 billed monthly",
   "readOn": "2026-10-28",
   "freeTier": "yes, Personal plan for up to 2 users",
   "about": [
    "Asana is work management software made by the company Asana: a shared app, in the browser and as downloadable apps, in which a team records its tasks and projects, who owns each task and when it is due. It also includes AI agents.",
    "Each piece of work is a task with an owner, a due date, comments, files and custom fields such as priority or budget. Tasks belong to projects, which can be shown as a list, a board, a calendar, or a timeline (Gantt chart) with dependencies between tasks. Forms turn incoming requests into tasks, automation rules assign work and update statuses, and dashboards turn project data into charts. Asana links people, tasks, projects, goals and dependencies in a structure it calls the Work Graph; its AI Teammates are pre-built AI agents that act inside it. Asana connects to Slack, Google Drive, Zoom and more than 100 other apps.",
    "Asana is a hosted service sold as a subscription per user per month. The Personal plan is free for one or two people; paid plans add features, and extra AI use is bought in usage packs."
   ],
   "maker": "Asana, Inc.",
   "links": {
    "docs": "https://developers.asana.com/docs/",
    "pricing": "https://asana.com/pricing"
   },
   "page": "https://aiolum.com/tool/asana/"
  },
  {
   "slug": "google-drive",
   "name": "Google Drive",
   "job": "operating",
   "definition": "Google's cloud storage and file sharing service: a team keeps its files on Google's servers, opens them from any device and shares them by link or with chosen people.",
   "url": "https://workspace.google.com/products/drive/",
   "price": "Included in Google Workspace: from US$7 per user a month (Business Starter, annual plan, 30 GB pooled storage per user)",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial of Workspace",
   "about": [
    "Google Drive is the cloud storage and file sharing service of Google, part of Google Workspace. Cloud storage means that files are kept on the provider's servers instead of on one computer, so they can be opened from any device and shared with other people.",
    "A user uploads files from the browser, from the Drive apps for Android and iOS, or through Drive for desktop, which syncs a computer's files to the cloud. Drive opens and edits Google Docs, Sheets and Slides, Microsoft Office files and PDFs, and gives access to more than 100 other file types. Sharing uses permissions (edit, comment, view) and can set expiration dates. Business plans add shared drives that belong to a team instead of one person, electronic signatures, ransomware detection and data loss prevention rules. Gemini, Google's AI assistant, answers questions about the stored files with cited answers. Storage ranges from 15 GB to 5 TB per user.",
    "Drive is a hosted service. Businesses get it as part of a Google Workspace subscription, priced per user per month, with a 14-day free trial."
   ],
   "maker": "Google (Google Workspace)",
   "links": {
    "pricing": "https://workspace.google.com/pricing"
   },
   "page": "https://aiolum.com/tool/google-drive/"
  },
  {
   "slug": "loom",
   "name": "Loom",
   "job": "operating",
   "definition": "A screen recording and video messaging tool: a person records the screen and camera, then shares the video as a link that others watch, comment on and search later.",
   "url": "https://www.loom.com/",
   "price": "Business plan: US$18 per user a month (monthly billing), or US$180 per user a year (yearly billing)",
   "readOn": "2026-10-28",
   "freeTier": "yes, Starter plan: 25 videos per person, 5-minute recordings",
   "about": [
    "Loom is a screen recording and video messaging tool made by Loom, a company that Atlassian acquired. A person records the screen and the camera at the same time and shares the result as a link, so that others can watch it later instead of joining a meeting. This is called asynchronous communication.",
    "Recording runs from a Chrome extension, a desktop app or a mobile app. After recording, an editor trims and stitches clips and adds backgrounds, text, arrows and boxes. Viewers react with emojis, add comments and tasks, and read transcripts and captions in more than 50 languages. Loom AI turns a recording into a written document, such as a standard operating procedure or a Jira ticket, and Record for agent captures the screen, clicks and URLs and packages them as a prompt for an AI agent. Videos can be embedded in Slack, Jira, Notion and hundreds of other tools, and privacy controls set who can watch each one.",
    "Loom is a hosted service. The Starter plan is free with limits on the number and length of videos; paid plans are subscriptions per user, billed monthly or yearly."
   ],
   "maker": "Loom (Atlassian)",
   "links": {
    "pricing": "https://www.loom.com/pricing"
   },
   "page": "https://aiolum.com/tool/loom/"
  },
  {
   "slug": "wise",
   "name": "Wise",
   "job": "operating",
   "definition": "An international money transfer and multi-currency account service: a business holds, converts and sends money in many currencies, alone or in batches through an API.",
   "url": "https://wise.com/",
   "price": "Per transaction: sending or converting money from 0.23% of the amount, depending on the currency; US$31 one-time fee for Wise Business features",
   "readOn": "2026-10-28",
   "freeTier": "free to open an account; fees on each transfer",
   "about": [
    "Wise is an international money transfer and multi-currency account service. It is not a bank. In the USA, Wise US Inc is registered as a money service business (MSB), a licensed company that moves money; in the UK, Wise is authorised to issue electronic money. Wise converts currencies at the mid-market exchange rate, the midpoint between the buy and sell rates, and shows its fee separately instead of hiding it in the rate.",
    "A Wise Business account holds and converts 51 currencies and sends payments to more than 160 countries. The Batch Payments tool makes up to 1,000 payouts at once. The Wise API lets a company's own software create transfers, such as recurring transfers, payroll or invoice payments, and a sandbox account allows tests before going live. A business can also get local account details in 22 currencies to receive money. Wise Platform lets banks, marketplaces and other companies build Wise's payment network into their own products.",
    "Opening an account is free. Wise charges a fee on each transfer or conversion, which depends on the currency, and a one-time set-up fee for the full set of business features."
   ],
   "maker": "Wise (Wise US Inc; Wise Payments Limited)",
   "links": {
    "docs": "https://docs.wise.com/api-docs",
    "pricing": "https://wise.com/us/pricing/business"
   },
   "page": "https://aiolum.com/tool/wise/"
  },
  {
   "slug": "airtable",
   "name": "Airtable",
   "job": "operating",
   "definition": "A no-code platform built on a relational database: teams store records in linked tables and build forms, views, automations and simple business apps on them.",
   "url": "https://www.airtable.com/",
   "price": "Team plan: US$20 per user per month, billed annually",
   "readOn": "2026-10-28",
   "freeTier": "yes, Free plan (1,000 records per base)",
   "about": [
    "Airtable is a no-code app-building platform with a relational database at its core. A relational database stores data as records in tables and links records across tables; in Airtable a set of connected tables is called a base. No-code means that teams build apps without writing code.",
    "Users structure and connect their data in bases, then show it through views (layouts of a table tailored to a team) and interfaces (custom screens built from the data). Automations run steps when a trigger fires. Forms and share links let people outside the team add or read records. Airtable AI and AI agents work inside these workflows, and an MCP server lets Claude or ChatGPT work with Airtable data. Integrations connect tools such as Slack, Google Drive, Salesforce and Jira. Developers use the Web API, scripts and custom extensions. Airtable runs in the browser and in desktop and mobile apps.",
    "Airtable is a hosted service. The Free plan is for individuals and very small teams, with limits such as 1,000 records per base. Paid plans are billed per month for each user who can edit; form submissions and read-only collaborators cost nothing."
   ],
   "maker": "Airtable",
   "links": {
    "docs": "https://airtable.com/developers/web/api/introduction",
    "pricing": "https://airtable.com/pricing"
   },
   "page": "https://aiolum.com/tool/airtable/"
  },
  {
   "slug": "attio",
   "name": "Attio",
   "job": "operating",
   "definition": "A customer relationship management (CRM) system: it keeps a company's contacts, companies and deals, fills them from email and calendar, and automates sales work.",
   "url": "https://attio.com/",
   "price": "Plus plan: US$35 per user per month billed annually, or US$44 billed monthly",
   "readOn": "2026-10-28",
   "freeTier": "yes, Free plan up to 3 seats",
   "about": [
    "Attio is a CRM (customer relationship management) platform made by Attio Ltd. A CRM is a database of a company's customers and prospects (people, companies and deals) together with the emails, calls and meetings with them. Attio calls itself a CRM for agentic revenue, meaning that AI agents do part of the sales work, such as finding prospects and following up.",
    "A team connects its inbox and calendar, and Attio syncs contacts in real time and builds records from them. Attio enriches every record automatically, which means it adds missing data to it, and the data model is customizable, with objects and lists. Call Intelligence records and analyzes meetings. Reporting and forecasts show the sales pipeline. Workflows, sequences (personalized outreach emails) and custom AI agents automate tasks, and Ask Attio answers questions about the data with AI. Developers use a REST API with webhooks, an App SDK for TypeScript React apps inside Attio, SQL queries, and an MCP server that connects Claude or ChatGPT.",
    "Attio is a hosted service. The free plan allows up to 3 seats; paid plans are billed per user per month and include monthly credits."
   ],
   "maker": "Attio Ltd.",
   "links": {
    "docs": "https://docs.attio.com/",
    "pricing": "https://attio.com/pricing"
   },
   "page": "https://aiolum.com/tool/attio/"
  },
  {
   "slug": "basecamp",
   "name": "Basecamp",
   "job": "operating",
   "definition": "A project-management web app: a team keeps each project's tasks, discussions, files, chat and deadlines on one shared page, together with clients when needed.",
   "url": "https://basecamp.com/",
   "price": "Subscription: from US$29 a month (Freelancer package: 3 projects, up to 5 users)",
   "readOn": "2026-10-28",
   "freeTier": "yes: one project, up to 3 users",
   "about": [
    "Basecamp is project-management software made by 37signals, the company of co-founder and CEO Jason Fried. Each project gets its own page, and the team adds the tools that the project needs and invites co-workers, clients or AI agents.",
    "The tools include Message Boards for announcements and discussions (they replace email threads), To-do Lists with assignees, due dates and subtasks, Card Tables (a kanban board, where cards move through columns that stand for stages of work), Campfire chat, a calendar, and Docs & Files for shared documents. Automatic Check-ins ask the team a recurring question, such as what each person works on this week, and collect the answers. Hill Charts and Reports show how far each project has progressed. A client mode controls what clients can see, and an API, a command-line tool (CLI) and AI connectors with MCP support link Basecamp to other programs.",
    "Basecamp is a hosted service with a free plan for one project and three users. Paid packages are a fixed monthly subscription with no fee per user."
   ],
   "maker": "37signals",
   "links": {
    "pricing": "https://basecamp.com/pricing",
    "github": "https://github.com/basecamp/bc-api"
   },
   "page": "https://aiolum.com/tool/basecamp/"
  },
  {
   "slug": "jira",
   "name": "Jira",
   "job": "operating",
   "definition": "Atlassian's project management and issue tracking tool, where teams break work into tasks, assign them and follow their progress on boards and reports.",
   "url": "https://www.atlassian.com/software/jira",
   "price": "Standard plan US$8.48 per user per month (monthly billing); free for up to 10 users",
   "readOn": "2026-10-28",
   "freeTier": "yes, free for up to 10 users",
   "about": [
    "Jira is a project management and issue tracking tool from Atlassian. A team records each piece of work as a work item and moves it through a workflow, a sequence of statuses that the team can customize. Atlassian describes features for every stage of software development, and the tool also serves marketing, design, operations and IT teams.",
    "Teams break big projects into tasks, assign them, and follow progress in boards, lists, timelines or calendars. Templates cover agile sprints (short, fixed work periods) and marketing campaigns. Fields and workflows can be customized, automation rules move work forward, forms collect requests from partner teams, and reports show engineering cycle time, burndown charts and capacity. Jira connects to Confluence, Figma, Slack, Gmail and other tools and offers APIs. It includes Rovo, Atlassian's AI assistant, and gives AI coding agents access through MCP and a command-line tool.",
    "Jira is a cloud service sold as a subscription per user per month, with a free plan for up to 10 users and paid Standard, Premium and Enterprise plans."
   ],
   "maker": "Atlassian",
   "links": {
    "docs": "https://confluence.atlassian.com/display/ALLDOC/Atlassian+Documentation",
    "pricing": "https://www.atlassian.com/software/jira/pricing"
   },
   "page": "https://aiolum.com/tool/jira/"
  },
  {
   "slug": "mercury",
   "name": "Mercury",
   "job": "operating",
   "definition": "An online business bank account for startups and small companies, with cards, payments, invoicing and accounting sync in one app.",
   "url": "https://mercury.com/",
   "price": "Business banking: US$0 a month; Mercury Plus plan US$29.90 a month (monthly billing)",
   "readOn": "2026-10-28",
   "freeTier": "yes: banking and essential tools at US$0 a month",
   "about": [
    "Mercury is a business banking service from Mercury, a financial technology (fintech) company that is not itself a bank. Its checking and savings accounts are provided through partner banks, Choice Financial Group and Column N.A., which are members of the FDIC, the US government agency that insures bank deposits.",
    "A business applies online and does its banking in Mercury's app. It gets checking and savings accounts with no minimum balance, credit and debit cards, and controls on team spending with limits, reimbursements and approvals. Virtual cards can be created instantly, for example one card for each contractor or ad account. The business can send payments worldwide with no fees on USD payments, create invoices and pay bills; AI reads uploaded bills and fills in the payment details. Accounting data syncs with QuickBooks, Xero or NetSuite. Mercury also offers Treasury yield, loans, an API, and add-ons for bookkeeping and payroll.",
    "Banking and the essential tools cost nothing per month. The paid Plus and Pro plans add features such as recurring invoices and a relationship manager for a monthly fee."
   ],
   "maker": "Mercury Technologies, Inc.",
   "links": {
    "pricing": "https://mercury.com/pricing"
   },
   "page": "https://aiolum.com/tool/mercury/"
  },
  {
   "slug": "namecheap",
   "name": "Namecheap",
   "job": "operating",
   "definition": "A domain name registrar and web hosting company: a business buys and renews its domain names there and can add hosting, email and SSL certificates.",
   "url": "https://www.namecheap.com/",
   "price": ".ai domain: US$89.98 a year, minimum 2-year registration, renews at US$114.98 a year",
   "readOn": "2026-10-28",
   "freeTier": "no; free Domain Privacy with a domain",
   "about": [
    "Namecheap is a domain name registrar, a company that registers internet domain names such as example.com for its customers, and also a web hosting provider. Namecheap began in 2000 and states that it has more than 24 million domains under management.",
    "A customer searches for an available name, buys it for one or more years, and manages it in the Namecheap dashboard: DNS settings that point the domain to a server, renewals, and transfers of domains from other registrars, up to 50 at once. Domain Privacy keeps the owner's personal data out of WHOIS, the public directory of domain owners; it is free for life on many extensions. Namecheap also sells shared, VPS and dedicated server hosting, managed WordPress hosting (EasyWP), business email, SSL certificates, PremiumDNS, a CDN and a VPN.",
    "Domains are paid per year, at a price that depends on the extension, and the first year is often cheaper than renewals. Some extensions, such as .ai, need a minimum registration of two years. Hosting and the other services are subscriptions."
   ],
   "maker": "Namecheap, Inc.",
   "links": {
    "pricing": "https://www.namecheap.com/domains/#pricing"
   },
   "page": "https://aiolum.com/tool/namecheap/"
  },
  {
   "slug": "osome",
   "name": "Osome",
   "job": "operating",
   "definition": "An online accounting service for small companies: an assigned accountant and Osome's software keep the books and prepare and file annual accounts and tax returns.",
   "url": "https://osome.com/uk/",
   "price": "Operate accounting package: from £71 a month plus VAT, billed annually (£850 plus VAT per financial year)",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "Osome is an online accounting service for small businesses that combines human accountants with its own accounting software. In the United Kingdom it also registers new companies. The UK service is run by Osome Ltd., which also operates in Singapore, Hong Kong and the United Arab Emirates.",
    "A business connects its bank accounts and ecommerce marketplaces to the Osome app on iOS, Android or the web. The software captures bills and receipts, creates and sends invoices, reconciles transactions automatically, and keeps a compliance calendar of deadlines. A personal accountant, reached through in-app chat, does the bookkeeping and prepares the annual accounts and the Corporation Tax filing, and handles filing with HMRC, the UK tax authority, and Companies House, the UK register of companies. VAT returns, payroll and self-assessment can be added.",
    "Osome is a subscription service. Its accounting packages (Operate, Grow and Scale) are billed per financial year, at a price set by the company's stage and annual revenue, with paid add-ons."
   ],
   "maker": "Osome Ltd.",
   "links": {
    "pricing": "https://osome.com/uk/accounting/price/"
   },
   "page": "https://aiolum.com/tool/osome/"
  },
  {
   "slug": "sketch",
   "name": "Sketch",
   "job": "operating",
   "definition": "A design tool for macOS: designers draw app and website screens with vectors, build clickable prototypes and hand designs to developers through a web app.",
   "url": "https://www.sketch.com/",
   "price": "Standard: US$12 a month per editor, billed yearly; Mac-only license US$120 per seat with one year of updates",
   "readOn": "2026-10-28",
   "freeTier": "30-day free trial; free viewers",
   "about": [
    "Sketch is a design tool for interface design, made by Sketch B.V., an independent company. Its editor is a native Mac app, built only for macOS, that works on an infinite canvas; a web app in any browser and an iPhone and iPad app complete it.",
    "Designers draw anything from icons to full app screens with a vector editor (shapes defined by points and curves, so they scale without losing quality), and arrange them with stack layouts and nestable frames. Templates, frame presets and shared component libraries help a team build a design system. Prototypes take a few clicks: Smart Animate adds movement, overlays create modals and menus, and testers can hover, press, drag and swipe. Work happens offline and locally or in real-time co-editing. Developers inspect files, download assets and export design tokens for free in the web app, and AI clients such as Claude or Cursor connect to designs through MCP.",
    "Sketch is sold as a subscription per editor, with free viewers, or as a Mac-only license that is kept forever and includes one year of updates. A 30-day free trial is available."
   ],
   "maker": "Sketch B.V.",
   "links": {
    "docs": "https://www.sketch.com/docs/",
    "pricing": "https://www.sketch.com/pricing/"
   },
   "page": "https://aiolum.com/tool/sketch/"
  },
  {
   "slug": "sprinto",
   "name": "Sprinto",
   "job": "operating",
   "definition": "A compliance automation platform: it connects to a company's systems, collects audit evidence for SOC 2, ISO 27001 or GDPR, and publishes a public trust center page.",
   "url": "https://sprinto.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown (contact sales)",
   "about": [
    "Sprinto is a compliance automation and GRC (governance, risk and compliance) platform. Such software helps a company meet security standards, such as SOC 2 (an audit report on how a service provider protects customer data), ISO 27001 and GDPR, and keeps the proof that auditors ask for. Sprinto says that more than 4,000 companies use it.",
    "Sprinto connects to the company's cloud, identity, HR and SaaS systems through more than 300 native integrations, monitors them continuously and collects audit evidence automatically. It maps the company's controls to more than 200 frameworks, including SOC 2, ISO 27001, HIPAA, GDPR and PCI DSS, and turns an uploaded regulation or contract into controls. Modules cover audit management, policy management, vendor risk, risk management, security training, device monitoring and access control, as well as AI governance. A Trust Center publishes a live public security page that shows buyers the company's compliance status, and an AI tool answers security questionnaires.",
    "Sprinto is a hosted platform sold in plans such as Foundation, for a first certification, and Growth; prices are given by its sales team on request."
   ],
   "maker": "Sprinto",
   "links": {
    "docs": "https://docs.sprinto.com/",
    "pricing": "https://sprinto.com/pricing/"
   },
   "page": "https://aiolum.com/tool/sprinto/"
  },
  {
   "slug": "xero",
   "name": "Xero",
   "job": "operating",
   "definition": "Online accounting software for small businesses: it keeps the books, imports bank transactions, sends invoices, pays bills and produces financial reports.",
   "url": "https://www.xero.com/us/",
   "price": "US plans from US$27 a month (Early plan, regular price); first month free",
   "readOn": "2026-10-28",
   "freeTier": "free first month only",
   "about": [
    "Xero is online accounting software for small businesses, made by Xero Limited. Its US site counts 5 million customers worldwide. Accounting software keeps the books of a business: a record of every sale, purchase and bank transaction, from which reports such as profit and loss are produced.",
    "A business connects its bank account, and bank feeds bring the transactions into Xero every day. Bank reconciliation, the check that each bank transaction matches a record in the books, is done partly automatically: the AI assistant JAX reconciles matches where it is confident, and the user approves each entry. Xero sends quotes and invoices with a Pay Now button for card, ACH or digital wallet payments, chases late payments with automatic reminders, and pays bills, with free standard ACH bill payments in the US. Smart Document Capture reads bills and receipts. Reports such as profit and loss, balance sheet and cash flow update automatically and can be shared with an accountant. Hundreds of other apps connect through the Xero App Store.",
    "Xero is a hosted service sold as a monthly subscription in three plans: Early, Growing and Established."
   ],
   "maker": "Xero Limited",
   "links": {
    "pricing": "https://www.xero.com/us/pricing-plans/"
   },
   "page": "https://aiolum.com/tool/xero/"
  },
  {
   "slug": "1password",
   "name": "1Password",
   "job": "operating",
   "definition": "A password manager: it stores a person's or a team's passwords and other secrets in encrypted vaults, fills them in on websites and apps, and shares them safely.",
   "url": "https://1password.com/",
   "price": "Individual plan US$3.99 a month, billed yearly (US$2.99 in the first year for new customers); Business plan US$8.99 per user a month, billed yearly",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial only",
   "about": [
    "1Password is a password manager made by 1Password, a company based in Toronto, Canada. A password manager stores login credentials in encrypted vaults and fills them in on websites and apps, so that each account can have a unique, strong password that nobody needs to remember.",
    "Apps run on macOS, Windows, Linux, iOS, Android and Apple Watch, with browser extensions for Chrome, Safari, Edge, Firefox and Brave. 1Password generates passwords, saves and autofills logins, two-factor authentication codes, payment cards and addresses, and supports passkeys. Vaults are shared with family or team members, and expiring links share an item with people who do not use 1Password. Watchtower flags compromised and weak passwords. All data is protected with end-to-end AES 256-bit encryption, and the key is derived from the account password together with a Secret Key. Business plans add role-based permissions, sign-in through identity providers such as Okta and Entra ID, and developer tools such as a CLI and SSH key signing; larger companies can buy access management products for people, AI agents and machines.",
    "1Password is a subscription service, billed monthly or yearly, with a 14-day free trial."
   ],
   "maker": "1Password",
   "links": {
    "docs": "https://support.1password.com/",
    "pricing": "https://1password.com/pricing/personal",
    "github": "https://github.com/1Password"
   },
   "page": "https://aiolum.com/tool/1password/"
  },
  {
   "slug": "adapty-finance",
   "name": "Adapty Finance",
   "job": "operating",
   "definition": "A payout-advance service for mobile apps: it pays an app business up to 85% of its unpaid App Store and Google Play earnings now, for a flat fee.",
   "url": "https://adapty.io/finance/",
   "price": "Flat one-time fee per advance, typically 2.5% to 3.25% of the amount advanced; no interest",
   "readOn": "2026-10-28",
   "freeTier": "no; fee charged only when an advance is taken",
   "about": [
    "Adapty Finance is a revenue-based financing service from Adapty Tech Inc., the maker of the Adapty subscription platform for mobile apps. It works as factoring: a business sells its unpaid receivables (money it has earned but not yet received) for cash now. App Store and Google Play pay developers with a delay of 45 days or more; Adapty Finance advances up to 85% of the unpaid proceeds, usually covering up to two months of earnings after platform fees and taxes.",
    "The app must track its revenue through the Adapty SDK, which lets Adapty monitor store proceeds and calculate the available amount. After a one-day KYC (identity check), funds arrive on demand or as automatic weekly payouts. Repayment comes directly from the store payouts: Adapty deducts the advance and its fee and transfers the rest.",
    "There is no interest. Adapty charges a flat one-time fee on each advance, typically 2.5% to 3.25%."
   ],
   "maker": "Adapty Tech Inc.",
   "links": {
    "docs": "https://adapty.io/docs/"
   },
   "page": "https://aiolum.com/tool/adapty-finance/"
  },
  {
   "slug": "amazon-ads-partner-network",
   "name": "Amazon Ads Partner Network",
   "job": "operating",
   "definition": "Amazon Ads' registration program for agencies and ad-tool companies: members get training, a partner directory listing and a route to Amazon Ads API access.",
   "url": "https://advertising.amazon.com/partners/network",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown; no fee stated on the pages",
   "about": [
    "The Amazon Ads Partner Network is a partner program run by Amazon Ads. Its pages describe it as a self-service hub where agencies and tool providers manage their business relationship with Amazon Ads. Tool providers here are companies that offer advertisers software, often SaaS (software used through a browser), to manage and optimize ad campaigns; agencies manage campaigns for advertisers by hand.",
    "A business registers through an authorized representative, gives its business registration number, accepts the terms and conditions, then adds users and linked advertisers and submits a profile for the Amazon Ads partner directory, where advertisers look for help. Members get product guides, case studies, webinars and certifications with digital badges, and can earn advanced or verified partner status by showing results. Software companies that automate advertising for others request access to the Amazon Ads API through the Partner Network.",
    "The pages state no fee for joining; it is a registration program, not a paid product."
   ],
   "maker": "Amazon Ads (Amazon)",
   "page": "https://aiolum.com/tool/amazon-ads-partner-network/"
  },
  {
   "slug": "apple-developer-program",
   "name": "Apple Developer Program",
   "job": "operating",
   "definition": "Apple's paid yearly membership that lets an individual or company publish apps on the App Store and use Apple's developer services.",
   "url": "https://developer.apple.com/programs/",
   "price": "US$99 a year for the membership",
   "readOn": "2026-10-28",
   "freeTier": "free developer account for testing only; publishing requires the paid membership",
   "about": [
    "The Apple Developer Program is a paid membership from Apple, not a piece of software. An individual or an organization enrolls, and the membership gives the right to distribute apps and games on the App Store for iPhone, iPad, Mac, Apple TV, Apple Vision Pro and Apple Watch, plus access to Apple's developer services. A free Apple developer account, without the membership, only allows beta software, testing on one's own devices and the forums.",
    "Members get beta versions of Apple's operating systems and Xcode, app services such as In-App Purchase and Apple Pay, TestFlight for up to 10,000 external beta testers, App Analytics and sales reports in App Store Connect, and code-level technical support. Through the App Store, an app reaches users in 175 regions, and Apple handles worldwide payment processing and hosting. Mac apps can also be distributed outside the Mac App Store with a Developer ID certificate and Apple's notarization.",
    "It is an annual membership fee. Organizations that distribute apps only to their own employees can use the separate Apple Developer Enterprise Program."
   ],
   "maker": "Apple Inc.",
   "links": {
    "pricing": "https://developer.apple.com/programs/"
   },
   "page": "https://aiolum.com/tool/apple-developer-program/"
  },
  {
   "slug": "apple-notarization",
   "name": "Apple notarization",
   "job": "operating",
   "definition": "Apple's automated notary service that scans Developer ID-signed Mac software for malware before it is distributed outside the Mac App Store.",
   "url": "https://developer.apple.com/documentation/security/notarizing-macos-software-before-distribution",
   "price": "No separate fee; requires the Apple Developer Program, US$99 a year",
   "readOn": "2026-10-28",
   "freeTier": "no; membership required for a Developer ID certificate",
   "about": [
    "Notarization is a security check that Apple runs on macOS software that developers distribute outside the Mac App Store. The Apple notary service is automated; it is not App Review. It works together with Gatekeeper, the part of macOS that checks downloaded software before it first runs, and with Developer ID, the code-signing certificate that identifies the developer.",
    "The developer signs the app with a Developer ID certificate, turns on the Hardened Runtime and uploads the app, disk image (DMG), installer package (PKG) or ZIP file with Xcode or the notarytool command-line tool. The service scans it for malicious content and code-signing problems. If there are no issues, it issues a ticket, a record that Apple checked the software; the developer can staple the ticket to the file with stapler, and Apple also publishes it online. On first launch, Gatekeeper finds the ticket and tells the user that Apple checked the software. Since macOS 10.15, all software built after June 1, 2019 and distributed with Developer ID must be notarized.",
    "There is no separate fee; a Developer ID certificate requires membership in the paid Apple Developer Program."
   ],
   "maker": "Apple Inc.",
   "links": {
    "docs": "https://developer.apple.com/documentation/security/notarizing-macos-software-before-distribution",
    "pricing": "https://developer.apple.com/programs/"
   },
   "page": "https://aiolum.com/tool/apple-notarization/"
  },
  {
   "slug": "ashby",
   "name": "Ashby",
   "job": "operating",
   "definition": "Recruiting software that tracks job openings and applicants, publishes job postings on a hosted job board, and schedules interviews for a hiring team.",
   "url": "https://www.ashbyhq.com/",
   "price": "All-In-One Foundations plan: US$400 a month, billed monthly, for a company of 11 to 25 employees; the price rises with company size",
   "readOn": "2026-10-28",
   "freeTier": "no free plan shown",
   "about": [
    "Ashby is recruiting software made by Ashby, Inc. Its core is an ATS (applicant tracking system): a database that holds each job opening and every candidate, and moves candidates through the stages of the hiring process. The same product also contains a CRM for finding and contacting candidates, interview scheduling and analytics.",
    "A company sets up each job with a structured interview plan. It then publishes the posting to an Ashby-hosted job board at jobs.ashbyhq.com, which it can embed in its own careers page, and to third-party boards such as LinkedIn, Indeed and Google Jobs. Applicants apply through that board. Recruiters review the applications, with optional AI help that compares each one with criteria set for the job, and send multi-step outreach sequences by email and LinkedIn to people found elsewhere.",
    "Ashby is a hosted service sold by subscription. The price depends on company size, usage and commitment: the Foundations plan for up to 100 employees shows a monthly price, and larger plans are quoted on request."
   ],
   "maker": "Ashby, Inc.",
   "links": {
    "docs": "https://developers.ashbyhq.com/",
    "pricing": "https://www.ashbyhq.com/pricing"
   },
   "page": "https://aiolum.com/tool/ashby/"
  },
  {
   "slug": "astra-pentest",
   "name": "Astra Pentest",
   "job": "operating",
   "definition": "Penetration testing as a service: automated scans, AI agents and certified human testers attack a company's apps and deliver a report for audits such as SOC 2.",
   "url": "https://www.getastra.com/ptaas",
   "price": "From US$2,999 a year for one target (Pentest Auto plan, billed yearly); Pentest Expert with manual testing by certified pentesters US$5,999 a year",
   "readOn": "2026-10-28",
   "freeTier": "no; a US$7 one-week trial of the separate DAST scanner",
   "about": [
    "Astra Pentest is the PTaaS (penetration testing as a service) platform of ASTRA IT, Inc. A penetration test, or pentest, is an authorized simulated attack on a system to find security weaknesses before real attackers do. Astra sells this as a continuous online service instead of a single yearly project.",
    "A customer chooses a feature or component in the dashboard and sets the scope. Automated scans start at once, and certified pentesters then model the threats and test by hand; an autonomous mode uses AI agents that chain vulnerabilities into attack paths. Findings appear in the dashboard or in Slack with steps to fix them. After a fix, the customer requests a re-scan, and a passing target receives a security certificate. Reports are written for compliance audits such as SOC 2, ISO 27001 and HIPAA, and the service connects to GitHub, GitLab, Jira and Slack.",
    "It is a hosted service sold by yearly subscription per target, for example one web app; enterprise plans are quoted on request."
   ],
   "maker": "ASTRA IT, Inc. (Astra Security)",
   "links": {
    "pricing": "https://www.getastra.com/pricing"
   },
   "page": "https://aiolum.com/tool/astra-pentest/"
  },
  {
   "slug": "awin",
   "name": "Awin",
   "job": "operating",
   "definition": "An affiliate network: it gives publishers tracked links to brands' products, records the sales those links bring, and pays the publishers a commission.",
   "url": "https://www.awin.com/",
   "price": "Free for affiliate partners (publishers); advertisers pay from US$49 a month plus a 3.5% tracking fee on each transaction (Access plan, US site)",
   "readOn": "2026-10-28",
   "freeTier": "free for publishers",
   "about": [
    "Awin is an affiliate network run by Awin AG, part of Awin Group. Affiliate marketing is a model in which a brand (the advertiser) pays a commission to an independent partner (the publisher, or affiliate) for each sale that comes through the partner's link. Awin connects more than 30,000 brands with more than one million approved partners, such as editorial and media sites, content creators and technology partners, across 14 countries.",
    "A publisher joins Awin, finds brands in the Advertiser Directory and applies to their programs. It then places Awin tracked links in its content. When a reader clicks a link and buys, Awin's tracking assigns the sale to that publisher and records the commission, which appears in real-time reports. The advertiser sets the commission rate as a percentage of each sale. Awin also supplies a tool for marking advertising in content.",
    "Awin is a hosted platform. Publishers join free, with no setup fees. Advertisers pay a monthly plan fee plus a tracking fee on each transaction, in addition to the commission they pay the partner."
   ],
   "maker": "Awin AG (Awin Group)",
   "links": {
    "pricing": "https://www.awin.com/us/pricing/advertisers"
   },
   "page": "https://aiolum.com/tool/awin/"
  },
  {
   "slug": "brex",
   "name": "Brex",
   "job": "operating",
   "definition": "A finance platform for companies: corporate cards, a business account with checking and treasury, expense management, bill pay and travel booking in one service.",
   "url": "https://www.brex.com/",
   "price": "Essentials plan US$0 per user a month; Premium plan US$12 per user a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, Essentials plan is free",
   "about": [
    "Brex is a finance software platform for businesses, run by Brex LLC, a wholly owned subsidiary of Capital One, N.A. It combines corporate cards, expense management, bill pay, travel booking, accounting automation and a business account, for companies in more than 120 countries.",
    "The Brex business account has three parts. Checking is a commercial checking account provided by Column N.A., a bank that is a member of the FDIC (the US agency that insures bank deposits). Treasury invests cash in a money market fund through Brex Treasury LLC and is not FDIC-insured. Vault spreads deposits across 24 partner banks for more FDIC coverage than one bank gives. The account includes free same-day ACH payments (ACH is the US network for bank-to-bank transfers), invoicing and automated bill payment. Cards carry spending limits that are enforced automatically, and transactions sync to the accounting system (ERP).",
    "Brex is a hosted service priced per user per month. The Essentials plan for startups costs nothing; larger plans add expense policies, approval chains and more legal entities."
   ],
   "maker": "Brex LLC (a Capital One company)",
   "links": {
    "pricing": "https://www.brex.com/pricing"
   },
   "page": "https://aiolum.com/tool/brex/"
  },
  {
   "slug": "casa",
   "name": "CASA",
   "job": "operating",
   "definition": "A security assessment standard for cloud apps that may access sensitive user data; an authorized lab tests the app against its requirements.",
   "url": "https://appdefensealliance.dev/casa",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "CASA (Cloud Application Security Assessment) is a security assessment framework published on the site of the App Defense Alliance (ADA). The site says that the alliance is now part of the Linux Foundation and that its Google programs, CASA among them, are still active. CASA is not software: it is a set of security requirements and a process for checking that an application meets them.",
    "CASA is based entirely on the OWASP Application Security Verification Standard (ASVS), a public list of security controls for web applications. It targets applications that exchange data with cloud platforms through data-sharing integrations and may access sensitive user data. The framework user, for example Google, decides which assurance level an application needs, from the sensitivity of the data, the number of users and other risk factors. At assurance levels 1 and 2, an ADA-authorized lab tests and validates the requirements; level 2 also covers the deployment infrastructure and data storage. Every application must be revalidated each year, and existing certifications can shorten the checks through the CASA Accelerator.",
    "Developers hire one of the authorized assessors; the ADA pages publish no prices."
   ],
   "maker": "App Defense Alliance (Google program)",
   "page": "https://aiolum.com/tool/casa/"
  },
  {
   "slug": "claude-cowork",
   "name": "Claude Cowork",
   "job": "operating",
   "definition": "Anthropic's AI agent for office work inside Claude: given a goal, it works across chosen files, apps and a browser and returns finished documents, spreadsheets or slides.",
   "url": "https://claude.com/product/cowork",
   "price": "Included in paid Claude plans: from US$17 a month for Pro billed yearly (US$200 up front), or US$20 billed monthly",
   "readOn": "2026-10-28",
   "freeTier": "no; needs a paid plan",
   "about": [
    "Claude Cowork is an AI agent from Anthropic that carries out multi-step office tasks. An AI agent is a program built on a large language model that plans steps and uses tools on its own, instead of only answering in chat. Cowork works in the folders and tools a user chooses and delivers work for review, such as a deck, a spreadsheet or a research memo. On 16 September 2026 Anthropic began merging Cowork and chat into one Claude, first on the Pro and Max plans.",
    "A user describes the result, not the steps. Cowork shows each step it takes, splits large projects into parallel parts, and keeps working after the laptop is closed; tasks can be scheduled daily, weekly or monthly. It reaches outside data through connectors, uses a built-in browser in its side panel to read sites and fill forms, and can be extended with plugins that bundle skills, connectors and sub-agents. Users choose what it may access, and deleting anything needs their approval. It runs on web, desktop and mobile.",
    "Cowork needs a paid Claude subscription; the Pro plan also includes Claude Code."
   ],
   "maker": "Anthropic",
   "links": {
    "pricing": "https://claude.com/pricing"
   },
   "page": "https://aiolum.com/tool/claude-cowork/"
  },
  {
   "slug": "cleanshot-x",
   "name": "CleanShot X",
   "job": "operating",
   "definition": "A screenshot and screen recording app for Mac: it captures, annotates and edits images and videos, and shares them as links through its own cloud.",
   "url": "https://cleanshot.com/",
   "price": "US$35 once for CleanShot Basic with one year of updates; CleanShot Pro is US$10 per user a month, billed yearly",
   "readOn": "2026-10-28",
   "freeTier": "no trial; 30-day money-back guarantee",
   "about": [
    "CleanShot X is a screen capture app for macOS made by MTW. It takes screenshots and screen recordings, edits them and shares them. It runs only on the Mac; there is no Windows version.",
    "Screenshots can be marked up, redacted to hide sensitive data, given backgrounds and cropped. Scrolling capture records content longer than the screen in one image, and on-device text recognition (OCR, reading text from images) copies text from any picture. Recordings can include a webcam bubble, highlighted clicks, shown keystrokes, and voice and system audio, and export as MP4 or GIF. Studio Mode, a built-in video editor, adds zooms and trims mistakes. CleanShot Cloud uploads a capture and returns a link, with comments, automatic transcripts, custom domains, and SSO for teams. A URL scheme API lets other programs control the app.",
    "The app is sold as a one-time purchase with one year of updates and 1 GB of cloud storage, or as a Pro subscription with unlimited storage and team features. It needs macOS 13.0 or newer."
   ],
   "maker": "MTW",
   "links": {
    "pricing": "https://cleanshot.com/pricing"
   },
   "page": "https://aiolum.com/tool/cleanshot-x/"
  },
  {
   "slug": "complianz",
   "name": "Complianz",
   "job": "operating",
   "definition": "A cookie consent plugin for WordPress and Shopify: it shows a consent banner, blocks tracking scripts until visitors agree and generates privacy documents.",
   "url": "https://complianz.io/",
   "price": "Premium WordPress plugin, Personal licence: US$59 for 1 website, with 1 year of support and updates",
   "readOn": "2026-10-28",
   "freeTier": "yes, free WordPress plugin",
   "about": [
    "Complianz is a privacy and cookie consent plugin for WordPress, with a separate app for Shopify stores. Complianz BV in Groningen, the Netherlands, part of iubenda, makes it. Cookie consent means asking each visitor, through a banner, whether the site may use cookies and similar tracking, as privacy laws such as the EU's GDPR and ePrivacy rules and California's CCPA require.",
    "The plugin scans the site for cookies and services, and a setup wizard, pre-filled from the scan, configures the consent banner. Until a visitor consents, it blocks the matching scripts, such as analytics or advertising tags; its Script Center covers more than 250 services and plugins. It applies different banners and legal documents per region, generates documents such as cookie policies and privacy statements, keeps records of consent, and supports Google Consent Mode v2 and the IAB TCF advertising framework. It is self-hosted: the plugin and all stored data stay on the site's own server.",
    "A free WordPress plugin exists; Premium is sold as a licence with one year of support and updates."
   ],
   "maker": "Complianz BV (part of iubenda)",
   "links": {
    "docs": "https://complianz.io/support/#documentation",
    "pricing": "https://complianz.io/pricing/",
    "github": "https://github.com/Really-Simple-Plugins"
   },
   "page": "https://aiolum.com/tool/complianz/"
  },
  {
   "slug": "deel",
   "name": "Deel",
   "job": "operating",
   "definition": "A global payroll and HR platform: it hires, contracts and pays employees and contractors in other countries for a business, including as their legal employer.",
   "url": "https://www.deel.com/",
   "price": "From US$49 per contractor per month; employer of record from US$599 per employee per month",
   "readOn": "2026-10-28",
   "freeTier": "no; free demo only",
   "about": [
    "Deel is a global people platform made by the company Deel: software and services to hire, pay and manage workers in other countries. One of its services is an employer of record (EOR), a company that legally employs a worker in a country on behalf of a business that has no local entity there.",
    "For contractors, Deel handles contracts, automated invoicing, tax form collection and payments in more than 120 currencies; with Contractor of Record, Deel also takes over the legal risk of how the worker is classified. For employees, its EOR covers contracts, payroll, tax filings, benefits and local compliance in more than 130 countries, and its US PEO (co-employment) covers all 50 US states. Other modules keep HR records, ship and support work devices (Deel IT), handle visas (Deel Mobility) and help with recruiting. An API connects Deel to other software.",
    "Deel is a subscription service priced per worker per month, with month-to-month terms and no long-term contract."
   ],
   "maker": "Deel",
   "links": {
    "docs": "https://developer.deel.com/home",
    "pricing": "https://www.deel.com/pricing/"
   },
   "page": "https://aiolum.com/tool/deel/"
  },
  {
   "slug": "docusign",
   "name": "Docusign",
   "job": "operating",
   "definition": "An electronic signature service: a business sends contracts and other documents online, the other parties sign them in a browser or app, and every step is recorded.",
   "url": "https://www.docusign.com/products/electronic-signature",
   "price": "eSignature Personal US$11 a month billed yearly (US$132 a year, 5 envelopes a month); Standard US$30 per user a month billed yearly",
   "readOn": "2026-10-28",
   "freeTier": "free trial only",
   "about": [
    "Docusign eSignature is an electronic signature service made by Docusign, Inc. An electronic signature is a person's agreement to a document, given and recorded online instead of on paper. eSignature is one product of Docusign's Intelligent Agreement Management (IAM) platform, an AI-assisted platform for preparing, signing and managing agreements.",
    "A sender uploads a document, places signature and form fields on it, and sends it as an envelope (a package of documents for signature) to one or more signers. Signers sign in a browser or in the mobile app, in more than 44 languages; reminders go out automatically, and a real-time audit trail records each step. AI detects the agreement type, suggests fields, and gives signers a summary and answers to questions. Templates, web forms, payment collection during signing, bulk sending and more than 1,000 integrations, for example with Salesforce, Microsoft 365 and Google Workspace, extend it, and developers can use its APIs.",
    "eSignature is a subscription billed per user, with a limit on envelopes in each plan; a free trial is available."
   ],
   "maker": "Docusign, Inc.",
   "links": {
    "docs": "https://developers.docusign.com/",
    "pricing": "https://ecom.docusign.com/plans-and-pricing/esignature"
   },
   "aka": [
    "DocuSign"
   ],
   "page": "https://aiolum.com/tool/docusign/"
  },
  {
   "slug": "e-residency",
   "name": "e-Residency",
   "job": "operating",
   "definition": "A digital identity issued by the Government of Estonia that lets non-residents start and run an Estonian company in the EU fully online.",
   "url": "https://www.e-resident.gov.ee/",
   "price": "State fees: €150 for the e-Residency application and €265 to register a private limited company; a contact person or legal address costs about €200 to €400 a year",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "e-Residency is a programme of the Republic of Estonia that gives entrepreneurs who do not live in Estonia a government-issued digital identity. Estonia started it in 2014. The identity comes as a personal digital ID card, which lets its holder authenticate online and sign documents with electronic signatures.",
    "The steps are: apply online and pay the state fee, wait for an identity check (about 30 days) and card delivery (2 to 5 weeks), then collect the card at the pickup location chosen in the application. With the card, the holder registers a company, usually a private limited company (OÜ, osaühing), in the e-Business Register in 15 minutes to one hour. Every company must have a legal address or contact person in Estonia from a licensed service provider. Banking, accounting and tax advice also come from private service providers. e-Residency does not change the holder's personal tax residency.",
    "It is a government service paid through one-time state fees, with yearly costs for the required service providers."
   ],
   "maker": "Government of Estonia (e-Residency programme)",
   "page": "https://aiolum.com/tool/e-residency/"
  },
  {
   "slug": "escrow-com",
   "name": "Escrow.com",
   "job": "operating",
   "definition": "An online escrow service: it holds a buyer's payment in trust until the buyer approves the goods, domain, vehicle or service, then pays the seller.",
   "url": "https://www.escrow.com/",
   "price": "Fee on each transaction (standard fee, US dollars): 2.6% with a US$50 minimum up to US$5,000, falling step by step to 0.7% above US$10 million",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "Escrow.com is an online escrow service. In escrow, a neutral third party holds the buyer's money until both sides have done what they agreed, which removes the risk that one side pays or delivers and the other does not. Escrow.com was founded in 1999 by Fidelity National Financial, is headquartered in San Francisco and was bought by Freelancer.com in 2015. Its escrow services are provided by its licensed subsidiary Internet Escrow Services.",
    "A transaction has five steps: buyer and seller agree on terms, the buyer pays Escrow.com, the seller delivers, the buyer inspects and approves, and Escrow.com releases the money to the seller. Funds are kept in trust in the meantime. Common uses are domain names and websites, motor vehicles, jewelry, general merchandise and milestone payments for services, from US$100 to more than US$100 million. Businesses can add escrow to their own sites through Escrow Pay, Escrow Buttons and an API.",
    "There is no subscription: Escrow.com charges a percentage fee on each transaction, and the rate falls as the amount grows."
   ],
   "maker": "Escrow.com (owned by Freelancer.com)",
   "links": {
    "docs": "https://www.escrow.com/api/docs",
    "pricing": "https://www.escrow.com/fee-calculator"
   },
   "page": "https://aiolum.com/tool/escrow-com/"
  },
  {
   "slug": "evernote",
   "name": "Evernote",
   "job": "operating",
   "definition": "A note-taking app that keeps notes, files, web clippings, tasks and calendar events in one searchable account synced across devices.",
   "url": "https://evernote.com/",
   "price": "Starter plan: US$14.99 a month billed monthly, or US$99 a year",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited (50 notes, 1 notebook, 1 device)",
   "about": [
    "Evernote is a note-taking application owned by Bending Spoons. It keeps notes, attachments, tasks and calendar events in one account and syncs them between its apps for Mac, Windows, iOS, Android and the web.",
    "Notes are organized in notebooks, spaces and tags, and can start from ready-made templates. Content arrives in several ways: typing, the Web Clipper browser extension that saves web pages, document scanning, audio recording with AI transcription, and emailing content into the account. Advanced search finds notes with Boolean, geographic and filtered queries, and semantic search finds related notes by their content. Teams edit notes together in real time, leave comments and assign tasks. AI features also write, summarize, tidy and translate notes, and an MCP connection (Model Context Protocol, a standard way for AI assistants to reach outside data) lets Claude, ChatGPT and other AI tools use the notes.",
    "Evernote uses a freemium model: a free plan limited to 50 notes, one notebook and one synced device, and paid monthly or yearly subscriptions with higher limits."
   ],
   "maker": "Bending Spoons",
   "links": {
    "pricing": "https://evernote.com/en-us/compare-plans"
   },
   "page": "https://aiolum.com/tool/evernote/"
  },
  {
   "slug": "gumloop",
   "name": "Gumloop",
   "job": "operating",
   "definition": "A platform where teams build AI agents without code: the agents connect to work apps, browse the web, start on schedules or triggers and complete tasks.",
   "url": "https://www.gumloop.com/",
   "price": "Pro plan from US$37 a month, including 20,000 credits",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial",
   "about": [
    "Gumloop is an AI agent platform from AgentHub Inc. An AI agent here is an assistant built on a large language model that decides which tools to use, and when, to finish an open-ended task. Gumloop is meant for people in every team, not only programmers, while IT controls access.",
    "A user creates an agent by choosing one of more than 35 models, adding connectors to apps such as Gmail, Slack, HubSpot or Salesforce, giving it a real task and then asking it to write its own instructions and reusable skills from that run. Agents can also open a real web browser to click, type and pull data from sites without an API, sign in from a password vault and hand the browser to a person when a site needs it. Triggers start agents on their own: app events, webhooks, schedules and one-time runs. Agents are reached through email, Slack, Microsoft Teams, a hosted page, the API and MCP.",
    "Gumloop is a hosted service. The Pro plan is a monthly subscription that includes credits, the unit that pays for model tokens and paid tool calls; Enterprise pricing is custom."
   ],
   "maker": "AgentHub Inc.",
   "links": {
    "docs": "https://docs.gumloop.com/",
    "pricing": "https://www.gumloop.com/pricing"
   },
   "page": "https://aiolum.com/tool/gumloop/"
  },
  {
   "slug": "helm",
   "name": "Helm",
   "job": "operating",
   "definition": "A macOS and iOS app that manages App Store Connect: app developers update store listings, screenshots, TestFlight builds, reviews and submissions without Apple's website.",
   "url": "https://helm-app.com/",
   "price": "Helm Pro: US$9.99 a month (monthly plan in the App Store); weekly, yearly and lifetime plans also exist",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited (6 App Store submissions a year)",
   "about": [
    "Helm for App Store Connect is an app for macOS and iOS, made by Anima Software. App Store Connect is Apple's website and API where developers manage their apps on the App Store; Helm is a faster client for it and is not made by Apple.",
    "Helm connects through App Store Connect API keys, which stay in the device's keychain. In the app a developer edits listing text and release notes, arranges and uploads screenshots and app previews, manages TestFlight testers and builds, answers user reviews, manages in-app purchases and subscriptions, and submits versions for review. AI functions improve and translate text into every localization, suggest keywords for ASO (App Store Optimization, work that makes an app easier to find in store search), and summarize reviews. A command-line tool, helm-asc, runs the same tasks from a terminal or for coding agents.",
    "Helm is downloaded from the App Store. The free version allows 6 App Store submissions a year; Helm Pro, sold weekly, monthly, yearly or as a lifetime purchase, removes the limits, and one purchase covers both macOS and iOS."
   ],
   "maker": "Anima Software",
   "links": {
    "pricing": "https://helm-app.com/helm-pro-pricing"
   },
   "page": "https://aiolum.com/tool/helm/"
  },
  {
   "slug": "hey",
   "name": "HEY",
   "job": "operating",
   "definition": "A paid email and calendar service from 37signals that sorts incoming mail by sender and lets a person or company refuse mail from unknown senders.",
   "url": "https://www.hey.com/",
   "price": "HEY for You: US$99 a year (annual billing only); HEY for Domains, for a company's own domain: US$12 per user a month",
   "readOn": "2026-10-28",
   "freeTier": "30-day free trial of HEY for You",
   "about": [
    "HEY is an email and calendar service made by 37signals, the company behind Basecamp. It replaces a mailbox such as Gmail or Outlook with its own apps for the web, Mac, Windows, Linux, iOS and Android.",
    "The first email from a new sender goes to The Screener, where the user accepts or rejects that sender; rejected senders are not shown again. Accepted mail is sorted into three places: the Imbox for important mail, The Feed for newsletters, shown as a scrollable page with every message already open, and the Paper Trail for receipts and order confirmations. HEY blocks spy pixels (tiny hidden images that report when a message was opened) and includes a calendar and 100GB of storage. HEY for Domains adds sending from a company's own domain, several users, shared threads, private team comments and aliases such as support@ that reach several people.",
    "HEY is a subscription service with no advertising: a personal plan with a @hey.com address billed once a year, and a per-user monthly plan for custom domains."
   ],
   "maker": "37signals LLC",
   "links": {
    "pricing": "https://www.hey.com/pricing/"
   },
   "aka": [
    "Hey"
   ],
   "page": "https://aiolum.com/tool/hey/"
  },
  {
   "slug": "impresskit",
   "name": "ImpressKit",
   "job": "operating",
   "definition": "A hosted press kit service for mobile app developers: it publishes an app's description, images, videos, press releases and extra text pages as web pages.",
   "url": "https://impresskit.net/",
   "price": "US$33 a year (plus tax where applicable), one plan with everything",
   "readOn": "2026-10-28",
   "freeTier": "first month free",
   "about": [
    "ImpressKit is a web service for building press kits for apps, operated by the developer Filip Nemecek. A press kit is a page that gives journalists what they need to write about a product: a text overview, images, videos, facts, links and contact details.",
    "A developer writes the content in Markdown editors (Markdown is a simple text format for headings, lists and links) and uploads images with tags, videos and files. ImpressKit publishes the kit at its own address on impresskit.net, with links to the App Store, Google Play, the app's website and email contact, a list of press releases, and optional separate text pages; one example kit uses such a page for its iOS changelog. A kit can be offered in several languages. The service also lists contact details of iOS and Apple journalists and has free guides on writing and sending press releases. Existing press kits can be migrated.",
    "ImpressKit is a hosted subscription with a single plan that includes unlimited press kits and press releases, paid yearly after a free first month."
   ],
   "maker": "Filip Nemecek",
   "links": {
    "pricing": "https://impresskit.net/page/pricing"
   },
   "aka": [
    "Impresskit"
   ],
   "page": "https://aiolum.com/tool/impresskit/"
  },
  {
   "slug": "internshala",
   "name": "Internshala",
   "job": "operating",
   "definition": "An Indian online marketplace for early-career hiring: companies post internships and fresher jobs, students and new graduates apply, and paid plans add reach and screening.",
   "url": "https://internshala.com/",
   "price": "Free plan: 1 listing a month with up to 20 applications; Starter plan from ₹2,999 for 1 premium listing valid 1 month",
   "readOn": "2026-10-28",
   "freeTier": "yes: 1 listing a month, up to 20 applications",
   "about": [
    "Internshala is an Indian online marketplace for early-career hiring. Companies post internships and jobs for freshers (people at the start of their career, usually students or new graduates), and candidates search the listings and apply. It is run by Scholiverse Educare Private Limited; its about page says the founder, Sarvesh, started it as a blog in 2010 and launched the website in 2013.",
    "An employer posts a listing and receives the applications in its Internshala account. The employer pages also describe a searchable database of more than 35 million candidates (Database Pro), AI resume matching and an AI interviewer that screen applicants, aptitude, soft-skill and technical assessments, and employer-branding campaigns on college campuses, such as hackathons, case competitions and quizzes. For students, the site also sells online certification and placement courses.",
    "It is a hosted web platform with an Android app. Posting is free with limits, and paid listing plans (a subscription model) remove the limits. Large employers can also pay per hire or per campaign."
   ],
   "maker": "Internshala (Scholiverse Educare Private Limited)",
   "links": {
    "pricing": "https://internshala.com/employer-premium-plans/"
   },
   "page": "https://aiolum.com/tool/internshala/"
  },
  {
   "slug": "johanson-group",
   "name": "Johanson Group",
   "job": "operating",
   "definition": "A licensed CPA audit firm that audits companies for security and privacy standards such as SOC 2 and ISO 27001 and issues the reports that enterprise customers ask for.",
   "url": "https://www.johansonllp.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "not applicable; price by quote",
   "about": [
    "Johanson Group LLP is not a software tool but a licensed CPA firm (a firm of certified public accountants, which may sign attestation reports) that performs compliance and security audits. It audits companies against SOC 1, SOC 2 and SOC 3, ISO 27001, ISO 27017/18 and ISO 42001 (for AI management), and assesses them for HIPAA, GDPR, CCPA, PCI DSS and NIST. The site reports more than 4,000 clients.",
    "SOC 2 is a report on a company's security controls, built on the AICPA's five Trust Services Criteria: security, which is always required, plus availability, confidentiality, processing integrity and privacy. Johanson Group offers a Type I audit, which checks the design of the controls on one date, and a Type II audit, which tests over a period of typically 6 to 12 months whether the controls also worked. The firm gives each client a customer success manager and audits inside the client's existing GRC (governance, risk and compliance) platform instead of manual exports. It states timelines of about 4 to 8 weeks.",
    "It sells professional services, priced by quote for each engagement."
   ],
   "maker": "Johanson Group LLP",
   "page": "https://aiolum.com/tool/johanson-group/"
  },
  {
   "slug": "join",
   "name": "Join",
   "job": "operating",
   "definition": "Recruiting software for small and mid-sized companies: it posts a job ad to many job boards at once, hosts a careers page and tracks every applicant.",
   "url": "https://join.com/en",
   "price": "Standard plan: €17 per job a month, billed annually; prices exclude VAT",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial (up to 5 active jobs)",
   "about": [
    "Join is an applicant tracking system (ATS), software that collects job applications and moves each candidate through the hiring stages, built for small and mid-sized companies. It is made by JOIN Solutions AG, which lists offices in Pfäffikon (Switzerland), Berlin, Barcelona and Poznań.",
    "A company writes a job ad, with help from Job Studio, which drafts the text with AI and checks it against job-board rules, and publishes it once. Join then posts it to more than 10 free (organic) job boards and, for a fee, to more than 250 paid boards, and it can show the open jobs on a branded careers page or a job widget on the company's own website. Every application arrives in one pipeline with the board it came from. Hiring teams send candidates booking links for interviews, rate them on shared scorecards, email them from one inbox and automate status messages. The higher plan adds an API and Zapier and Make connections.",
    "It is a hosted service with a subscription priced per job per month, a 14-day free trial, and paid job-board placements bought on top."
   ],
   "maker": "JOIN Solutions AG",
   "links": {
    "docs": "https://docs.join.com/",
    "pricing": "https://join.com/en/pricing"
   },
   "aka": [
    "JOIN"
   ],
   "page": "https://aiolum.com/tool/join/"
  },
  {
   "slug": "ksef",
   "name": "KSeF",
   "job": "operating",
   "definition": "Poland's national e-invoicing system, run by the Ministry of Finance: businesses issue, send, receive and store structured invoices through it, by API or free government apps.",
   "url": "https://ksef.podatki.gov.pl/",
   "price": "Free to use (government system with free web and mobile apps)",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "KSeF (Krajowy System e-Faktur, the National e-Invoice System) is the Polish government's central system for structured invoices: invoices in a fixed machine-readable format rather than PDF or paper. It is run by the Ministry of Finance (Ministerstwo Finansów) and serves to issue, send, receive and store these invoices. A seller issues an invoice into KSeF, and the buyer receives it from KSeF.",
    "Use became mandatory in stages: from 1 February 2026 for companies whose 2024 sales exceeded 200 million złoty including VAT, and from 1 April 2026 for all others. Until 31 December 2026, invoices outside KSeF are still allowed when their monthly total stays at or below 10,000 złoty. A business connects to KSeF in several ways, among them: accounting software integrated through the KSeF API; the free web application Aplikacja Podatnika KSeF, which also manages user permissions and tokens and downloads the official receipt (UPO); or the free mobile app for issuing and receiving invoices on a smartphone.",
    "It is a public system, free to use: the Ministry of Finance states that no paid software is needed, because it provides the web and mobile apps free of charge."
   ],
   "maker": "Ministry of Finance of Poland (Ministerstwo Finansów)",
   "links": {
    "docs": "https://ksef.podatki.gov.pl/jak-korzystac-z-ksef/"
   },
   "page": "https://aiolum.com/tool/ksef/"
  },
  {
   "slug": "linear",
   "name": "Linear",
   "job": "operating",
   "definition": "An issue tracker for software teams: it records bugs, features and tasks as issues and plans them into projects, cycles and roadmaps.",
   "url": "https://linear.app/",
   "price": "Basic plan US$10 per user a month, billed yearly; free plan limited to 250 issues and 2 teams",
   "readOn": "2026-10-28",
   "freeTier": "yes, limited (250 issues, 2 teams)",
   "about": [
    "Linear is an issue tracker, a tool in which a software team records each piece of work (a bug, a feature, a follow-up task) as an item that moves through a sequence of statuses. Its maker, Linear, calls it a product development system for teams and AI agents.",
    "Issues are the basic unit of work. Each issue belongs to a team and moves through that team's workflow; it can be assigned, labeled, prioritized and planned into a cycle, a repeating planning period of a fixed number of weeks. Projects group related issues around one deliverable, and initiatives group projects around a broader goal. Intake features turn Slack conversations and customer feedback into issues, GitHub automations link issues to pull requests, and the Linear Agent and coding sessions let AI agents take part in the work. An API and webhooks connect it to other software.",
    "Linear is a hosted service. A free plan allows 250 issues and 2 teams; paid plans are subscriptions priced per user per month."
   ],
   "maker": "Linear",
   "links": {
    "docs": "https://linear.app/docs",
    "pricing": "https://linear.app/pricing",
    "github": "https://github.com/linear"
   },
   "page": "https://aiolum.com/tool/linear/"
  },
  {
   "slug": "tiny-acquisitions",
   "name": "Little Exits (formerly Tiny Acquisitions)",
   "job": "operating",
   "definition": "A marketplace for buying and selling small online businesses, earlier called Tiny Acquisitions; sales close through its offers and escrow, with a success fee on each sale.",
   "url": "https://littleexits.com/",
   "price": "Commission: 9.5% success fee on each completed sale, plus a one-time listing submission fee of US$5 (asking price up to US$1,000) or US$15",
   "readOn": "2026-10-28",
   "freeTier": "free to browse; sellers pay only the submission fee until a sale",
   "about": [
    "Little Exits, which earlier ran under the name Tiny Acquisitions, is an online marketplace operated by Little Exits Inc. People buy and sell small online businesses there: SaaS products, web and mobile apps, websites, newsletters, online stores and side projects, usually priced under US$100,000. Businesses without revenue are accepted when this is disclosed.",
    "A seller registers, lists the business and pays a small submission fee, and the listing is reviewed before it is published. Buyers browse listings for free but need a paid Premium membership to see full details such as revenue, expenses and the business's web address, to send messages and to make offers. When the seller accepts an offer, the buyer pays into escrow, a holding account that keeps the money until the transfer is done; the seller transfers ownership, and the money is released when the buyer confirms. A weekly email sends one selected business for sale to its subscribers.",
    "The marketplace earns money from seller submission fees, a percentage success fee on each completed sale, buyer memberships and a one-time payment for the weekly email."
   ],
   "maker": "Little Exits Inc.",
   "links": {
    "pricing": "https://littleexits.com/pricing"
   },
   "aka": [
    "Tiny Acquisitions"
   ],
   "page": "https://aiolum.com/tool/tiny-acquisitions/"
  },
  {
   "slug": "makers-pr",
   "name": "Makers PR",
   "job": "operating",
   "definition": "A public relations agency in Dubai for technology companies: it handles media coverage, press releases, awards and investor communications for its clients.",
   "url": "https://makers-pr.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "free consultation only",
   "about": [
    "Makers PR is a public relations (PR) agency in Dubai that works for technology companies. A PR agency is a firm that a company hires to get coverage in the news media, to prepare and send announcements such as press releases, and to manage the company's public image. Makers PR is a service firm, not a software tool.",
    "Its services are communication strategy, media relations (building contacts with journalists so that a client's news is reported), awards (finding and entering industry awards), investor relations (pitch decks, introductions to investors and announcements of funding rounds), personal branding for founders, and events. It works with clients from early-stage startups to companies after their stock market listing, in the Middle East and North Africa, the US, the UK, Western Europe, Latin America and Asia. Its case studies describe campaigns for fintech and blockchain companies such as Fasset and Mamo.",
    "Makers PR sells its services directly to client companies and offers a free first consultation. The website states no prices."
   ],
   "maker": "Makers PR (agency in Dubai)",
   "page": "https://aiolum.com/tool/makers-pr/"
  },
  {
   "slug": "microns",
   "name": "Microns",
   "job": "operating",
   "definition": "An online marketplace for buying and selling micro startups, such as small SaaS products, mobile apps and newsletters, with chat and a guided transfer service.",
   "url": "https://www.microns.io/",
   "price": "Sellers: no listing fee; commission of 10% of the sale price from US$1,000 (8% from US$10,000, 6% from US$100,000). Buyers: Premium US$40 a month or US$299 a year",
   "readOn": "2026-10-28",
   "freeTier": "yes: free seller account and free buyer account with limited access",
   "about": [
    "Microns (microns.io) is a managed M&A (mergers and acquisitions) marketplace for micro startups: small online businesses such as micro-SaaS products (small software sold as a subscription), web apps, mobile apps, newsletters and ecommerce shops. Its founder is Ilya Novohatskyi, an entrepreneur from Kyiv, Ukraine.",
    "A seller lists a startup with its annual revenue and asking price. Microns verifies both buyers and sellers. Free buyers see only the public details of each listing, five days late; Premium buyers see private details such as contacts and revenue, and can chat with sellers in real time and share files. Transfer by Microns is an escrow-style service in six steps: both parties sign an agreement, the buyer pays, the seller hands over the assets, the buyer approves the transfer, and only then does Microns release the money to the seller. Sellers offer 30 days of support after the sale.",
    "Sellers list at no cost and pay a commission only when the business sells. Buyers can join for free or pay for a Premium subscription."
   ],
   "maker": "Microns (founder Ilya Novohatskyi)",
   "links": {
    "pricing": "https://www.microns.io/pricing"
   },
   "page": "https://aiolum.com/tool/microns/"
  },
  {
   "slug": "microsoft-powerpoint",
   "name": "Microsoft PowerPoint",
   "job": "operating",
   "definition": "Microsoft's presentation program: a user builds a deck of slides with text, images, shapes and video, and presents or shares it.",
   "url": "https://www.microsoft.com/en-us/microsoft-365/powerpoint",
   "price": "Microsoft 365 Personal, which includes the PowerPoint desktop app: US$99.99 a year; PowerPoint for the web is free",
   "readOn": "2026-10-28",
   "freeTier": "yes: PowerPoint for the web",
   "about": [
    "Microsoft PowerPoint is a presentation application from Microsoft, part of Microsoft 365. A presentation is a deck of slides; each slide holds text, images, shapes, charts or video, and the presenter shows the slides one after another. PowerPoint runs as desktop apps on PCs and Macs, on phones and tablets, and in the browser as PowerPoint for the web.",
    "A user starts from a blank deck or from one of thousands of customizable templates. Ink tools convert handwriting or drawings on a slide into text or shapes, and the Cameo feature adds a recorded video of the presenter to the slides. Copilot, Microsoft's AI assistant, takes a request in plain language and rewrites, reorganizes or adds slides; the user reviews the changes. Speaker Coach listens to a rehearsal and gives feedback on pace and vocabulary, and Accessibility Assistant suggests changes to format, color and wording. Several people can edit the same deck in real time and tag each other in comments.",
    "PowerPoint for the web is free with a Microsoft account. The desktop apps and Copilot come with Microsoft 365 subscriptions, billed monthly or yearly."
   ],
   "maker": "Microsoft",
   "page": "https://aiolum.com/tool/microsoft-powerpoint/"
  },
  {
   "slug": "miro",
   "name": "Miro",
   "job": "operating",
   "definition": "An online visual collaboration platform: a team works together in real time on a shared canvas of sticky notes, diagrams, roadmaps and documents.",
   "url": "https://miro.com/",
   "price": "Starter US$8 per member a month, billed yearly; free plan with 3 editable boards",
   "readOn": "2026-10-28",
   "freeTier": "yes: free plan, 3 editable boards",
   "about": [
    "Miro is an online visual collaboration platform built around a shared canvas, also called an online whiteboard: a large board in the browser or the app where a team adds sticky notes, shapes, diagrams, text and images and edits them together. Miro states that over 100 million people collaborate on it.",
    "A board can hold several formats: whiteboards, diagrams and flowcharts, Kanban boards, timelines, tables, docs and slides. Teams start from more than 7,000 templates, for example for roadmaps, brainstorming, mind maps and customer journey maps. Miro AI generates diagrams, tables and summaries from a prompt, a document or data. Through an MCP server (Model Context Protocol, a standard way for AI agents to use tools), AI tools such as Claude, Cursor or Copilot can work with board content, and more than 250 integrations connect Miro to tools from Microsoft, Slack, Google and Adobe.",
    "Miro is a subscription service priced per member, billed monthly or yearly. The free plan keeps three boards editable; paid plans add unlimited and private boards, more AI credits and features for larger organizations."
   ],
   "maker": "Miro",
   "links": {
    "docs": "https://developers.miro.com/",
    "pricing": "https://miro.com/pricing/"
   },
   "page": "https://aiolum.com/tool/miro/"
  },
  {
   "slug": "obs",
   "name": "OBS Studio",
   "job": "operating",
   "definition": "Free, open-source desktop software for recording video and live streaming, which combines screen, camera, browser and image sources into scenes.",
   "url": "https://obsproject.com/",
   "price": "Free and open source",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "OBS Studio (from Open Broadcaster Software) is a free, open-source desktop application for video recording and live streaming. It runs on Windows, macOS and Linux. Lain created it and maintains it, and the OBS Studio contributors develop it.",
    "A user builds scenes from sources: window captures, images, text, browser windows, webcams, capture cards and more. OBS captures and mixes the video and audio in real time, with per-source audio filters such as noise suppression, and switches between scenes through transitions and hotkeys. Studio Mode shows a preview of a scene before it goes live. OBS encodes the result, for example as H.264 video with AAC audio, and either sends it to Twitch, YouTube and other streaming services or saves it as a recording. An API lets native plugins and scripts in Lua or Python add functions.",
    "OBS Studio is free. The source code is under the GNU General Public License v2 or later, and the project is funded by sponsors and backers."
   ],
   "maker": "The OBS Project (OBS Studio contributors)",
   "links": {
    "github": "https://github.com/obsproject/obs-studio"
   },
   "aka": [
    "OBS"
   ],
   "page": "https://aiolum.com/tool/obs/"
  },
  {
   "slug": "policymaker-io",
   "name": "PolicyMaker",
   "job": "operating",
   "definition": "A free online generator of legal documents: a business answers a few questions and receives a privacy policy, terms and conditions or disclaimer for its website or app.",
   "url": "https://policymaker.io/",
   "price": "Free",
   "readOn": "2026-10-28",
   "freeTier": "free",
   "about": [
    "PolicyMaker is a free online generator of legal documents for websites, blogs, online stores and apps. A document generator fills a prepared template with the answers that a business gives in a short questionnaire. PolicyMaker offers generators for a privacy policy, terms and conditions (also called terms of service) and a disclaimer, and a template for a non-disclosure agreement.",
    "For terms and conditions, the form asks 9 questions: the website domain, the company name, the country or state whose law governs the terms, whether users can create accounts or content, whether the business sells products or subscriptions, the refund period, the effective date and a support email address. PolicyMaker then adapts its universal template to these answers in seconds. Its team says it writes the templates to fit most businesses in any country and updates them when legislation changes.",
    "PolicyMaker is a hosted web tool and is free to use, and the generated documents can be used without restrictions. The site states that PolicyMaker is not a law firm and that its documents do not replace professional legal advice."
   ],
   "maker": "PolicyMaker",
   "aka": [
    "PolicyMaker.io"
   ],
   "page": "https://aiolum.com/tool/policymaker-io/"
  },
  {
   "slug": "quickscreen",
   "name": "QuickScreen",
   "job": "operating",
   "definition": "A Mac screen recorder that captures the screen, a window or a region as an MP4 video and adds zooms, smooth cursor motion and backgrounds while recording.",
   "url": "https://www.appblit.com/quickscreen",
   "price": "Free app; QuickScreen Pro is a one-time in-app purchase of US$7.99 on the Mac App Store",
   "readOn": "2026-10-28",
   "freeTier": "free download; Pro features by one-time purchase",
   "about": [
    "QuickScreen is a screen recorder for macOS made by AppBlit LLC. A screen recorder captures what happens on the computer screen as a video file. QuickScreen adds visual effects during the recording, so that the video looks finished without a separate editing pass.",
    "The user records the entire screen, a region or a single window, with optional system audio, microphone input and a webcam overlay. The app places the recording on a background (an image or a video), smooths the cursor movement, animates clicks, and zooms in automatically when the user circles an area with the mouse, or manually with a chosen key shortcut. The result is an MP4 file with all audio tracks merged, in landscape, square, vertical or 4:5 format, ready the moment the recording stops. The app creates the videos locally on the Mac, and the maker states that it collects no information.",
    "QuickScreen is sold on the Mac App Store and requires macOS 15.0 or later. It is free to download; QuickScreen Pro is a one-time in-app purchase."
   ],
   "maker": "AppBlit LLC",
   "page": "https://aiolum.com/tool/quickscreen/"
  },
  {
   "slug": "revisjon-s-r-as",
   "name": "Revisjon Sør AS",
   "job": "operating",
   "definition": "A Norwegian audit firm in Kristiansand and Risør that audits companies' annual accounts and gives accounting, tax and corporate advice.",
   "url": "https://www.revisjonsor.no/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Revisjon Sør AS is an audit firm in southern Norway, with offices in Kristiansand and Risør and roots back to 1987. An audit is an independent check of a company's annual accounts by a registered auditor, who confirms that the accounts are correct and follow the law. Revisjon Sør is a professional service firm, not a software tool.",
    "Its services are audits and attestations (signed statements by an auditor, for example on a change of share capital), help with reporting (the technical preparation of the annual accounts and the tax return), tax and indirect-tax advice, and corporate and financial advice on mergers, demergers, capital changes and company valuations. Each client works with a fixed audit team. The firm audits with Descartes, an audit methodology developed by the Norwegian Institute of Public Accountants (Den norske Revisorforening). For questions outside its field, it works with a network of lawyers and accountants.",
    "The firm sells its work as a service to companies. Its website publishes no prices."
   ],
   "maker": "Revisjon Sør AS",
   "page": "https://aiolum.com/tool/revisjon-s-r-as/"
  },
  {
   "slug": "sideshift",
   "name": "SideShift",
   "job": "operating",
   "definition": "A creator marketplace and campaign platform: brands post briefs, hire short-video creators who apply, track how their posts perform and pay them in one place.",
   "url": "https://sideshift.app/",
   "price": "Starter plan for brands: US$299 a month billed monthly, or US$210 a month billed yearly; creator payments extra",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial",
   "about": [
    "SideShift is a creator marketing platform made by SideShift. Brands use it to hire UGC creators, people who make short videos about a product for the brand's social accounts and ads (UGC means user-generated content). It covers TikTok, Instagram Reels, YouTube Shorts and Facebook.",
    "A brand posts a brief that describes the product, the audience and the videos it needs, and creators in the marketplace apply to it. The brand reviews each applicant's profile and past work, and chooses creators. SideShift then tracks the views and engagement of each published post, and the CPM (creator spend per 1,000 views), so the brand can move the best organic videos into Meta and TikTok ads. Contracts, usage rights, payouts and US 1099 tax forms are handled in the platform. AI assistants can work on campaigns through MCP (Model Context Protocol, a standard way for AI agents to call outside tools).",
    "It is a hosted service with a monthly or annual subscription for brands; the plans differ mainly in how many creators can be hired at the same time. Payments to creators come on top of the subscription."
   ],
   "maker": "SideShift",
   "links": {
    "pricing": "https://sideshift.app/plans/brands"
   },
   "page": "https://aiolum.com/tool/sideshift/"
  },
  {
   "slug": "strike-graph",
   "name": "Strike Graph",
   "job": "operating",
   "definition": "A compliance management platform: it helps a company prepare for security audits such as SOC 2 by tracking controls, collecting evidence and connecting it with independent auditors.",
   "url": "https://www.strikegraph.com/",
   "price": "Launch plan free; Scale plan from US$21,500 a year; Enterprise from US$35,000 a year; Certify plan price on request",
   "readOn": "2026-10-28",
   "freeTier": "free Launch plan",
   "about": [
    "Strike Graph is a GRC platform. GRC means governance, risk and compliance: setting security rules, managing risks and proving to customers and auditors that the rules are followed. The platform supports frameworks such as SOC 2, ISO 27001, HIPAA, CMMC, NIST 800-171 and PCI DSS. A SOC 2 report is an independent auditor's review of a company's security controls.",
    "A company designs its security program in the platform and then runs it there. Integrations with hundreds of systems collect compliance evidence automatically, and cross-framework mapping lets one control count for several frameworks. Verify AI checks the controls and evidence and flags gaps before the formal audit, and coverage reports show how ready the company is. The audit itself is done by an independent auditor: the company finds one through Strike Graph's partner network and invites the auditor into the platform to review the evidence. Other modules cover risk management, security questionnaires, a trust center, vulnerability scanning and penetration testing.",
    "Strike Graph is a hosted service sold as yearly plans, from a free Launch plan to Scale and Enterprise plans."
   ],
   "maker": "Strike Graph",
   "links": {
    "pricing": "https://www.strikegraph.com/pricing"
   },
   "page": "https://aiolum.com/tool/strike-graph/"
  },
  {
   "slug": "stripe-atlas",
   "name": "Stripe Atlas",
   "job": "operating",
   "definition": "A company formation service from Stripe: founders anywhere apply online to incorporate a Delaware C corporation or LLC, get a US tax ID and issue founder shares.",
   "url": "https://stripe.com/atlas",
   "price": "US$500 one-time setup fee (includes government fees and the first year of registered agent service), then US$100 a year",
   "readOn": "2026-10-28",
   "freeTier": "no",
   "about": [
    "Stripe Atlas is a service from Stripe for starting a US company. It forms a Delaware C corporation, a limited liability company (LLC) or a subsidiary. Founders apply online from almost anywhere in the world; Atlas checks that the company name is available and files the formation documents in Delaware, usually within one business day.",
    "After incorporation, Atlas gets the company tax ID (EIN, the US Employer Identification Number), issues founder shares and files each founder's 83(b) election, a US tax filing that lets a founder be taxed on shares at their value when issued instead of when they vest. Its legal templates are made with the law firm Cooley LLP. The new company can accept payments, keep money in a Stripe Treasury account and raise funds with SAFEs (Simple Agreements for Future Equity) created in the Stripe Dashboard. Atlas also provides the registered agent service that Delaware requires a company to keep.",
    "It is a hosted service with a one-time setup fee and then a yearly registered agent fee. Atlas states that it is not a law firm and does not give legal or tax advice."
   ],
   "maker": "Stripe",
   "links": {
    "docs": "https://docs.stripe.com/atlas"
   },
   "page": "https://aiolum.com/tool/stripe-atlas/"
  },
  {
   "slug": "stripe-climate",
   "name": "Stripe Climate",
   "job": "operating",
   "definition": "A Stripe feature that lets a business send a share of its revenue, or buy a set number of tons, to fund permanent carbon removal projects.",
   "url": "https://stripe.com/climate",
   "price": "The business chooses its contribution, for example 1% of revenue; no fixed price",
   "readOn": "2026-10-28",
   "freeTier": "not applicable",
   "about": [
    "Stripe Climate is a Stripe product that lets a business pay for carbon removal: methods that take carbon dioxide (CO2) out of the atmosphere and store it permanently, such as direct air capture. All purchases go through Frontier, an advance market commitment to buy an initial US$1 billion or more of permanent carbon removal by 2030. Such a commitment is a promise to buy a product that is still expensive, so that its makers can grow and cut costs.",
    "With Climate Commitments, a business sets a percentage of its revenue in the Stripe Dashboard or with the Stripe command-line tool, and Stripe directs the money to early-stage carbon removal projects chosen with scientific expert reviewers; some of these projects may fail. With Climate Orders, a business pre-orders a specific number of tons through the Dashboard or the API, which suits a company with a climate target or one that offers carbon removal to its own customers. A business can show a Climate badge on Stripe Checkout, invoices and receipts, and publish a Stripe-hosted climate page.",
    "The business sets the amount itself, so there is no fixed price."
   ],
   "maker": "Stripe",
   "links": {
    "docs": "https://docs.stripe.com/climate"
   },
   "page": "https://aiolum.com/tool/stripe-climate/"
  },
  {
   "slug": "sublime-text",
   "name": "Sublime Text",
   "job": "operating",
   "definition": "A desktop text editor for code, markup and prose on Windows, macOS and Linux, sold as a one-time personal license after a free evaluation.",
   "url": "https://www.sublimetext.com/",
   "price": "Personal license US$99, one-time with 3 years of updates; business licenses US$65 per seat per year for the first 10 seats",
   "readOn": "2026-10-28",
   "freeTier": "free evaluation; a license is required for continued use",
   "about": [
    "Sublime Text is a text editor for code, markup and prose, made by Sublime HQ Pty Ltd in Sydney, Australia. It runs on Windows, macOS, with native support for Apple Silicon processors, and Linux, including ARM64 devices such as the Raspberry Pi. The current major version is Sublime Text 4.",
    "It opens plain-text files and highlights code syntax, with support for TypeScript, JSX and TSX built in. Multiple selections let a user select each occurrence of a word and edit all of them at once. Goto Anything, Goto Definition and Goto Symbol jump across the files of a project, and tabs can be shown side by side. Auto-complete suggests words based on the code already in the project. The interface can be drawn by the GPU (graphics processor). A Python 3.8 API lets plugins extend the editor, for example LSP plugins, which use the Language Server Protocol to bring language-aware features from separate language servers.",
    "It may be downloaded and evaluated for free, but continued use needs a license. A personal license is a one-time purchase with three years of updates; business licenses are an annual subscription per seat."
   ],
   "maker": "Sublime HQ Pty Ltd",
   "links": {
    "docs": "https://www.sublimetext.com/docs",
    "pricing": "https://www.sublimetext.com/buy"
   },
   "page": "https://aiolum.com/tool/sublime-text/"
  },
  {
   "slug": "termsfeed",
   "name": "TermsFeed",
   "job": "operating",
   "definition": "An online legal-document generator: it writes and hosts a privacy policy, terms and conditions and similar agreements for a website or app, and manages cookie consent.",
   "url": "https://www.termsfeed.com/",
   "price": "Simple policies free with a credits link; premium clauses are one-time payments, for example US$82 for GDPR, CCPA and similar provisions in a privacy policy",
   "readOn": "2026-10-28",
   "freeTier": "yes, simple policies with a credits link",
   "about": [
    "TermsFeed is an online compliance service, active since 2012, that generates legal agreements and policies for websites, apps and online stores: privacy policies, terms and conditions, cookie policies, EULAs (end-user license agreements, the license terms of an app), disclaimers and return and refund policies. It also sells Privacy Consent, a consent management platform (CMP): a cookie banner that asks each visitor for consent to cookies and embedded content and keeps consent logs, as laws such as the EU's GDPR require.",
    "The owner answers questions about the business and ticks options in a form, and the generator writes the agreement from the answers. The result can stay on a free hosted page with a permanent link, be embedded in a site with an iframe, or be downloaded as HTML, DOCX, plain text or Markdown. A live editor adds custom text, and TermsFeed sends a notice when an update is due.",
    "A simple version of each policy is free but must show a credits link to TermsFeed. Premium clauses are one-time payments per clause; Privacy Consent is a monthly or yearly subscription."
   ],
   "maker": "TermsFeed",
   "links": {
    "docs": "https://www.termsfeed.com/docs/",
    "pricing": "https://www.termsfeed.com/pricing/"
   },
   "page": "https://aiolum.com/tool/termsfeed/"
  },
  {
   "slug": "tidycal",
   "name": "TidyCal",
   "job": "operating",
   "definition": "An online scheduling tool: it gives a booking page where clients choose a free time from the owner's synced calendars and can pay when they book.",
   "url": "https://tidycal.com/",
   "price": "Individual Lifetime plan: US$29 one-time payment (sold on AppSumo); Pro subscription US$12 a month",
   "readOn": "2026-10-28",
   "freeTier": "yes, free plan with unlimited bookings",
   "about": [
    "TidyCal is an online scheduling and booking tool from Sumo Group, Inc.; its lifetime plans are sold through AppSumo. A person or a team gets a public booking page at a TidyCal link, with no domain or hosting needed, and defines booking types, for example a free 30-minute call or a paid 60-minute session.",
    "TidyCal reads the owner's Google, Microsoft or Apple calendars, offers only free times, and writes each booking into one calendar, which prevents double bookings. Paid plans create Zoom, Google Meet or Microsoft Teams links automatically. Clients can pay when they book, through Stripe or PayPal; the owner can also sell recurring sessions, packages of several sessions, and digital products. Reminder emails, and on some plans SMS reminders, reduce no-shows. Teams can use round-robin meetings, which spread bookings across team members, and collective meetings with several hosts.",
    "There is a free plan, lifetime plans paid once, and a Pro subscription. On every plan except Pro, TidyCal takes a 1% platform fee on payments made through Stripe."
   ],
   "maker": "Sumo Group, Inc.",
   "links": {
    "pricing": "https://tidycal.com/pricing"
   },
   "page": "https://aiolum.com/tool/tidycal/"
  },
  {
   "slug": "trello",
   "name": "Trello",
   "job": "operating",
   "definition": "A visual project management tool: teams track tasks as cards in lists on boards, and move each card along as the work progresses.",
   "url": "https://trello.com/",
   "price": "From US$5 per user a month, billed yearly (Standard plan; US$6 billed monthly)",
   "readOn": "2026-10-28",
   "freeTier": "free plan, up to 10 collaborators per Workspace",
   "about": [
    "Trello is a work management tool from Atlassian, which acquired it in early 2017. Work is organized on boards: each board has lists, and each list holds cards, usually one card per task. Teams use it to plan projects, organize workflows and track progress in a visual layout.",
    "A card can have an assignee, a due date, checklists and comments. The Inbox collects to-dos from email, Slack and Microsoft Teams, and the Planner places cards on a calendar. No-code automation is built into every board, and Power-Ups are plugins that connect a board to other apps, such as Slack, Google Drive and Salesforce. Paid plans add views such as Calendar, Timeline, Table, Dashboard and Map, and AI features that write checklists and summaries. Trello runs on the web, on iOS and Android, and as a desktop app, and an MCP server (a Model Context Protocol endpoint) connects it to AI tools.",
    "Trello is a hosted service with a free plan and paid subscriptions billed per user: Standard, Premium and Enterprise."
   ],
   "maker": "Atlassian",
   "links": {
    "docs": "https://developer.atlassian.com/cloud/trello/",
    "pricing": "https://www.trello.com/pricing"
   },
   "page": "https://aiolum.com/tool/trello/"
  },
  {
   "slug": "uppbeat",
   "name": "Uppbeat",
   "job": "operating",
   "definition": "",
   "url": "https://uppbeat.io/",
   "price": "",
   "readOn": "",
   "freeTier": "",
   "page": "https://aiolum.com/tool/uppbeat/"
  },
  {
   "slug": "usercentrics",
   "name": "Usercentrics",
   "job": "operating",
   "definition": "A consent management platform: it shows a cookie consent banner on a website or app and records which data uses each visitor allows.",
   "url": "https://usercentrics.com/",
   "price": "Web CMP Essential plan: €7 a month, billed monthly, for up to 1,500 sessions on one domain",
   "readOn": "2026-10-28",
   "freeTier": "14-day free trial",
   "about": [
    "Usercentrics CMP is a consent management platform (CMP), software that asks website and app visitors for permission before cookies and tracking tools collect their data, and stores each answer. It is made by Usercentrics, which also sells server-side tracking and a privacy policy generator.",
    "The site owner adds the Usercentrics script to the website. The script shows a consent banner whose colors, buttons, layout and text the owner can change, and it passes each visitor's choices to the site's tags, including through Google Consent Mode (Google's way for its tags to adjust to the visitor's consent). The owner picks the privacy laws to follow, such as GDPR or CCPA/CPRA, and geolocation rules show different banners in different countries. Dashboards show opt-in and opt-out rates. Separate versions cover mobile apps and connected TV.",
    "It is a hosted service sold as a monthly subscription. The plans differ by the number of sessions per month, domains and banner languages, and every plan has a 14-day free trial."
   ],
   "maker": "Usercentrics",
   "links": {
    "docs": "https://usercentrics.com/docs/",
    "pricing": "https://usercentrics.com/pricing/"
   },
   "page": "https://aiolum.com/tool/usercentrics/"
  },
  {
   "slug": "vanta",
   "name": "Vanta",
   "job": "operating",
   "definition": "A compliance automation platform: it collects evidence for security audits such as SOC 2 and hosts a public trust center page with a company's security documents.",
   "url": "https://www.vanta.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "no; personalized pricing after a demo",
   "about": [
    "Vanta is a GRC platform (governance, risk and compliance: software that tracks a company's security controls against written standards), made by Vanta. It supports frameworks such as SOC 2 (an audit report on how a service company protects customer data), ISO 27001, HIPAA and GDPR.",
    "Vanta connects to more than 400 tools a company already uses, pulls data from them, and checks the company's security controls continuously. It collects the evidence an auditor asks for, tracks policies and employee onboarding, and answers security questionnaires with AI. Its Trust Center product is a branded public web page that shows a company's security documents, live control status and AI-generated answers to buyers' questions. Gated documents are released after an automatic approval and NDA step, through integrations with Salesforce, HubSpot, DocuSign and Ironclad.",
    "It is a hosted platform sold in plans (Essentials, Plus, Professional, Enterprise). The pricing page lists no prices: each customer receives a personalized quote after a demo."
   ],
   "maker": "Vanta",
   "links": {
    "docs": "https://developer.vanta.com/",
    "pricing": "https://www.vanta.com/pricing"
   },
   "page": "https://aiolum.com/tool/vanta/"
  },
  {
   "slug": "veed",
   "name": "VEED",
   "job": "operating",
   "definition": "An online video editor with AI tools: it edits, subtitles, translates and generates videos in a web browser, for marketing and social media posts.",
   "url": "https://www.veed.io/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "yes, start for free",
   "about": [
    "VEED is an online video editor and AI video creation platform that runs in a web browser. It was founded on 20 March 2018 by Sabba Keynejad and Tim Mamedov.",
    "A user uploads or records video and edits it in the browser: cutting, joining, compressing, adding text, audio and photos, and removing the background. Automatic subtitles come from speech recognition, and the same videos can be translated or dubbed into other languages. AI tools generate videos, voices, avatars and images from a text prompt, and an avatar clone can be made from one photo and a voice recording. Brand settings apply a company's logo, colors and fonts to every video. Finished videos are exported in formats for TikTok, Instagram Reels, YouTube Shorts or LinkedIn. Developer APIs offer lip sync, subtitles and background removal with usage-based pricing.",
    "It is a hosted web service. A free version exists; paid plans are subscriptions charged per seat, that is, per editor in the workspace, with a monthly or yearly allowance of AI credits."
   ],
   "maker": "VEED",
   "links": {
    "pricing": "https://www.veed.io/pricing"
   },
   "page": "https://aiolum.com/tool/veed/"
  },
  {
   "slug": "wework",
   "name": "WeWork",
   "job": "operating",
   "definition": "A flexible office space provider: it rents furnished offices, coworking desks, meeting rooms and business addresses to companies on flexible terms instead of long leases.",
   "url": "https://www.wework.com/",
   "price": "WeWork Business Address (virtual office, U.S. and Canada only): US$129 a month plus taxes and fees; office prices depend on the city",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "WeWork is a provider of flexible workspace: furnished offices and shared desks that a company rents on flexible terms, instead of signing a long lease for its own office. WeWork describes itself as a global real estate provider with 600 locations in over 30 countries and more than 100 cities; its list of cities includes Bengaluru, Chennai, Mumbai and other Indian cities.",
    "The main products are a private office (a furnished, move-in ready office for a team), a coworking membership (shared workspace for individuals, usable across many locations) and workspace for the day (a desk booked for one day or a meeting room booked by the hour). WeWork Business Address is a virtual office: a company gets a business address at a selected WeWork location, may use it for business registration, and WeWork handles its mail and packages. On the WeWork site this offer covers locations in the U.S. and Canada.",
    "WeWork sells memberships with monthly prices that depend on the product and the city. It is a real estate service, not software."
   ],
   "maker": "WeWork",
   "page": "https://aiolum.com/tool/wework/"
  },
  {
   "slug": "yoti",
   "name": "Yoti",
   "job": "operating",
   "definition": "An identity verification service: it checks a person's age or identity from a selfie, an ID document or a digital ID and tells the business only the result.",
   "url": "https://www.yoti.com/",
   "price": "",
   "readOn": "2026-10-28",
   "freeTier": "unknown",
   "about": [
    "Yoti is an identity platform from Yoti Ltd, a company registered in London with offices in Australia, Canada, India and the United States. It sells identity verification, age checks, a reusable Digital ID wallet app, electronic signatures and AI services against fraud to businesses.",
    "For age checks, one integration through a single API offers more than ten methods. In facial age estimation, the user takes a selfie and Yoti's algorithm estimates the age from the face in about one second; the data is then deleted. Other methods include an identity document matched to a selfie, the Digital ID, a credit card check, mobile phone data and national eID schemes. The business receives only the result: an over or under age answer, or the age in years. Liveness detection, a check that a real person and not a photo is in front of the camera, protects against spoofing.",
    "Yoti is a hosted service that businesses connect through its API and web portal. The age verification page shows no price; prices come from the sales team."
   ],
   "maker": "Yoti Ltd",
   "links": {
    "docs": "https://developers.yoti.com/"
   },
   "page": "https://aiolum.com/tool/yoti/"
  },
  {
   "slug": "youform",
   "name": "Youform",
   "job": "operating",
   "definition": "An online form builder: it creates forms, surveys and quizzes, shares or embeds them on websites, and collects unlimited responses on its free plan.",
   "url": "https://youform.com/",
   "price": "Free plan; Pro costs US$29 a month billed monthly, or US$20 a month billed yearly (US$240)",
   "readOn": "2026-10-28",
   "freeTier": "yes: unlimited forms and responses (fair use)",
   "about": [
    "Youform is an online form builder for forms, surveys and quizzes. Davis Baer and Abhishek Chakravarty started it in 2023 as a lower-cost alternative to Typeform. The company says it is bootstrapped (funded by its own customers, without outside investors) and profitable.",
    "A user describes the form and Youform AI drafts the questions, or the user starts from a template or the editor, then shares a link or embeds the form in a website. Forms support conditional logic (questions shown or skipped based on earlier answers), scores and calculations, signatures and file uploads up to 10 MB. Responses can flow to Google Sheets, Slack, Zapier and webhooks, and existing forms can be imported from Typeform or Google Forms. Youform Pages builds hosted landing pages that carry a form.",
    "Youform is a hosted service. The free plan has unlimited forms and responses under fair use; the paid Pro and Business plans add custom domains, branding removal, Stripe payments and more team members, billed monthly or yearly."
   ],
   "maker": "Youform",
   "links": {
    "docs": "https://help.youform.com",
    "pricing": "https://youform.com/pricing/"
   },
   "page": "https://aiolum.com/tool/youform/"
  },
  {
   "slug": "zeroic",
   "name": "Zeroic",
   "job": "operating",
   "definition": "A software development agency: a small team of senior engineers builds, fixes and maintains web apps and AI products for founders, including apps built on Bubble.",
   "url": "https://zeroic.in/",
   "price": "Monthly retainer: from US$4,000 a month for the part-time tier, month to month (fixed-price MVP Sprint from US$12,000)",
   "readOn": "2026-10-28",
   "freeTier": "free first call and free v1 scoping",
   "about": [
    "Zeroic is a software and AI studio: an agency that builds software for other companies under contract, not a software product. Its about page states about 8 senior engineers and no junior staff, and names Prashant Abbi and Khushi Arora as co-founders. Its clients are founders and small and medium businesses (SMBs).",
    "It builds MVPs (a minimum viable product: the first version with only the core features), AI products such as agents and retrieval systems built on large language models, SaaS products and integrations. On Bubble, a no-code platform where apps are built in a visual editor, it builds new apps, finds the workflows that use the most workload units (Bubble's measure of server work) and checks privacy rules. It also rebuilds apps made with Lovable, Bolt, Cursor, Replit or v0 that cannot yet handle real users.",
    "Work is sold as fixed-price projects (audits, an MVP Sprint of 5 to 6 weeks, a Code Rescue) or as a monthly retainer, in which a senior engineer joins the client's team month to month."
   ],
   "maker": "Zeroic (co-founded by Prashant Abbi and Khushi Arora)",
   "page": "https://aiolum.com/tool/zeroic/"
  }
 ],
 "uses": [
  {
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   "role": "Writes the app logic and the interface design of the generated apps; chosen over OpenAI models for cost per performance.",
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   "rtName": "",
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  {
   "s": "base44",
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   "role": "Small, cheap model that the router sends patches and small fixes to.",
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   "rtName": "",
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  },
  {
   "s": "base44",
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   "role": "Language of the generated code; chosen over TypeScript because the models wrote it with fewer errors.",
   "detail": "with JSX, instead of TypeScript",
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   "rt": "",
   "rtName": "",
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   "s": "base44",
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   "role": "The database; a document database fits a data model that changed often.",
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  {
   "s": "base44",
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   "rtName": "",
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  {
   "s": "base44",
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   "role": "Launched twice; the second launch won Product of the Day, Week and Month.",
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   "s": "base44",
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   "detail": "",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "base44",
   "t": "x",
   "role": "Second channel for the founder's public posts about users, costs and profit.",
   "detail": "formerly Twitter",
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   "rt": "",
   "rtName": "",
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  {
   "s": "chatbase",
   "t": "stripe",
   "role": "Takes the subscription, usage-credit and add-on payments, retries failed cards, and blocks card-testing fraud with custom Radar rules.",
   "detail": "Payments, Checkout, Link, Billing, Radar, Revenue Recognition, Sigma",
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   "rtName": "",
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  {
   "s": "chatbase",
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   "role": "The whole backend: hosted Postgres database, user login, file storage and realtime, on one platform since the first version.",
   "detail": "Database, Auth, Storage, Realtime",
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   "rt": "",
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  },
  {
   "s": "chatbase",
   "t": "pgvector",
   "role": "Stores and searches the document embeddings inside the Postgres database, next to the rest of the data.",
   "detail": "Postgres extension, run on Supabase",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "pinecone",
   "role": "Vector database that stored the document embeddings at launch, before they moved into Postgres.",
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   "since": "",
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   "rt": "pgvector",
   "rtName": "pgvector",
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  {
   "s": "chatbase",
   "t": "openai-api",
   "role": "The model behind the first product, chat with your own documents; still one of the model families that agents can run on.",
   "detail": "GPT-3 at the start",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "chatbase",
   "t": "anthropic-api",
   "role": "One of the model families that a customer can choose for an agent.",
   "detail": "Claude models",
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   "until": "",
   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "google-gemini-api",
   "role": "One of the model families that a customer can choose for an agent.",
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   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "deepseek",
   "role": "One of the model families that a customer can choose for an agent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "mistral-ai",
   "role": "One of the model families that a customer can choose for an agent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "moonshot-ai",
   "role": "One of the model families that a customer can choose for an agent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "glm",
   "role": "One of the model families that a customer can choose for an agent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "langchain",
   "role": "Library that connected the app to the model and the vector database in the first version.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "react",
   "role": "User-interface library of the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "next-js",
   "role": "Web framework of the app and the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "chatbase",
   "t": "drizzle-orm",
   "role": "Database access layer of the app; it can route read queries to a replica.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "vercel",
   "role": "Hosts the public website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "chatbase",
   "t": "x",
   "role": "The launch channel: a demo posted to 16 followers spread widely and brought the first paying customers.",
   "detail": "called Twitter at the time",
   "since": "February 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 3,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "product-hunt",
   "role": "Launch site used after the first viral posts to keep new customers coming.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "reddit",
   "role": "Posts in relevant subreddits; a personal story worked better than a tool announcement.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "indie-hackers",
   "role": "Founder community where he stayed active to reach other builders.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "linkedin",
   "role": "One of the free channels for building in public before there was a marketing budget.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "youtube",
   "role": "One of the places where the company repeats one message, for search engines and AI answer engines.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "whatsapp",
   "role": "Used in warm outbound sales: groups with visitors and signups who already know the brand.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "dub",
   "role": "Runs the affiliate program that the site footer links to.",
   "detail": "Dub Partners",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "metabase",
   "role": "Business reporting on top of the production database.",
   "detail": "",
   "since": "2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "grafana",
   "role": "Dashboards of database load that the team reviews with Supabase engineers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "pghero",
   "role": "Postgres performance dashboard used to find the slowest queries.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "slack",
   "role": "Shared channel with the Supabase team for support and database tuning.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatbase",
   "t": "ashby",
   "role": "Hosts the job listings that the site's Careers link opens.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "cal-ai",
   "t": "openai-api",
   "role": "One of two rented model providers that estimate calories from the food photo; the company did not train a model.",
   "detail": "image-reading model, not named",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "cal-ai",
   "t": "anthropic-api",
   "role": "Second rented model provider for the photo estimate; the founder says different models are better with different foods.",
   "detail": "image-reading model, not named",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "cal-ai",
   "t": "cursor",
   "role": "AI code editor that some of the developers use.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "cal-ai",
   "t": "flutter",
   "role": "Mobile framework named in the job title of the head of mobile engineering.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "cal-ai",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and collects the subscriptions; Apple keeps a cut of each payment.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "cal-ai",
   "t": "google-play",
   "role": "Distributes the Android app and collects the subscriptions; Google keeps a cut of each payment.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "cal-ai",
   "t": "superwall",
   "role": "Builds the subscription screen (paywall) and runs hundreds of tests on it without new code for each test.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "cal-ai",
   "t": "tiktok",
   "role": "Main channel with Instagram: about 250 influencers on fixed monthly fees put the app into their videos.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "influencer fees on TikTok and Instagram together: mid six figures (US$) in one month",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "cal-ai",
   "t": "instagram",
   "role": "Main channel with TikTok: paid influencers post joint videos with the app's account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "influencer fees on TikTok and Instagram together: mid six figures (US$) in one month",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "cal-ai",
   "t": "meta-ads",
   "role": "Paid ads on Facebook; in May 2025 the founder was hiring a buyer for them.",
   "detail": "Facebook ads",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "cal-ai",
   "t": "mixpanel",
   "role": "Measures the tests of the onboarding screens.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "cal-ai",
   "t": "x",
   "role": "Where the founders met their two partners and recruited most of the team; the founder's viral posts there also brought press coverage.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "magnific",
   "t": "openai-api",
   "role": "Wrote about half of the product's source code, according to the founder's email to users in May 2024.",
   "detail": "GPT-4, used to write code",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "magnific",
   "t": "cursor",
   "role": "AI code editor; a later account of the founder's posts says half of the code was written with it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "magnific",
   "t": "anthropic-api",
   "role": "Named with Cursor in a later account as the model that wrote half of the code.",
   "detail": "Claude, used to write code",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "magnific",
   "t": "firebase",
   "role": "User login on the archived product page.",
   "detail": "FirebaseUI Auth",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "magnific",
   "t": "cloudflare",
   "role": "Bot check (Turnstile) at login and a visit-counting beacon on the archived product page.",
   "detail": "Turnstile and Web Analytics",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "magnific",
   "t": "stripe",
   "role": "Processes the card payments and hosts the billing portal for invoices, plan changes and cancellation.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "magnific",
   "t": "x",
   "role": "The founder posted AI tutorials for a year before launch; that audience and creators' before-and-after posts were the only marketing.",
   "detail": "called Twitter in the source",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "magnific",
   "t": "substack",
   "role": "The founder's newsletter with the same tutorials and experiments, a second audience channel before launch.",
   "detail": "newsletter Latent Space",
   "since": "February 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "magnific",
   "t": "product-hunt",
   "role": "Relaunch a week after opening, with one day of 50 free tokens for everyone.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "magnific",
   "t": "sentry",
   "role": "Error tracking script on the archived product page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "replicate",
   "role": "Rented GPUs, billed per job, that train each customer's face model and generate the photos.",
   "detail": "Stable Diffusion with DreamBooth fine-tuning at first",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "fal",
   "role": "Second inference company for the photo apps, next to Replicate; the founder later invested in both.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "stable-diffusion",
   "role": "The first base model: fine-tuned on a customer's photos so that it learns the face.",
   "detail": "open image model, fine-tuned with DreamBooth",
   "since": "",
   "until": "",
   "rt": "flux",
   "rtName": "Flux (Black Forest Labs)",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "flux",
   "role": "Image model that replaced Stable Diffusion as the base for the fine-tuned face models.",
   "detail": "base of the company's Hyper Realism pipeline",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "nano-banana-pro",
   "role": "Optional image model that a customer can switch to in place of the default pipeline.",
   "detail": "Google image model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "seedance",
   "role": "Video model that makes clips with the customer's trained character.",
   "detail": "version 2.5, ByteDance video model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "kling",
   "role": "One of the video models that the product selects from for image-to-video.",
   "detail": "video model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "hailuo-ai",
   "role": "One of the video models that the product selects from for image-to-video.",
   "detail": "MiniMax video model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "pixverse",
   "role": "One of the video models that the product selects from for image-to-video.",
   "detail": "video model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "veo",
   "role": "One of the video models that the product selects from for image-to-video.",
   "detail": "Google video model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "elevenlabs",
   "role": "Voices for the voice option of generated videos; the page code loads the list of voices.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "xai-api",
   "role": "Language-model calls inside the product, such as describing and moderating uploaded images.",
   "detail": "",
   "since": "January 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "php",
   "role": "Language of the whole product: one index.php file with inline HTML, CSS and JavaScript.",
   "detail": "one file, no framework",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "jquery",
   "role": "The only front-end library; it handles the page logic and the requests to the server.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "python",
   "role": "Language of the model code; the founder hired one AI developer for ten months because he does not write Python.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "vs-code",
   "role": "The founder's code editor in 2024; before it he used Sublime Text.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "cursor",
   "role": "AI code editor that the founder used and then invested in.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "claude-code",
   "role": "Coding agent that the founder runs on his server; he says it now does almost all of his coding.",
   "detail": "",
   "since": "2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "github",
   "role": "Stores the code; each push triggers a webhook that deploys to the production server within seconds.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "google-sign-in",
   "role": "Login with a Google account, added about a year after launch in place of a plain login link.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "typeform",
   "role": "Upload form for buyers' photos in the first avatar version, before the founder wrote a real site.",
   "detail": "only in the first avatar version, 2022",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "sqlite",
   "role": "The database of the product, as for all of the founder's sites.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "nginx",
   "role": "Web server on the founder's cloud server.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "cloudflare",
   "role": "Bot check at login, storage of the generated photos, and resized image delivery, as seen in the page code.",
   "detail": "Turnstile, R2 storage, image resizing",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "photo-ai",
   "t": "stripe",
   "role": "Takes the subscription payments at sign-up and hosts the billing portal for invoices, plan changes and cancellation.",
   "detail": "Checkout, pricing table, billing portal",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "photo-ai",
   "t": "apple-app-store",
   "role": "Billed the subscriptions of a former iOS app; the app was withdrawn and those subscriptions ended.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "x",
   "role": "The founder's own posts to several hundred thousand followers were the launch channel and the main traffic source.",
   "detail": "called Twitter in the source",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "tiktok",
   "role": "One video by an AI influencer added about US$20,000 of monthly revenue; the founder then paid for a second one.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$4,000 to the influencer for a second video",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "wip",
   "role": "Maker community where the founder logs each shipped feature in public.",
   "detail": "wip.co",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "featurebase",
   "role": "Holds the help articles shown in the site's FAQ and the feedback box.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "photo-ai",
   "t": "telegram",
   "role": "The founder's notepad: he writes ideas to himself in saved messages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "openai-api",
   "role": "The first model interface the app was built on; customers connect their own API key and pay OpenAI for usage.",
   "detail": "ChatGPT API at the March 2023 launch",
   "since": "March 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "anthropic-api",
   "role": "Second model provider that customers can connect with their own API key, so the app does not depend on one provider.",
   "detail": "Claude",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "google-gemini-api",
   "role": "Third model provider that customers can connect with their own API key.",
   "detail": "Gemini",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "next-js",
   "role": "Web framework of the app; the first version was built with it in a weekend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "typingmind",
   "t": "tailwind-css",
   "role": "CSS framework used for the interface styling.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "node-js",
   "role": "JavaScript runtime of the server-side code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "express",
   "role": "Node.js web server framework in the stack that Starter Story lists for the first version.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "claude-code",
   "role": "AI coding agent the founder runs on a Mac Mini; it made the landing page for the June 2026 Product Hunt launch.",
   "detail": "",
   "since": "2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "vercel",
   "role": "Hosts the web app; the home page source carries a Vercel production environment tag.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "typingmind",
   "t": "lemon-squeezy",
   "role": "Merchant of record for license sales: checkout, license keys and sales tax. New subscriptions moved to Stripe in 2024.",
   "detail": "",
   "since": "",
   "until": "2024",
   "rt": "stripe",
   "rtName": "Stripe",
   "cost": "",
   "grade": "A",
   "src": 0,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "stripe",
   "role": "Takes the subscription payments since 2024; chosen because Lemon Squeezy's subscription analytics were too basic.",
   "detail": "",
   "since": "2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "x",
   "role": "Launch and main sales channel: the founder posted the app and every update to his followers.",
   "detail": "formerly Twitter",
   "since": "March 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "product-hunt",
   "role": "Launch site: first place of the day in 2023, and a second launch on 10 June 2026.",
   "detail": "",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "linkedin-ads",
   "role": "One paid advertising test in 2024 that brought no revenue.",
   "detail": "",
   "since": "2024",
   "until": "2024",
   "rt": "",
   "rtName": "",
   "cost": "about US$2,000 for the test",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "youtube",
   "role": "Company channel with guides and tutorials, started in 2024 to bring new customers.",
   "detail": "",
   "since": "2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "sentry",
   "role": "Error tracking in the web app; its trace tags are in the home page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "typingmind",
   "t": "sprinto",
   "role": "Compliance platform behind the public trust center that shows the SOC 2 and GDPR status.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "stable-diffusion",
   "role": "Base image generation model of the headshot pipeline; the company adds dozens of other open-source and custom models on top.",
   "detail": "open-source image model, fine-tuned per customer",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "dreambooth",
   "role": "Fine-tuning method that teaches the image model one customer's face from the uploaded photos.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "llava",
   "role": "Open vision-language model that filters bad customer uploads and removes unsafe generated headshots.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "codeformer",
   "role": "Face-restoration model that removes AI artefacts from the generated faces.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "python",
   "role": "Language of the founder's pose model, the work that led him to AI headshots.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "nuxt",
   "role": "Web framework of the site, as detected by the site analysis service Tracetify.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "headshotpro",
   "t": "claude",
   "role": "AI assistant the founder thanked for coding a Black Friday sales banner in November 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "google-cloud",
   "role": "Stores public images of the site; the home page loads them from a Cloud Storage bucket named headshotpro-public-content.",
   "detail": "Cloud Storage",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "better-stack",
   "role": "Hosts the public status page that the site footer links to as status.headshotpro.com.",
   "detail": "Better Uptime status page",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "stripe",
   "role": "Takes the payments for team credit orders, next to bank transfer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "paypal",
   "role": "Processed six-figure monthly payments for the founder until PayPal banned the account and held US$80,000.",
   "detail": "",
   "since": "",
   "until": "February 2024",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "x",
   "role": "Launch channel: the founder announced the product to his followers on 16 March 2023 and posted in public afterwards.",
   "detail": "formerly Twitter",
   "since": "March 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "google-search",
   "role": "Main customer source: more than 200 generated city pages and blog posts rank for professional headshot searches.",
   "detail": "programmatic SEO",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "ahrefs",
   "role": "Keyword research: the founder checked search volume and keyword difficulty for headshots before building the product.",
   "detail": "keyword research",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "product-hunt",
   "role": "Launch site; an Indie Hackers analysis credits the launch for early backlinks to the new domain.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "rewardful",
   "role": "Runs the affiliate programme that pays partners 20% of each sale.",
   "detail": "",
   "since": "March 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "tiktok",
   "role": "Affiliates were offered a US$1,000 bonus for the first three videos to reach 100,000 views.",
   "detail": "",
   "since": "March 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "google-ads",
   "role": "Search advertising: Tracetify counts 20 active text ads, the first one on 25 April 2023.",
   "detail": "",
   "since": "April 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "trustpilot",
   "role": "Review platform; the site shows its Trustpilot rating and customer reviews as proof for buyers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "google-analytics",
   "role": "Website analytics, as detected by the site analysis service Tracetify.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "headshotpro",
   "t": "asana",
   "role": "Single record of all work for the remote team of four, which works without calls.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "stable-diffusion",
   "role": "Open-source image model that redesigns the uploaded room photo; the product was built weeks after its release.",
   "detail": "first version with image-to-image, later fine-tuned on a gallery of interiors",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "flux",
   "role": "Image model that the current plans list for the interior renders.",
   "detail": "named in the 2026 price table",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "replicate",
   "role": "Rented GPU inference for the founder's image apps, after an earlier platform raised its prices.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "fal",
   "role": "Second inference provider for the founder's image apps; he later invested in it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "xai-api",
   "role": "Language model that detects the room type in the uploaded photo.",
   "detail": "Grok 4.1 Fast",
   "since": "January 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 17,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "world-labs-api",
   "role": "Generates a 3D scene from the designed interior, so the customer can walk through the room.",
   "detail": "Gaussian splats",
   "since": "2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "php",
   "role": "Language of the site's server code; the 2026 dispute system for Interior AI is written in it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 19,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "jquery",
   "role": "JavaScript library of the site's front end; the home page loads it and jQuery UI.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "claude-code",
   "role": "AI coding agent the founder runs on the production server; in one week of February 2026 it built several Interior AI features.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "sqlite",
   "role": "Database of the site; the dispute system keeps each payment dispute in a SQLite file.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 19,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "nginx",
   "role": "Web server in front of the PHP application.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 19,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "hetzner",
   "role": "Server hosting, one of the few services the founder's business still pays for in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "cloudflare",
   "role": "Protects the forms with the Turnstile check and stores generated images in R2; the founder lists it among his small costs.",
   "detail": "Turnstile, R2 storage",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "interior-ai",
   "t": "backblaze",
   "role": "Backups, one of the few services the founder's business still pays for in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "stripe",
   "role": "Takes the subscription payments; since April 2026 its webhook also starts the automatic answer to payment disputes.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "interior-ai",
   "t": "x",
   "role": "Launch channel: the founder posted a thread on how he built the site to his followers on 4 October 2022.",
   "detail": "formerly Twitter",
   "since": "October 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "interior-ai",
   "t": "telegram",
   "role": "Sends the founder a notification for each new payment dispute and for its result.",
   "detail": "",
   "since": "April 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 19,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "openai-api",
   "role": "The model that turns the typed instruction into a spreadsheet formula; the founder never trained a model.",
   "detail": "GPT-3 in 2022",
   "since": "2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$5,000 in the first two weeks, before any revenue",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "bubble",
   "role": "No-code builder in which the whole web application is made, front end and back end, without code by the founder.",
   "detail": "",
   "since": "July 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$25 a month at launch",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "make",
   "role": "Automation platform used as middleware between Bubble and other services; the contract developers manage it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "aws",
   "role": "Cloud services behind the middleware that the contract developers manage.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "render",
   "role": "Hosting service behind the middleware that the contract developers manage.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "formula-bot",
   "t": "stripe",
   "role": "Takes the subscription payments; it also took the tips before the paywall existed.",
   "detail": "",
   "since": "2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "reddit",
   "role": "Launch channel: the founder's post in the Excel subreddit went viral and brought about 100,000 visitors in a day.",
   "detail": "r/excel, then r/InternetIsBeautiful",
   "since": "August 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "tiktok",
   "role": "Creators' videos drove most early traffic; the founder finds creators in the Creator Marketplace and pays some of them.",
   "detail": "Creator Marketplace, paid and free creator posts",
   "since": "2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$200 to US$3,000 for a paid creator post",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "instagram",
   "role": "Second video platform on which the creators posted about the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "x",
   "role": "The founder replied first under posts by Excel influencers and Microsoft Excel accounts, with a link to the site.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "product-hunt",
   "role": "Launch site in September 2022, with a discount; the launch week brought several thousand dollars.",
   "detail": "",
   "since": "September 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "google-search",
   "role": "Search traffic: content pages for single formulas and free tools that rank and send visitors to the paid product.",
   "detail": "SEO with formula pages and about 15 free tools",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "google-ads",
   "role": "Search advertising, run only at times because the payback period can reach 8 months.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "brevo",
   "role": "Sends the broadcast and transactional emails, including the automated emails that depend on what a user asked.",
   "detail": "named Sendinblue when the founder chose it in 2022",
   "since": "2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "google-search-console",
   "role": "Shows which searches lead to the site; the founder added the new search terms to titles and descriptions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "upwork",
   "role": "Marketplace where the founder hired contractors for Bubble development while he still had a full-time job.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "zeroic",
   "role": "Bubble agency whose two developers work about 20 hours a week each on the product.",
   "detail": "Bubble agency",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "formula-bot",
   "t": "acquire-com",
   "role": "Marketplace where the founder listed the business for sale in 2023, with an asking price of US$800,000.",
   "detail": "",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "pdf-ai",
   "t": "openai-api",
   "role": "The language model that answers the questions from the text of the uploaded PDF.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "pdf-ai",
   "t": "langchain",
   "role": "Library that connects the document text to the OpenAI model in the original weekend build, before the purchase.",
   "detail": "",
   "since": "May 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "pdf-ai",
   "t": "next-js",
   "role": "Web framework in which the original builder wrote the app in a weekend.",
   "detail": "",
   "since": "May 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "pdf-ai",
   "t": "vercel",
   "role": "Hosts the web application, from the original weekend build onwards.",
   "detail": "",
   "since": "May 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "pdf-ai",
   "t": "stripe",
   "role": "Takes the payments; the founder added it after the purchase for the US$99 lifetime deal, then for subscriptions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "pdf-ai",
   "t": "google-search",
   "role": "Main traffic source: the site ranks first when people search for the words PDF AI.",
   "detail": "exact-match domain pdf.ai",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "pdf-ai",
   "t": "x",
   "role": "Channel for the acquisition announcement, the relaunch and the founder's public revenue posts.",
   "detail": "formerly Twitter",
   "since": "May 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "pdf-ai",
   "t": "product-hunt",
   "role": "Launch site for the relaunch under the new name; ranked fourth of the day.",
   "detail": "",
   "since": "May 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "pdf-ai",
   "t": "instagram",
   "role": "Main video channel: a full-time creator posts daily videos, and the founder says it performs ten times better than TikTok.",
   "detail": "daily short videos",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "pdf-ai",
   "t": "tiktok",
   "role": "Receives the same daily videos as Instagram, with about a tenth of the result.",
   "detail": "daily short videos",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "pdf-ai",
   "t": "youtube",
   "role": "Third channel for the same daily videos.",
   "detail": "daily short videos",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "pdf-ai",
   "t": "acquire-com",
   "role": "Marketplace through which the founder bought the product, then called Looseleaf.ai, for US$20,000.",
   "detail": "",
   "since": "May 2023",
   "until": "May 2023",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "pdf-ai",
   "t": "deel",
   "role": "Pays the remote employees and contractors in other countries.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "pdf-ai",
   "t": "mercury",
   "role": "Business bank account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "openai-api",
   "role": "Generates the text that the editor suggests; the product resells this model output.",
   "detail": "GPT-3",
   "since": "2020",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$20,000 to US$30,000 a month (September 2023)",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "gpt-2",
   "role": "Ran the first version, an internal writing tool for the agency's human writers.",
   "detail": "fine-tuned",
   "since": "2019",
   "until": "2020",
   "rt": "openai-api",
   "rtName": "OpenAI API",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "copyleaks",
   "role": "Checked generated text for plagiarism so users could verify it; the checker was later removed.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "typescript",
   "role": "Main programming language of the web application, named in the Tech Lead job post.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "react",
   "role": "Front-end library of the web application, named in the Tech Lead job post.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "rust",
   "role": "Second programming language of the stack, named in the Tech Lead job post.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "framer",
   "role": "Builds and hosts the marketing website and pricing page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "jenni-ai",
   "t": "stripe",
   "role": "Takes the subscription payments; Stripe sent the founder a gift at US$1 million ARR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "tiktok",
   "role": "Main customer channel after July 2022: short videos by paid small creators and company-run accounts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "instagram",
   "role": "Second short-video channel, used with the same creator accounts and to find influencers to sponsor.",
   "detail": "Reels",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "x",
   "role": "Paid small influencers to post about the tool; one viral post in July 2022 brought the first large audience.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "facebook",
   "role": "Founder joined groups of the target users to recruit beta users, from US$5,000 to US$30,000 ARR.",
   "detail": "Groups",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "reddit",
   "role": "Tested paid ads on student pages as one early marketing experiment.",
   "detail": "ads",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "discord",
   "role": "Community server for users, linked from the website footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "jenni-ai",
   "t": "posthog",
   "role": "Product analytics script on the website, sent through the company's own proxy domain.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "jenni-ai",
   "t": "google-tag-manager",
   "role": "Loads the marketing and tracking tags on the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "tweet-hunter",
   "t": "openai-api",
   "role": "First language model, used to analyse and sort viral tweets and for early tweet generation.",
   "detail": "GPT-3",
   "since": "",
   "until": "",
   "rt": "ai21-studio",
   "rtName": "AI21 Studio",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "ai21-studio",
   "role": "Generates tweets and threads with a model fine-tuned on the company's tweet database, keeping a style per user.",
   "detail": "custom fine-tuned model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 10,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "x-api",
   "role": "Supplies the tweet library and carries scheduling, automatic direct messages and retweets; the product cannot run without it.",
   "detail": "Twitter API",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$42,000 a month after the price change, US$0 before",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "next-js",
   "role": "Web framework of the first version, chosen to build fast.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "react",
   "role": "Front-end library of the whole application.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "chakra-ui",
   "role": "Component library for the user interface.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "nextauth-js",
   "role": "Sign-in library of the first version.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "node-js",
   "role": "Listed with React as the stack in the founder's Starter Story tool list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "bubble",
   "role": "No-code builder used for quick prototypes before the move to React and Next.js.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "next-js",
   "rtName": "Next.js",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "carrd",
   "role": "Landing page with a request-access form, used to test an idea before building it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "figma",
   "role": "Design tool, listed in the founder's Starter Story tool list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "vercel",
   "role": "Hosts the web application.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "firebase",
   "role": "Database of the first version; the founder later considered moving to MongoDB because of usage pricing.",
   "detail": "Cloud Firestore",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "aws",
   "role": "Cloud platform, listed in the founder's Starter Story tool list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "stripe",
   "role": "Takes the subscription payments, according to the founder's Starter Story tool list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "x",
   "role": "Main sales channel: the founders' own accounts, the launch, and partner JK Molina's audience.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "reddit",
   "role": "Second launch channel: posts in several subreddits.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "product-hunt",
   "role": "Launch site for the free side tools that sent visitors to the main product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "indie-hackers",
   "role": "Founder ran an ask-me-anything post about the product in October 2021.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "linkedin",
   "role": "Listed as a social channel in the founder's tool list; the sister product Taplio is built for it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "google-ads",
   "role": "Paid search advertising, listed in the founder's Starter Story tool list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "ahrefs",
   "role": "Search-engine optimisation research, listed in the founder's Starter Story tool list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "brevo",
   "role": "Email tool, listed in the founder's Starter Story tool list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "amplitude",
   "role": "Product analytics, listed in the founder's Starter Story tool list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "upwork",
   "role": "Marketplace for hiring contractors, listed in the founder's Starter Story tool list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "google-workspace",
   "role": "Company email and documents, listed in the founder's Starter Story tool list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "tweet-hunter",
   "t": "slack",
   "role": "Team chat, listed in the founder's Starter Story tool list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "openai-api",
   "role": "Whisper turns the recording into a transcript and a GPT model rewrites it into a clean note; the founder's largest cost.",
   "detail": "Whisper (speech to text) and GPT-4 (rewriting)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "bubble",
   "role": "No-code builder in which the founder, who is not a developer, built the web app in about 12 hours.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$30 a month",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "figma",
   "role": "Design tool used for the first screens before the build.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "progressier",
   "role": "Turns the web app into a progressive web app that installs on a phone.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "draftbit",
   "role": "No-code builder for the later iPhone and Android apps, as readers of the 2026 Indie Hackers article summarise it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "next-js",
   "role": "Framework of the marketing website and pricing page, visible in the page source in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "audiopen",
   "t": "xano",
   "role": "No-code backend added after the first version, as readers of the 2026 Indie Hackers article summarise it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "zapier",
   "role": "Connects the app's services to each other behind the scenes.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "lemon-squeezy",
   "role": "Processes the web payments for the lifetime deal and the passes.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and sells Prime inside it at its own prices.",
   "detail": "in-app purchase",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "google-play",
   "role": "Distributes the Android app and sells Prime inside it at its own prices.",
   "detail": "in-app billing",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "x",
   "role": "Main channel: the founder built in public for his 10,000 followers, who became the first paying users.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "product-hunt",
   "role": "Launch site on 4 May 2023, after 500 paying customers; the product ranked first of the day.",
   "detail": "",
   "since": "May 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 9,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "tiktok",
   "role": "Paid influencer test that brought no noticeable traffic; the founder did not repeat it.",
   "detail": "paid influencers",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$7,000 in total",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "chrome-web-store",
   "role": "Distributes the Chrome extension.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "microsoft-store",
   "role": "Distributes the Windows app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "loops",
   "role": "Sends the regular product update emails that keep existing users engaged.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "audiopen",
   "t": "plausible",
   "role": "Website traffic analytics; the script is loaded on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "audiopen",
   "t": "google-workspace",
   "role": "Company email and documents, listed in the founder's Starter Story tool list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "remove-bg",
   "t": "python",
   "role": "One of the two languages the founder named at the release, next to deep learning for the in-house segmentation model.",
   "detail": "",
   "since": "December 2018",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "remove-bg",
   "t": "ruby",
   "role": "Second language the founder named at the release; the website is a Ruby on Rails application.",
   "detail": "",
   "since": "December 2018",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "remove-bg",
   "t": "ruby-on-rails",
   "role": "Web framework of the site, recognisable in the page source by its form token and Turbolinks tags, in 2018 and today.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "remove-bg",
   "t": "colorlib",
   "role": "Free website template used for the first site in December 2018.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "remove-bg",
   "t": "google-recaptcha",
   "role": "Protected the free upload form against automated abuse at the release.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "remove-bg",
   "t": "product-hunt",
   "role": "Launch site for the first release in 2018 and for each later product; with Twitter the main customer channel.",
   "detail": "",
   "since": "2018",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 20,
   "how": "source"
  },
  {
   "s": "remove-bg",
   "t": "x",
   "role": "The founder announced the tool there on 17 December 2018; with Product Hunt the main customer channel.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "remove-bg",
   "t": "mailchimp",
   "role": "Mailing list for update notifications in 2018, on the account of the founders' agency byteq.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "remove-bg",
   "t": "google-workspace",
   "role": "Sign-up form for the API beta in December 2018.",
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   "src": 12,
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  },
  {
   "s": "remove-bg",
   "t": "google-analytics",
   "role": "Website traffic analytics, loaded on the site in 2018 and still in 2026.",
   "detail": "",
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  },
  {
   "s": "podsqueeze",
   "t": "openai-api",
   "role": "Writes the show notes and other texts from the episode transcript; the product was built when this API appeared.",
   "detail": "ChatGPT API",
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  },
  {
   "s": "podsqueeze",
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   "role": "Main programming language of the backend.",
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  },
  {
   "s": "podsqueeze",
   "t": "react",
   "role": "Front-end library of the web application.",
   "detail": "",
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  },
  {
   "s": "podsqueeze",
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   "role": "Programming language of the front end.",
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  },
  {
   "s": "podsqueeze",
   "t": "gatsby",
   "role": "Static site generator of the marketing website, named in the page source.",
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  },
  {
   "s": "podsqueeze",
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   "role": "Styling framework of the marketing website, named in the page's style sheet.",
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  },
  {
   "s": "podsqueeze",
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  },
  {
   "s": "podsqueeze",
   "t": "stripe",
   "role": "Takes the self-serve subscription payments; media companies are invoiced outside it.",
   "detail": "",
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  },
  {
   "s": "podsqueeze",
   "t": "reddit",
   "role": "First launch channel: a post in the r/podcasting subreddit brought the first ten customers.",
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  },
  {
   "s": "podsqueeze",
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   "role": "Launch site on 29 March 2023: second product of the day, about 5,000 visitors and the first 100 paying users.",
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   "seen": "2026-10-13"
  },
  {
   "s": "podsqueeze",
   "t": "x",
   "role": "Launch announcement to the founder's about 4,000 followers.",
   "detail": "formerly Twitter",
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  },
  {
   "s": "podsqueeze",
   "t": "there-s-an-ai-for-that",
   "role": "AI tool directory where the founders listed the product to get new users.",
   "detail": "",
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   "src": 7,
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  },
  {
   "s": "podsqueeze",
   "t": "topai-tools",
   "role": "AI tool directory where the founders listed the product to get new users.",
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   "grade": "B",
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  },
  {
   "s": "podsqueeze",
   "t": "future-tools",
   "role": "AI tool directory where the founders listed the product to get new users.",
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  },
  {
   "s": "podsqueeze",
   "t": "whatsapp",
   "role": "A hired salesperson in Latin America messaged staff of media companies directly to book demos, with few sales.",
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   "rt": "",
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  },
  {
   "s": "podsqueeze",
   "t": "calendly",
   "role": "Books the demo calls for the Enterprise plan from the pricing page.",
   "detail": "",
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   "rt": "",
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   "src": 13,
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  },
  {
   "s": "podsqueeze",
   "t": "gumroad",
   "role": "Hosts the free eBooks that the website offers to podcasters.",
   "detail": "",
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   "rt": "",
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  },
  {
   "s": "podsqueeze",
   "t": "slack",
   "role": "Community workspace for users, linked from the website footer.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 14,
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  },
  {
   "s": "sitegpt",
   "t": "openai-api",
   "role": "The language model that composes the chatbot answers from the customer's website text.",
   "detail": "GPT-4.1 and GPT-4.1 mini on the 2026 pricing page",
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   "src": 10,
   "how": "source"
  },
  {
   "s": "sitegpt",
   "t": "pinecone",
   "role": "Vector database that stores the crawled website text for retrieval when a visitor asks a question.",
   "detail": "",
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  },
  {
   "s": "sitegpt",
   "t": "remix",
   "role": "Web framework in which the first version was built in two to three weeks.",
   "detail": "",
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   "rt": "",
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  },
  {
   "s": "sitegpt",
   "t": "cloudflare",
   "role": "Hosts the application on Cloudflare Workers; it also reported the denial-of-service attack in launch week.",
   "detail": "Workers",
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   "rt": "",
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   "grade": "C",
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   "how": "source",
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  },
  {
   "s": "sitegpt",
   "t": "fauna",
   "role": "The application database at launch, shared with the founder's earlier product Feather.",
   "detail": "",
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   "rt": "",
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  },
  {
   "s": "sitegpt",
   "t": "paddle",
   "role": "Payment processor and merchant of record: takes the subscriptions worldwide and handles the sales taxes.",
   "detail": "",
   "since": "March 2023",
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   "rt": "",
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   "src": 10,
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  },
  {
   "s": "sitegpt",
   "t": "chartmogul",
   "role": "Subscription analytics; the founder reads it to see how the business is doing.",
   "detail": "",
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   "rt": "",
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  },
  {
   "s": "sitegpt",
   "t": "x",
   "role": "Launch channel: one post to about 10,000 followers on 30 March 2023, then monthly public revenue updates.",
   "detail": "formerly Twitter",
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   "rt": "",
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  },
  {
   "s": "sitegpt",
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   "role": "A Show HN post two days after launch reached the front page and brought visitors.",
   "detail": "Show HN",
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   "rt": "",
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  },
  {
   "s": "sitegpt",
   "t": "product-hunt",
   "role": "Unplanned launch on 5 April 2023 that brought traffic in launch week.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "sitegpt",
   "t": "ahrefs",
   "role": "Keyword research: finds low-difficulty search terms, and the founder builds one free web tool for each.",
   "detail": "Keywords Explorer",
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   "rt": "",
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   "grade": "C",
   "src": 12,
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  },
  {
   "s": "sitegpt",
   "t": "cursor",
   "role": "AI coding assistant that generates each new free web tool from the existing ones in about five minutes.",
   "detail": "",
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   "rt": "",
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  },
  {
   "s": "sitegpt",
   "t": "notion",
   "role": "Holds the list of target keywords with search volume and difficulty scores.",
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   "rt": "",
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  },
  {
   "s": "sitegpt",
   "t": "crisp",
   "role": "Customer-service tool in the founder's tool list on Starter Story.",
   "detail": "",
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   "rt": "",
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  },
  {
   "s": "sitegpt",
   "t": "rewardful",
   "role": "Affiliate-program tool in the founder's tool list on Starter Story.",
   "detail": "",
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   "rt": "",
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  },
  {
   "s": "sitegpt",
   "t": "posthog",
   "role": "Product analytics tool in the founder's tool list on Starter Story.",
   "detail": "",
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   "rt": "",
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  },
  {
   "s": "sitegpt",
   "t": "fathom",
   "role": "Website analytics tool in the founder's tool list on Starter Story.",
   "detail": "",
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   "rt": "",
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  },
  {
   "s": "sitegpt",
   "t": "splitbee",
   "role": "Website analytics tool in the founder's tool list on Starter Story.",
   "detail": "",
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   "rt": "",
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  },
  {
   "s": "sitegpt",
   "t": "profitwell",
   "role": "Subscription-revenue analytics tool in the founder's tool list on Starter Story.",
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   "rt": "",
   "rtName": "",
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   "src": 10,
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  },
  {
   "s": "sitegpt",
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   "role": "User-interface library in the founder's stack list; Remix is built on it.",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "sitegpt",
   "t": "node-js",
   "role": "JavaScript runtime in the founder's stack list on Starter Story.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 10,
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  },
  {
   "s": "sitegpt",
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   "role": "Listed as the platform in the founder's tool list; the interview text names Cloudflare Workers for the application itself.",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
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  },
  {
   "s": "sitegpt",
   "t": "figma",
   "role": "Design tool in the founder's tool list on Starter Story.",
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   "rt": "",
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   "grade": "C",
   "src": 10,
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  },
  {
   "s": "sitegpt",
   "t": "basecamp",
   "role": "Project-management tool in the founder's tool list on Starter Story.",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 10,
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  },
  {
   "s": "sitegpt",
   "t": "1password",
   "role": "Password manager in the founder's tool list on Starter Story.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 10,
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  },
  {
   "s": "rytr",
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   "detail": "GPT-3",
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   "grade": "C",
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  },
  {
   "s": "rytr",
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   "role": "Payment provider for the subscriptions; it also sets the currency exchange rate at purchase.",
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  },
  {
   "s": "rytr",
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   "role": "Deal marketplace for the public launch: about 100 users and about US$500 of sales on the first day.",
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   "rt": "",
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  },
  {
   "s": "rytr",
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   "role": "Second deal marketplace, used to reach small businesses, entrepreneurs and agencies.",
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   "rt": "",
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  },
  {
   "s": "rytr",
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   "role": "Web framework of the rytr.me site, seen in the archived page source of August 2021.",
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   "rt": "",
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   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "rytr",
   "t": "figma",
   "role": "Design tool for the interface mock-ups made before the first version was built.",
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   "rt": "",
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   "grade": "C",
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   "how": "source"
  },
  {
   "s": "rytr",
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   "role": "Serves the images of the site from a Cloud Storage bucket named rytr, seen in the archived page source.",
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   "grade": "B",
   "src": 8,
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  },
  {
   "s": "rytr",
   "t": "rewardful",
   "role": "Tracks the affiliate program that pays promoters a commission; its script is in the archived home page.",
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   "rt": "",
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   "grade": "B",
   "src": 9,
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  },
  {
   "s": "rytr",
   "t": "google-trends",
   "role": "Keyword research for the search queries that the site pages were written to rank for.",
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   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "rytr",
   "t": "linkedin",
   "role": "One of the social channels used to find the first beta testers.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "rytr",
   "t": "facebook",
   "role": "One of the social channels used to find the first beta testers.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "rytr",
   "t": "reddit",
   "role": "One of the social channels used to find the first beta testers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "rytr",
   "t": "trustpilot",
   "role": "Review site whose rating the home page shows; users got credits for leaving reviews.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "rytr",
   "t": "g2",
   "role": "Review site whose rating and badges the home page shows; users got credits for leaving reviews.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
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   "src": 8,
   "how": "source"
  },
  {
   "s": "rytr",
   "t": "crisp",
   "role": "Live support chat on the site; its script is in the archived home page.",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "rytr",
   "t": "sendgrid",
   "role": "Email service in the founder's tool list; the company ran a two-week welcome email series to turn free users into paying ones.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "src": 1,
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  },
  {
   "s": "rytr",
   "t": "google-analytics",
   "role": "Usage analytics installed from the first day to see what worked.",
   "detail": "",
   "since": "April 2021",
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   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "rytr",
   "t": "hotjar",
   "role": "Records how visitors use the pages; installed from the first day.",
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   "since": "April 2021",
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   "rt": "",
   "rtName": "",
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   "src": 1,
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  },
  {
   "s": "talknotes",
   "t": "openai-api",
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   "detail": "Whisper for transcription; a second model call rewrites the transcript",
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   "rt": "",
   "rtName": "",
   "cost": "under US$10 in total to build the first version",
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   "src": 4,
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  },
  {
   "s": "talknotes",
   "t": "stripe",
   "role": "Takes the payments: first a one-year pass bought in one click from the landing page, then subscriptions.",
   "detail": "",
   "since": "August 2023",
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   "rt": "",
   "rtName": "",
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   "src": 7,
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  },
  {
   "s": "talknotes",
   "t": "javascript",
   "role": "Language of the first version, written in about one week.",
   "detail": "plain JavaScript, HTML and CSS without a framework",
   "since": "",
   "until": "",
   "rt": "nuxt",
   "rtName": "Nuxt",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "node-js",
   "role": "Backend runtime of the first version.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "nuxt",
   "role": "Vue framework to which the founder moved the app from plain JavaScript; seen in the page source of July 2024.",
   "detail": "Vue framework",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "tailwind-css",
   "role": "CSS framework of the interface, with the founder's own spacing values in its configuration.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "vs-code",
   "role": "Code editor in which the first version was written.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "cursor",
   "role": "AI code editor the founder uses to write the code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "chatgpt",
   "role": "Coding help; also used to rephrase the app description for each startup directory.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "github-copilot",
   "role": "AI code completion the founder uses while coding.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "figma",
   "role": "Design of the landing pages before they were coded.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "cloudflare",
   "role": "Sits in front of talknotes.io; its script is in the archived page source of July 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "apple-app-store",
   "role": "Distributes the iOS app; in April 2024 Apple rejected the update that fixed two bugs.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "heroku",
   "role": "Listed as the hosting platform in the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "x",
   "role": "Soft launch to the founder's followers on 14 August 2023: more than 4,000 visitors and 800 sign-ups.",
   "detail": "formerly Twitter",
   "since": "August 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "product-hunt",
   "role": "Launch two months after the start; first place of the day, recurring revenue from US$500 to US$2,000 a month.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "meta-ads",
   "role": "Main sales channel after the Product Hunt launch, at about US$50 per new customer.",
   "detail": "Facebook ads",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "roughly US$30 to US$100 a day",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "google-ads",
   "role": "Ad experiment in March 2024 that brought cheap clicks and few conversions.",
   "detail": "",
   "since": "March 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "ahrefs",
   "role": "Checks the domain rating of each startup directory before the app is listed on it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "tally",
   "role": "Form behind the Affiliate Program link of the site in July 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "canny",
   "role": "Public board that collects feature requests; the founder built almost every requested feature.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "bento",
   "role": "Email marketing; its script is in the archived page source of July 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "plausible",
   "role": "Website analytics; its configuration is in the archived page source of July 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "simple-analytics",
   "role": "Second website analytics tool the founder names next to Plausible.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "acquire-com",
   "role": "Marketplace where the business was listed and sold for US$200,000 in cash.",
   "detail": "",
   "since": "May 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "upwork",
   "role": "Hiring marketplace in the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "fiverr",
   "role": "Freelancer marketplace in the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "notion",
   "role": "Productivity tool in the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "google-workspace",
   "role": "Productivity suite in the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "talknotes",
   "t": "canva",
   "role": "Design tool in the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "vertex-ai",
   "role": "Generates images with Google's Imagen models and writes text for content personalization and summaries.",
   "detail": "Imagen 3 and Imagen 4 for images; a language model for text",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "openai-api",
   "role": "One of the outside image-model providers that NightCafe calls through an API and sells by the credit.",
   "detail": "DALL-E 2 in 2024; GPT Image 2 on the 2026 home page",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "flux",
   "role": "Outside image-model provider whose models are offered in the NightCafe model list.",
   "detail": "Flux",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "stable-diffusion",
   "role": "Open image model that NightCafe runs on its own servers and does not call through a vendor API.",
   "detail": "recent versions, run on the company's own rented servers",
   "since": "2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "ideogram",
   "role": "Image model that TechCrunch reports NightCafe runs on its own servers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "vqgan-clip",
   "role": "First text-to-image model on the site; the founder rented hundreds of GPUs to scale it.",
   "detail": "open-source text-to-image model",
   "since": "2021",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "seedance",
   "role": "Video and image models in the model list on the 2026 home page.",
   "detail": "Seedance 2.0 video model and Seedream image model, by ByteDance",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "xai-api",
   "role": "Image model in the model list on the 2026 home page.",
   "detail": "Grok",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "runway",
   "role": "Video model in the model list on the 2026 home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "kling",
   "role": "Video model in the model list on the 2026 home page.",
   "detail": "Kling",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "firebase",
   "role": "Application platform from the first version, chosen for speed to market; lets a visitor create an image before signing up.",
   "detail": "including anonymous sign-in",
   "since": "2019",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "unsplash",
   "role": "Photo search inside the image picker, so a new user finds a good photo to start from.",
   "detail": "",
   "since": "December 2019",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "google-cloud",
   "role": "Runs the background workflows and API requests, more than 100 million function invocations a day.",
   "detail": "Cloud Run functions",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "paddle",
   "role": "One of the three payment providers named on the company's site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "paypal",
   "role": "One of the three payment providers named on the company's site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "shopify",
   "role": "Runs the nightcafe.studio shop and blog and takes part of the payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "reddit",
   "role": "Launch post in 2019; after a user's post went viral in October 2021 the founder ran an ask-me-anything thread there.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "facebook",
   "role": "One of the two places where the founder posted the first version; about 30 people tried it.",
   "detail": "launch post in 2019; later a Facebook group",
   "since": "November 2019",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "x",
   "role": "The company account ran a weekly prompt contest, #ModifierMonday, in 2021, and the founder reposted results.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "nightcafe",
   "t": "discord",
   "role": "Community server for users, linked from the company's site next to its Facebook group and subreddit.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "openai-api",
   "role": "Model provider behind the AI generation features of the product; also required for video clipping.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "fal",
   "role": "Model platform used, with OpenAI, to generate AI videos inside the product.",
   "detail": "",
   "since": "July 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "deepgram",
   "role": "Speech-to-text service that transcribes videos without usable captions for the clipping feature.",
   "detail": "",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "evolink",
   "role": "Provider of AI video generation in the product since the move away from kie.ai.",
   "detail": "Seedance video model",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "kie-ai",
   "role": "Earlier provider of AI video generation in the product.",
   "detail": "Veo3 video model",
   "since": "",
   "until": "September 2026",
   "rt": "evolink",
   "rtName": "EvoLink",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "typescript",
   "role": "Main programming language of the open repository.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "next-js",
   "role": "Framework of the web front end.",
   "detail": "with React",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "postiz",
   "t": "nestjs",
   "role": "Framework of the back end and of the worker processes that publish posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "prisma",
   "role": "Database layer between the code and PostgreSQL; the founder writes no raw SQL queries.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "nx",
   "role": "Monorepo tool that held the front end, back end and workers in one repository at launch.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "pnpm",
   "rtName": "pnpm",
   "cost": "",
   "grade": "C",
   "src": 22,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "pnpm",
   "role": "Package manager whose workspaces now hold all parts of the product in one repository.",
   "detail": "workspaces",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "mastra",
   "role": "Agent framework inside the product, behind the built-in Postiz agent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "copilotkit",
   "role": "Library for the in-app AI copilot and agent chat.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "cursor",
   "role": "AI code editor; it wrote the official n8n node from the public API in about one hour.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "github",
   "role": "Hosts the open-source code; stars, trending lists and issues bring developers and feedback.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "postgresql",
   "role": "The database, reached through Prisma.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "redis",
   "role": "First the timer store behind the post queue; in 2026 the rate limiter.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "bullmq",
   "role": "Queue on Redis that fired each scheduled post until the move to Temporal.",
   "detail": "",
   "since": "",
   "until": "January 2026",
   "rt": "temporal",
   "rtName": "Temporal",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "temporal",
   "role": "Workflow engine that runs the publishing of scheduled posts and the video clipping jobs.",
   "detail": "",
   "since": "January 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "docker",
   "role": "Packages the self-hosted edition as one official image; 4.79 million downloads by November 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "runpod",
   "role": "Rented serverless compute that runs the video ingest and clipping jobs.",
   "detail": "Serverless",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "cloudflare",
   "role": "Storage for uploaded and processed media; required for the clipping feature.",
   "detail": "object storage",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "postiz",
   "t": "transloadit",
   "role": "Media processing service used in the AI video generation feature.",
   "detail": "",
   "since": "July 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "apple-app-store",
   "role": "Distributes the Postiz mobile app; the terms of service carry Apple's additional App Store terms.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 17,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "stripe",
   "role": "Takes all subscription payments; TrustMRR reads the revenue figures from this Stripe account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "revenuecat",
   "role": "Second payment provider next to Stripe, added with the mobile app.",
   "detail": "",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "open-collective",
   "role": "Collects donations and sponsorships for the open-source project.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "reddit",
   "role": "Launch channel: every minor version is posted to the self-hosting community.",
   "detail": "r/selfhosted",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "dev-community",
   "role": "Developer blog site where the founder posts each release and his revenue reports.",
   "detail": "dev.to",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "hacker-news",
   "role": "Show HN posts at the launch in August 2024 and for later releases.",
   "detail": "Show HN",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 22,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "product-hunt",
   "role": "Four launches from November 2024 to May 2026; the first had 1,179 votes.",
   "detail": "",
   "since": "November 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "linkedin",
   "role": "One of the social channels where the founder posted the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "x",
   "role": "From 2026 the main content channel: weekly videos and long articles that teach a result and mention Postiz.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "instagram",
   "role": "Short daily videos from several pages, each with a comment call to action.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "facebook",
   "role": "Short daily videos from several pages; about one in 30 passes 200,000 views.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "youtube",
   "role": "Official channel with tutorials, linked from the repository.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "n8n",
   "role": "Automation platform whose users became the paying audience after Postiz published an official node.",
   "detail": "official community node",
   "since": "2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "skool",
   "role": "Paid community platform; the founder cold-emailed owners of n8n groups there to promote Postiz.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "openalternative",
   "role": "Directory of open-source alternatives where the product is listed for visitors and a backlink.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "chatgpt",
   "role": "Turns the founder's weekly video into a long article for X in his own voice.",
   "detail": "ChatGPT Astra",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "discord",
   "role": "Community server where self-hosters ask for help and the founder collects feedback.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "canny",
   "role": "Public roadmap board, linked from the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 17,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "resend",
   "role": "Sends the email notifications of the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "trustmrr",
   "role": "Public revenue verification: reads MRR, revenue and subscriptions from the Stripe account through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "sentry",
   "role": "Error and performance monitoring, added by a contributor.",
   "detail": "",
   "since": "August 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postiz",
   "t": "upwork",
   "role": "Hired a freelancer to find the owners of n8n groups on Skool and their email addresses.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "elevenlabs",
   "role": "Generates the voice of every AI actor in the videos.",
   "detail": "text-to-speech voices",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 8,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "google-gemini-api",
   "role": "Google image and video models that the app can select to generate actors, product images and video scenes.",
   "detail": "Nano Banana Pro and Nano Banana 2 (images), Veo 3.1 (video)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "seedance",
   "role": "ByteDance video model offered inside the product, next to ByteDance's image and talking-actor models.",
   "detail": "Seedance 2.0 and 2.5 (video); ByteDance's Seedream (images) and OmniHuman 1.5 (talking actors)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "kling",
   "role": "Video model offered inside the product for realistic motion, B-roll and product shots.",
   "detail": "Kling 3.0 Pro, Kling 3.0 4K, Kling 3 Pro Turbo",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "openai-api",
   "role": "Default image model inside the product; the founder's growth agents also send prompts to ChatGPT.",
   "detail": "GPT Image 2 (default image model)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "xai-api",
   "role": "Video and image models offered inside the product for a different visual style.",
   "detail": "Grok Video, Grok Image",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "happy-horse",
   "role": "Text-to-video model offered inside the product for cinematic scenes with camera moves.",
   "detail": "text-to-video model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "stripe",
   "role": "Takes the subscription payments and posts each sale to a Slack channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "slack",
   "role": "Team channel that receives each sale notification and the daily output of the growth agents.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "intercom",
   "role": "Customer support chat, where the founders saw in March 2024 that the product had broken; it also hosts the help center.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "gumloop",
   "role": "No-code builder of about 100 AI agents that copy competitor ads, find influencers and advertisers, and draft posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "notion",
   "role": "Database of ad hooks and ad ideas that the team and the Gumloop agents use as examples.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "google-workspace",
   "role": "Holds the example posts that a Gumloop agent reads, and receives the drafts that the agent writes.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "meta-ads",
   "role": "Paid ads on Facebook and Instagram, made with Arcads itself; 210 ads ran at once in November 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "x",
   "role": "The founder posts about AI ads there; a customer's video that spread on it in March 2024 brought hundreds of sales.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "linkedin",
   "role": "The founder and team members publish content there to bring in customers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "arcads",
   "t": "rewardful",
   "role": "Affiliate tracking script on the marketing site, which records sales that partners refer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "arcads",
   "t": "webflow",
   "role": "Builds and hosts the marketing site at arcads.ai.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "arcads",
   "t": "amplitude",
   "role": "Analytics and A/B experiments on the marketing site, including a test of the paid-ads landing funnel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "arcads",
   "t": "google-tag-manager",
   "role": "Loads the tracking tags on the marketing site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "bubble",
   "role": "No-code platform on which one founder built and ran the whole application, connected to other services by API calls and webhooks.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "faceless-video",
   "t": "next-js",
   "role": "Code framework that serves the public home and pricing pages in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "faceless-video",
   "t": "aws",
   "role": "Runs heavy video work that was moved off Bubble, by a reader's account of the founder interview.",
   "detail": "Lambda",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "runpod",
   "role": "Rented GPU computing for heavy video tasks that were moved off Bubble, by a reader's account of the founder interview.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "google-gemini-api",
   "role": "Video model behind the premium video type, which costs more credits for each scene.",
   "detail": "Veo video model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "stripe",
   "role": "Takes the subscription payments; customers cancel in its billing portal.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "reddit",
   "role": "Source of stories for the videos: the first version read Reddit stories aloud, and the service can still take stories from a subreddit.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "tiktok",
   "role": "The service posts finished videos to the customer's connected TikTok account on a schedule.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "youtube",
   "role": "The service posts finished videos to the customer's connected YouTube account on a schedule.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "instagram",
   "role": "The service posts finished videos to the customer's connected Instagram account on a schedule.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "x",
   "role": "One paid thread by a known account on X brought the first sign-ups and revenue at launch.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$200 for the first paid thread (US$250 by other accounts)",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "tolt",
   "role": "Affiliate tracking script on the site, present in August 2024 and still loaded in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "faceless-video",
   "t": "leadsy-ai",
   "role": "Visitor-identification tag loaded on the public pages in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "trustpilot",
   "role": "Customer reviews from Trustpilot are shown on the home page as proof for new visitors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "customer-io",
   "role": "Customer messaging script in the Bubble application, seen in the August 2024 copy of the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "google-analytics",
   "role": "Website analytics, present in August 2024 and with the same measurement ID in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "faceless-video",
   "t": "amplitude",
   "role": "Product analytics script in the Bubble application, seen in the August 2024 copy of the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "faceless-video",
   "t": "meta-ads",
   "role": "Conversion tracking for Facebook and Instagram ads, present in August 2024 and October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "faceless-video",
   "t": "tiktok-ads",
   "role": "Conversion tracking for TikTok ads, present in August 2024 and October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "faceless-video",
   "t": "x-ads",
   "role": "Conversion tracking for ads on X, present in August 2024 and October 2026.",
   "detail": "Twitter conversion tracking",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "faceless-video",
   "t": "linkedin-ads",
   "role": "Conversion tracking for LinkedIn ads, loaded on the public pages in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "kindroid",
   "t": "elevenlabs",
   "role": "Voices of the AI characters in March 2024; the founder said it saved the cost of running voice models on Kindroid's own servers.",
   "detail": "text-to-speech voices",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 6,
   "how": "source"
  },
  {
   "s": "kindroid",
   "t": "apple-app-store",
   "role": "Distributes the iOS app and bills subscriptions and credit packs by in-app purchase, at prices above the web checkout.",
   "detail": "",
   "since": "August 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 10,
   "how": "source"
  },
  {
   "s": "kindroid",
   "t": "google-play",
   "role": "Distributes the Android app and bills subscriptions by in-app purchase; the app was unavailable there for some days in April 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 11,
   "how": "source"
  },
  {
   "s": "kindroid",
   "t": "stripe",
   "role": "Payment processor of the web checkout, as detected on kindroid.ai by a site scanner in September 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "kindroid",
   "t": "paypal",
   "role": "Accepted as a payment method in the web checkout; the company tells users with prepaid cards to pay through it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "kindroid",
   "t": "next-js",
   "role": "Code framework of the web app at kindroid.ai, as detected by a site scanner and visible in the page code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "kindroid",
   "t": "vercel",
   "role": "Hosts and delivers the web app, as detected on kindroid.ai by a site scanner in September 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "kindroid",
   "t": "cloudflare",
   "role": "Content delivery network in front of kindroid.ai, as detected by a site scanner in September 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "kindroid",
   "t": "google-workspace",
   "role": "Company email, as detected from the domain by a site scanner in September 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "kindroid",
   "t": "yoti",
   "role": "Outside age-verification service: a free account flagged as a possible minor passes its selfie or ID check, or subscribes.",
   "detail": "",
   "since": "April 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "kindroid",
   "t": "discord",
   "role": "User community where the company posts announcements and answers help tickets.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "kindroid",
   "t": "reddit",
   "role": "User community (the Kindroid subreddit), where the company also posts announcements and minor updates.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "kindroid",
   "t": "facebook",
   "role": "User community that the company's store listing invites users to join.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "openai-api",
   "role": "The face analysis is a prompt to OpenAI's vision model, so the founder trained no model of his own.",
   "detail": "GPT Vision",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "chatgpt",
   "role": "The founder learned to code with it and used it to write much of the app's code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "react-native",
   "role": "Framework for the phone app, in the stack the founder described in December 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "expo",
   "role": "Framework used with React Native to build the app, in the stack the founder described in December 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "node-js",
   "role": "Runs the server code, in the stack the founder described in December 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "cursor",
   "role": "AI code editor, in the stack the founder described in December 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "figma",
   "role": "Design of the app screens, with other apps used as references.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "wordpress",
   "role": "Hosts the one-page website umaxapp.com, which links to the App Store.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 20,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "umax",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and bills the weekly and monthly subscriptions by in-app purchase.",
   "detail": "",
   "since": "November 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "30% of sales, 15% on the first US$1 million, by the founder's account",
   "grade": "A",
   "src": 12,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "google-play",
   "role": "Distributes the Android app and bills subscriptions by in-app purchase.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 13,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "superwall",
   "role": "Paywall tool that shows different prices and subscription periods to different users, to test which earns more.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "tiktok",
   "role": "Paid creators and the app's own accounts post videos there, and the founder also buys ads on it.",
   "detail": "paid creators, the app's own accounts, paid ads",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "meta-ads",
   "role": "Paid ads on Facebook and Instagram, a smaller channel than paid creators.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "capcut",
   "role": "Video editor for the marketing videos made in-house for the app's own accounts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "upwork",
   "role": "Source of freelancers for occasional work: he hires five to ten for an hour or two and keeps the best.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "umax",
   "t": "mercury",
   "role": "Business bank account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "openai-api",
   "role": "AI model service named by the founder; a language model writes the script of each video.",
   "detail": "model not named",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$4,242.27 in one month (cost table posted 5 September 2024)",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "replicate",
   "role": "Rented image models for the pictures in each video, named by the founder in April and May 2024.",
   "detail": "image generation models",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "elevenlabs",
   "role": "Synthetic voice that reads the script of each video.",
   "detail": "text to speech",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$10,893 in one month (cost table posted 5 September 2024)",
   "grade": "C",
   "src": 3,
   "how": "story"
  },
  {
   "s": "autoshorts-ai",
   "t": "next-js",
   "role": "Code framework of the web application; the founder names it and the page code shows it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "autoshorts-ai",
   "t": "mui",
   "role": "React component library used for the site's interface.",
   "detail": "Material UI",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "github-copilot",
   "role": "AI coding assistant that the founder said he mainly used in July 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "mysql",
   "role": "Database of the application.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "digitalocean",
   "role": "Hosts the application on one server, and rendering servers that a script adds or removes with the queue load.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$96 a month for the main server (April 2025)",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "google-recaptcha",
   "role": "Bot protection on the site's forms.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "stripe",
   "role": "Takes the subscription payments; the founder posts images of its dashboard as his revenue figures.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "paypal",
   "role": "Second payment provider in the site's code, next to Stripe.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "meta-ads",
   "role": "Conversion tracking for the Facebook and Instagram ads.",
   "detail": "Facebook and Instagram ads",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$16,439.81 in one month (cost table posted 5 September 2024)",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "commentguard",
   "role": "Moderates the comments under the Facebook ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "youtube",
   "role": "YouTuber customers promote it as affiliates, the founder's test channels link to it, and the product posts to customers' channels through YouTube's API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "tiktok",
   "role": "An early growth channel through the founder's test accounts; the product also posts videos to customers' TikTok accounts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "x",
   "role": "The founder posts his revenue figures there, which brings affiliates and influencers who then promote the product.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "google-search",
   "role": "Organic search traffic, a channel the founder began to work on in late 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "google-workspace",
   "role": "Customer support by email, answered by the founder himself with saved reply templates.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "tiktok-ads",
   "role": "Conversion tracking for TikTok ads, loaded by the site's code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "microsoft-advertising",
   "role": "Conversion tracking for Microsoft (Bing) search ads, loaded on the home page in October 2026.",
   "detail": "UET conversion tag (Bing Ads)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "autoshorts-ai",
   "t": "openai-ads-pixel",
   "role": "Conversion-tracking pixel from OpenAI's ad system, loaded on the home page in October 2026.",
   "detail": "oaiq conversion pixel served from openai.com",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "docsbot-ai",
   "t": "openai-api",
   "role": "Language models that write the chatbot's answers from the passages found in the customer's documents.",
   "detail": "ChatGPT API at the launch; GPT-5.1 to GPT-6.1 added by October 2026",
   "since": "March 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "docsbot-ai",
   "t": "cohere",
   "role": "Supplies AI API services to the product; the company does not say which models.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "docsbot-ai",
   "t": "mistral-ai",
   "role": "Parses complex PDF files before their text is indexed.",
   "detail": "advanced PDF parsing",
   "since": "July 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "docsbot-ai",
   "t": "replicate",
   "role": "Transcribes audio and video sources and runs some of the free AI tools on the website.",
   "detail": "AI transcription",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "docsbot-ai",
   "t": "openrouter",
   "role": "May pass requests to various models for the free image tools on the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "docsbot-ai",
   "t": "python",
   "role": "Programming language that the founder taught himself in 2022 to build his AI products.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "docsbot-ai",
   "t": "react",
   "role": "Front-end library that the founder taught himself in 2022 to build his AI products.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "docsbot-ai",
   "t": "next-js",
   "role": "Web framework of the public website, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source",
   "seen": "2026-10-13"
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  {
   "s": "docsbot-ai",
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  },
  {
   "s": "docsbot-ai",
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  },
  {
   "s": "docsbot-ai",
   "t": "github",
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  },
  {
   "s": "docsbot-ai",
   "t": "vercel",
   "role": "Hosts the web application and its APIs.",
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  },
  {
   "s": "docsbot-ai",
   "t": "firebase",
   "role": "Google's application platform; Firebase Authentication stores the account email addresses and handles sign-in.",
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   "src": 7,
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  },
  {
   "s": "docsbot-ai",
   "t": "google-cloud",
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   "detail": "GCP",
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   "src": 7,
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  },
  {
   "s": "docsbot-ai",
   "t": "vultr",
   "role": "On-demand cloud servers.",
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   "src": 0,
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  },
  {
   "s": "docsbot-ai",
   "t": "cloudflare",
   "role": "Content delivery network, DDoS protection and DNS for the websites.",
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  },
  {
   "s": "docsbot-ai",
   "t": "bunny-net",
   "role": "Content delivery network.",
   "detail": "listed under its company name, BunnyWay d.o.o.",
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   "src": 0,
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  },
  {
   "s": "docsbot-ai",
   "t": "weaviate",
   "role": "Database that stores the chatbot training data.",
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  },
  {
   "s": "docsbot-ai",
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   "role": "Vector database that stores the embeddings of the chatbot training data.",
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  },
  {
   "s": "docsbot-ai",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "docsbot-ai",
   "t": "stripe",
   "role": "Collects and processes the customers' subscription payments.",
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   "rt": "",
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   "cost": "",
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   "src": 0,
   "how": "source"
  },
  {
   "s": "docsbot-ai",
   "t": "firstpromoter",
   "role": "Runs the affiliate program, which pays 25% of referred revenue for 12 months.",
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   "rt": "",
   "rtName": "",
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   "src": 15,
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  },
  {
   "s": "docsbot-ai",
   "t": "paypal",
   "role": "Pays out the affiliate commissions.",
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   "src": 15,
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  },
  {
   "s": "docsbot-ai",
   "t": "x",
   "role": "The founder posts build-in-public updates there; one viral post about DocsBot in March 2023 brought the first customers.",
   "detail": "formerly Twitter",
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   "rt": "",
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  },
  {
   "s": "docsbot-ai",
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   "role": "Launch site; a directory records a 2023 launch and several later launches there.",
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  },
  {
   "s": "docsbot-ai",
   "t": "google-search",
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   "rt": "",
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  },
  {
   "s": "docsbot-ai",
   "t": "google-ads",
   "role": "Paid advertising and campaign measurement.",
   "detail": "the privacy policy says advertising tools from Google",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "docsbot-ai",
   "t": "meta-ads",
   "role": "Paid advertising; a hashed list of paying customers can be sent to Meta to find similar people.",
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   "rt": "",
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  },
  {
   "s": "docsbot-ai",
   "t": "posthog",
   "role": "Product and web analytics; connects the first source of each visitor to the paid checkout.",
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  },
  {
   "s": "docsbot-ai",
   "t": "langchain",
   "role": "Monitors and tests the chatbot logic and prompts.",
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   "until": "",
   "rt": "",
   "rtName": "",
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   "src": 0,
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  },
  {
   "s": "docsbot-ai",
   "t": "bento",
   "role": "Sends the onboarding, transactional and marketing emails.",
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  },
  {
   "s": "docsbot-ai",
   "t": "help-scout",
   "role": "Help desk that stores and handles the support emails and chats.",
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   "how": "source"
  },
  {
   "s": "docsbot-ai",
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   "rt": "",
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   "how": "source"
  },
  {
   "s": "docsbot-ai",
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   "role": "Compliance platform used to prepare the SOC 2 Type II audit; it also hosts the trust center.",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "docsbot-ai",
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   "role": "Penetration test as a service, used to satisfy part of the SOC 2 penetration-test control.",
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   "rt": "",
   "rtName": "",
   "cost": "a few hundred dollars",
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   "src": 7,
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  },
  {
   "s": "docsbot-ai",
   "t": "asana",
   "role": "Project management tool of the founder.",
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  },
  {
   "s": "docsbot-ai",
   "t": "slack",
   "role": "Team chat that the founder uses.",
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   "rt": "",
   "rtName": "",
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   "src": 0,
   "how": "source"
  },
  {
   "s": "docsbot-ai",
   "t": "canva",
   "role": "The founder makes marketing materials and social media posts with it.",
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  },
  {
   "s": "docsbot-ai",
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   "role": "Schedules the founder's meetings.",
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  },
  {
   "s": "docsbot-ai",
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   "role": "The founder uses it for marketing images, writing, brainstorming and some coding.",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "magai",
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   "role": "Single access point through which the product calls the language models of many providers.",
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  },
  {
   "s": "magai",
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   "role": "Supplies the image, video and audio models through one API.",
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  {
   "s": "magai",
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  },
  {
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  },
  {
   "s": "magai",
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   "role": "Gemini models offered in the chat; the company says it calls each lab's own API.",
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  },
  {
   "s": "magai",
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   "role": "Grok models offered in the chat; the company says it calls each lab's own API.",
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  },
  {
   "s": "magai",
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  },
  {
   "s": "magai",
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   "role": "Content system of the marketing site and blog in archived copies from March 2023 to May 2026, visible in the page source.",
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   "rt": "next-js",
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  },
  {
   "s": "magai",
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   "role": "Web framework of the public website in October 2026, visible in the page source.",
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  },
  {
   "s": "magai",
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   "rt": "",
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   "grade": "A",
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  },
  {
   "s": "magai",
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   "role": "Deal marketplace that sold 475 lifetime plans of Magai in a 15-day sale.",
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   "rtName": "",
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   "src": 4,
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  },
  {
   "s": "magai",
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  },
  {
   "s": "magai",
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   "role": "The founder posts regular build-in-public updates about the business there.",
   "detail": "formerly Twitter",
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   "rtName": "",
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  },
  {
   "s": "magai",
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   "role": "During the June 2023 sale the founder answered buyers' questions in Facebook groups for several hours a day.",
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  },
  {
   "s": "magai",
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   "role": "Review site; the home page cites a rating of 4.5 out of 5 and customer quotes from it.",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
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  },
  {
   "s": "magai",
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   "role": "Review site; the home page cites a rating of 4.5 out of 5 and a customer quote from it.",
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   "rt": "",
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   "how": "source"
  },
  {
   "s": "magai",
   "t": "senja",
   "role": "Testimonial widget embedded in the home page, visible in the page source.",
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   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 0,
   "how": "source",
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  },
  {
   "s": "magai",
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   "rtName": "",
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  },
  {
   "s": "magai",
   "t": "intercom",
   "role": "Support chat on the website, visible in the page source.",
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   "rtName": "",
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  },
  {
   "s": "magai",
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   "role": "Tracks how users use the app.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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  {
   "s": "magai",
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   "role": "Website analytics script on the marketing site, visible in the page source from April 2023.",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "magai",
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  },
  {
   "s": "magai",
   "t": "meta-ads",
   "role": "Tracking script of Meta's advertising platform on the website, visible in the page source.",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "magai",
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   "role": "Tracking script of X's advertising platform on the website, visible in the page source.",
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   "rtName": "",
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  },
  {
   "s": "headlime",
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   "role": "Text model that writes the marketing copy; the founder got early access by emailing OpenAI's chief technology officer.",
   "detail": "GPT-3",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 1,
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  },
  {
   "s": "headlime",
   "t": "deepl",
   "role": "Translation service that gives the generated copy in other languages.",
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   "rt": "",
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   "how": "source"
  },
  {
   "s": "headlime",
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   "role": "Vue framework of the front end.",
   "detail": "NuxtJS, built on Vue",
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   "rtName": "",
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   "src": 1,
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  },
  {
   "s": "headlime",
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   "role": "Runtime of the server, with the Express framework.",
   "detail": "with Express",
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   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "headlime",
   "t": "tailwind-css",
   "role": "Source of most interface elements of the app and the landing page, to release faster.",
   "detail": "components from TailwindCSS.com",
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   "rtName": "",
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   "how": "source"
  },
  {
   "s": "headlime",
   "t": "mongodb",
   "role": "Database of the app, hosted on MongoDB Atlas.",
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   "rtName": "",
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   "how": "source"
  },
  {
   "s": "headlime",
   "t": "heroku",
   "role": "Hosting of the app, together with DigitalOcean.",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "headlime",
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   "role": "App server of the product.",
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   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "US$5 a month",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "cloudflare",
   "role": "Network in front of the website; its email-protection script is visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "chargebee",
   "role": "Subscription billing; its checkout script is in the page source of the pricing page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "paritybar",
   "role": "Script that offers visitors a discount by country, in the page source of the home page of October 2020.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "product-hunt",
   "role": "Launch site; Headlime launched there on 29 June 2020 and was second product of the week.",
   "detail": "",
   "since": "June 2020",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 8,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "x",
   "role": "The founder showed his progress and previews in public there; he names it a main acquisition channel.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "facebook",
   "role": "Facebook groups about marketing software shared the product; the founder names them a main acquisition channel.",
   "detail": "Facebook Groups",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "indie-hackers",
   "role": "On the launch day the founder offered in a post there to rewrite readers' landing page headlines.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "tapfiliate",
   "role": "Affiliate tracking script for the affiliate program, in the page source of the home page of October 2020.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "meta-ads",
   "role": "Paid ads that the founder tried a few times; he says Facebook worked best of the three platforms.",
   "detail": "Facebook ads",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "google-ads",
   "role": "Paid search ads that the founder tried; he says they never worked.",
   "detail": "then called AdWords",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "reddit-ads",
   "role": "Paid ads that the founder tried; he says they never worked.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "google-analytics",
   "role": "Website analytics script, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "google-optimize",
   "role": "A/B testing script for the website, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "splitbee",
   "role": "Website analytics script, in the page source of the home page of October 2020.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "notion",
   "role": "Notes and product management; the buyer's due-diligence questions were also answered in one Notion document.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "headlime",
   "t": "slack",
   "role": "Channel for the contact with the buyer during the sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "anthropic-api",
   "role": "Coding model that the agent can use to write the apps; the user chooses the model. Listed by the current owner.",
   "detail": "Claude; the site names Claude 4.5 in October 2026",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "google-gemini-api",
   "role": "Coding model that the agent can use to write the apps; the user chooses the model. Listed by the current owner.",
   "detail": "Gemini; the site names Gemini 3.1 Pro in October 2026",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "openai-api",
   "role": "Coding model that the agent can use to write the apps; the user chooses the model. Listed by the current owner.",
   "detail": "GPT-5; the site names GPT-5.4 in October 2026",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "glm",
   "role": "Coding model that the agent can use to write the apps; the user chooses the model. Listed by the current owner.",
   "detail": "model family of Z.ai (Zhipu AI)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "next-js",
   "role": "Framework of Softgen's own front end and of the apps that the agent writes.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "fastapi",
   "role": "Python framework of Softgen's backend, in the company stack that the current owner lists.",
   "detail": "Python",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "vercel",
   "role": "Hosts Softgen's front end; the apps that customers build are also deployed there.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "hetzner",
   "role": "Virtual private server that runs Softgen's backend, in the company stack that the current owner lists.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "planetscale",
   "role": "Database of the Softgen platform, in the company stack that the current owner lists.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "kinde",
   "role": "User login of the Softgen platform, in the company stack that the current owner lists.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "daytona",
   "role": "Sandboxes in which the development environment of each customer project runs.",
   "detail": "Daytona sandboxes",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "supabase",
   "role": "Database and backend of the apps that customers build; the agent manages it, and the plans include it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "firebase",
   "role": "Login, database and file storage of the apps that the agent built in 2024 and early 2025.",
   "detail": "Authentication, Firestore, Realtime Database, Storage",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "cloudflare",
   "role": "Network in front of the website; its email-protection script is in the page source of October 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "stripe",
   "role": "Takes Softgen's payments, in the company stack that the current owner lists.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "x",
   "role": "The founder's demo post of 12 July 2024 got about 100,000 views; the second founder posted the growth numbers there.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "getmorebacklinks",
   "role": "Submitted the product automatically to hundreds of web directories to collect backlinks for search ranking.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "softgen",
   "t": "resend",
   "role": "Sends Softgen's email, in the company stack that the current owner lists.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "whatsapp-business-platform",
   "role": "Messaging platform that the whole product runs on; stores send campaigns and the AI assistant answers there.",
   "detail": "WhatsApp Business API of Meta",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "360dialog",
   "role": "Provider that gives the app access to the WhatsApp API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "wordpress",
   "role": "Content system of the website my-coco.ai in March 2024, visible in the page source; the legal pages still run on it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "shopify",
   "role": "Bills the stores for the app; the terms say that payment is managed by the Shopify platform.",
   "detail": "billing through the Shopify platform",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "stripe",
   "role": "Takes the payments that are made outside Shopify; the pricing page of October 2026 says plans are billed through Stripe.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "shopify-app-store",
   "role": "Marketplace where Shopify stores find and install the app; the listing dates the launch to 4 July 2024.",
   "detail": "",
   "since": "July 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 5,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "linkedin-sales-navigator",
   "role": "Search tool used to find founders and marketing managers of online stores for cold outreach.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$150 a month for the LinkedIn tools together",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "waalaxy",
   "role": "Automated the LinkedIn profile visits, connection requests and short message sequences.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$150 a month for the LinkedIn tools together",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "apollo-io",
   "role": "Source of leads and of their email addresses for the cold emails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$150 a month for the cold email tools together",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "myleadfox",
   "role": "Second source of leads, sometimes combined with Apollo.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$150 a month for the cold email tools together",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "clay",
   "role": "Added email addresses and data to the lead lists.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$150 a month for the cold email tools together",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "instantly",
   "role": "Sent the cold email sequences, about 1,700 emails a day.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$150 a month for the cold email tools together",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "dripy",
   "role": "Collected the followers of e-commerce accounts on X for direct messages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$80 a month",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "x",
   "role": "Third outreach channel: direct messages to founders and marketers of online stores.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "store-leads",
   "role": "Database of Shopify stores named as a source of leads, according to a machine-made summary of the founder's interview.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "calendly",
   "role": "Booking page behind the Get a Demo button of the website in March 2024, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "slack",
   "role": "Support channel for customers on the Scale and Enterprise plans.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "google-analytics",
   "role": "Website analytics script, visible in the page source since March 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "acquire-com",
   "role": "Marketplace for selling companies; it offered a low multiple, so the founders found the buyer themselves. From a machine-made interview summary.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "coco-ai",
   "t": "flippa",
   "role": "Marketplace for selling companies; it offered a low multiple, so the founders found the buyer themselves. From a machine-made interview summary.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "bubble",
   "role": "No-code editor and host for about 80% of the core application, the screens and the workflows.",
   "detail": "Enterprise tier",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "my-askai",
   "t": "python",
   "role": "Language of the back end that runs outside Bubble.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "openai-api",
   "role": "Models write the answers, the handover summaries and the insights; embedding models index the customer's content for search.",
   "detail": "GPT-4o; embedding models",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "pinecone",
   "role": "Vector database that stores the pieces of customer content and returns the ones that match a question.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 9,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "langchain",
   "role": "Library that splits long text into pieces of 400 tokens before it is indexed.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "carbon",
   "role": "Service that reads websites and third-party sources into the customer's knowledge base.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "portkey",
   "role": "Gateway for model requests: it switches to a second model when the first one fails, and caches answers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "browserless",
   "role": "Hosted browser service, part of the infrastructure since the early version.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "aws",
   "role": "Hosts the parts of the system that the company moves from third-party providers into its own account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "cursor",
   "role": "AI code editor that the only developer uses for the coded parts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "chatgpt",
   "role": "Both founders use it every day for small questions, text and short pieces of code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "slack",
   "role": "Carries almost all communication and decisions between the two founders.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 3,
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  },
  {
   "s": "my-askai",
   "t": "google-workspace",
   "role": "Occasional video calls between the two founders.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "notion",
   "role": "Holds the company documentation, the roadmap and the board of bugs and features.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 3,
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  },
  {
   "s": "my-askai",
   "t": "loom",
   "role": "Screen recordings to share bugs, show new features and explain things to users.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "typefully",
   "role": "Schedules the founders' social media posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "customer-io",
   "role": "Sends the email flows and other messages to customers.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
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  },
  {
   "s": "my-askai",
   "t": "sendgrid",
   "role": "Listed by the founder as an email service of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "stripe",
   "role": "Listed by the founder as the payment tool of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "amplitude",
   "role": "Product analytics script that the company's site pages load.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "my-askai",
   "t": "google-analytics",
   "role": "Web analytics tag on the company's site pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "my-askai",
   "t": "microsoft-clarity",
   "role": "Visitor-behavior script on the home page in the archive snapshots of June 2024 and February 2025.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "feather",
   "role": "Blog platform that serves the company blog, where the search-oriented articles and case studies are published.",
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   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "google-search",
   "role": "Organic search brings most new customers, through site text that compares the price with the hosts' own AI agents.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "ahrefs",
   "role": "Listed by the founder as the search-optimization tool of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "google-ads",
   "role": "Paid search ads, tested several times without a good return.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "product-hunt",
   "role": "Launch site; in 2023 the founders launched something there about once a month.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "x",
   "role": "Build-in-public posts and replies to large accounts brought early users in 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "linkedin",
   "role": "Founders' posts and direct messages; they say their best clients come through it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "reddit",
   "role": "Sponsored posts in 2023, and replies in threads about relevant topics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "f5bot",
   "role": "Sends an alert when a Reddit thread mentions a topic relevant to the product.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "intercom",
   "role": "Host help desk: customers install the agent from its app marketplace, and it answers inside the Intercom inbox.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "zendesk",
   "role": "Host help desk: customers install the agent from its marketplace, and it answers inside Zendesk.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "freshdesk",
   "role": "Host help desk that the agent works inside, through a marketplace app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "gorgias",
   "role": "Host help desk for online shops that the agent works inside, through a marketplace app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "hubspot",
   "role": "Host help desk that the agent works inside, through a marketplace app.",
   "detail": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "upwork",
   "role": "Listed by the founder as the hiring tool of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "xero",
   "role": "Listed by the founder as the accounting software of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "my-askai",
   "t": "figma",
   "role": "Listed by the founder as the design tool of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "openai-api",
   "role": "First model provider the app was built for; each customer's own key pays for the usage.",
   "detail": "customer's own API key",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "anthropic-api",
   "role": "Supported model provider, reached with the customer's own API key.",
   "detail": "customer's own API key",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "google-gemini-api",
   "role": "Supported model provider, reached with the customer's own API key.",
   "detail": "customer's own API key",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "ollama",
   "role": "Runs local models on the customer's Mac, as an alternative to a hosted provider.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "lm-studio",
   "role": "Runs local models on the customer's Mac, as an alternative to a hosted provider.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "nvidia-parakeet",
   "role": "Local speech model behind the Instant Dictation feature of version 2.",
   "detail": "speech-to-text model that runs on the Mac",
   "since": "October 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "swift",
   "role": "Programming language of the native Mac app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "swiftui",
   "role": "Apple's interface framework; the founder started the app to learn it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "appkit",
   "role": "Apple's older Mac interface framework, used next to SwiftUI.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "sparkle",
   "role": "Framework inside the app that downloads and installs new versions.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "sqlite",
   "role": "Local database that stores the chats on the customer's Mac.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "next-js",
   "role": "Framework of the company website.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "boltai",
   "t": "tailwind-css",
   "role": "Styling framework of the company website.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 3,
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  },
  {
   "s": "boltai",
   "t": "cloudflare",
   "role": "Hosts the website on Pages and Workers, and serves the app files from R2.",
   "detail": "Pages, Workers, R2",
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   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "boltai",
   "t": "supabase",
   "role": "Hosts the optional Cloud Sync of version 2, with row-level security.",
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   "since": "October 2025",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "stripe",
   "role": "Takes the license payments on the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "lemon-squeezy",
   "role": "Payment provider named next to Stripe in the 2024 stack.",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 3,
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  },
  {
   "s": "boltai",
   "t": "setapp",
   "role": "Mac app subscription that includes BoltAI; it pays subscription revenue and promotes the app to its members.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "grade": "A",
   "src": 22,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "x",
   "role": "Main early channel: the founder showed the prototype and posted new features every week.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "src": 3,
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  },
  {
   "s": "boltai",
   "t": "there-s-an-ai-for-that",
   "role": "AI directory that converted best; he listed the app there and then paid for clicks.",
   "detail": "",
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   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "boltai",
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   "role": "Community where he posted the prototype for feedback, and later his revenue updates.",
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   "rtName": "",
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  },
  {
   "s": "boltai",
   "t": "reddit",
   "role": "Community where he posted the prototype for feedback.",
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   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "wip",
   "role": "Makers' community where he posted the prototype for feedback.",
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   "rt": "",
   "rtName": "",
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   "src": 8,
   "how": "source"
  },
  {
   "s": "boltai",
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   "role": "Hosts the feedback board, the roadmap and the changelog at feedback.boltai.com.",
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   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "boltai",
   "t": "canny",
   "role": "Earlier board for bug reports; changelog entries of July 2025 still link to it.",
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   "rt": "",
   "rtName": "",
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   "src": 16,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "gitbook",
   "role": "Hosts the documentation site at docs.boltai.com.",
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   "since": "",
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   "rt": "",
   "rtName": "",
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   "src": 20,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "bento",
   "role": "Email service in the 2024 stack.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "src": 3,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "sequenzy",
   "role": "Receives the sign-ups of the product-update email form on the website in 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 16,
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  },
  {
   "s": "boltai",
   "t": "discord",
   "role": "Community server where customers get priority support.",
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   "since": "",
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   "rt": "",
   "rtName": "",
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   "src": 15,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "simple-analytics",
   "role": "Web analytics of the company website.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "datafast",
   "role": "Analytics script on the website that records goals such as a click on a buy button.",
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   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 16,
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  },
  {
   "s": "boltai",
   "t": "testflight",
   "role": "Distributes the iOS beta of the mobile app to testers.",
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   "rt": "",
   "rtName": "",
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   "src": 20,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "youform",
   "role": "Form that collects the sign-ups for the Android beta.",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 20,
   "how": "source"
  },
  {
   "s": "boltai",
   "t": "cleanshot-x",
   "role": "Records and shares the short demo videos that the changelog links to.",
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   "rt": "",
   "rtName": "",
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   "src": 14,
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  },
  {
   "s": "revid-ai",
   "t": "seedance",
   "role": "Video model behind the Ultra tier; the founder gives its cost as the floor for the credit price.",
   "detail": "Seedance 2.5 and 2.0, by ByteDance",
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   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$0.10 per second of video",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "minimax",
   "role": "Video model that customers can choose for a scene.",
   "detail": "Hailuo H3",
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   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "wan",
   "role": "Video model that customers can choose for a scene.",
   "detail": "Wan 3.0",
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   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "google-gemini-api",
   "role": "Video model for clips of about 8 seconds with audio, at 100 credits per 5 seconds.",
   "detail": "Veo 3",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
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  },
  {
   "s": "revid-ai",
   "t": "openai-api",
   "role": "Video model for clips of 4, 8 or 12 seconds, at 130 credits per 5 seconds.",
   "detail": "Sora 2",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "remotion",
   "role": "Library that renders video from React code; the video editor is built on it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "next-js",
   "role": "Framework of the web application.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "revid-ai",
   "t": "claude-code",
   "role": "AI coding agent in which the founder plans and builds.",
   "detail": "the founder's stack for the whole studio",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "codex",
   "role": "Second AI coding subscription that the founder pays for.",
   "detail": "the founder's stack for the whole studio",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 22,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "cursor",
   "role": "AI code editor the founder opens when he needs to work in the code himself.",
   "detail": "the founder's stack for the whole studio",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "firebase",
   "role": "Every page of the site preconnects to a Firebase project domain; the sources do not say what it serves.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "revid-ai",
   "t": "tiktok",
   "role": "Platform the product posts and schedules videos to, and reads views and likes from.",
   "detail": "official publishing integration",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "youtube",
   "role": "Platform the product posts and schedules Shorts to.",
   "detail": "official publishing integration",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "instagram",
   "role": "Platform the product posts and schedules Reels to.",
   "detail": "official publishing integration",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "stripe",
   "role": "Takes the payments of all new customers since November 2025.",
   "detail": "",
   "since": "November 2025",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "lemon-squeezy",
   "role": "Took the payments until November 2025; older subscriptions were still billed through it in June 2026.",
   "detail": "",
   "since": "",
   "until": "November 2025",
   "rt": "stripe",
   "rtName": "Stripe",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "revid-ai",
   "t": "x",
   "role": "The founder posts each launch and each revenue figure to his followers; he calls it his favorite marketing channel.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 22,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "product-hunt",
   "role": "Launch site; Revid launched there on 24 June 2024 at US$10,000 of MRR.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "google-search",
   "role": "Free tools on the site, each made for one search query, bring visitors from search.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "rewardful",
   "role": "Affiliate tracking script on the site; the affiliate program pays 20% lifetime commission.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "revid-ai",
   "t": "meta-ads",
   "role": "The site loads the Meta pixel, which reports visits and conversions to Meta's ad platform.",
   "detail": "Meta pixel",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "revid-ai",
   "t": "openai-ads-pixel",
   "role": "The site loads an OpenAI pixel that measures visitors who arrive from OpenAI's ad placements.",
   "detail": "OpenAI ad pixel",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "trustmrr",
   "role": "Bought one sponsor place aimed at a competitor's customers; the site owner removed it after 13 minutes and refunded it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$1,499, refunded in full",
   "grade": "C",
   "src": 24,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "trustpilot",
   "role": "Public review page that the company links to and quotes as a trust signal.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "testimonial-to",
   "role": "Hosts the wall of customer testimonials embedded on the pricing page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "tally",
   "role": "Form behind the Contact us button on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "revid-ai",
   "t": "google-analytics",
   "role": "Web analytics tag on the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "revid-ai",
   "t": "sentry",
   "role": "Error tracking; the founder has an AI agent read the errors.",
   "detail": "the founder's stack for the whole studio",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "stable-diffusion",
   "role": "Open-source image model behind the first product and the frame-by-frame animations.",
   "detail": "self-hosted on the company's GPU servers",
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   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "fal",
   "role": "Hosts Flux Pro Ultra, the default image model for video generation; the first model the company did not host itself.",
   "detail": "Flux Pro Ultra",
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   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "kling",
   "role": "Rented text-to-video model that customers can choose for their clips.",
   "detail": "Kling 1.6 Pro in 2025, Kling 3 in 2026",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "seedance",
   "role": "Rented video model by ByteDance; version 2.5 was added on its release day in August 2026.",
   "detail": "Seedance 2.5 from August 2026",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 28,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "runway",
   "role": "Rented video model that customers can choose for their clips.",
   "detail": "Gen-3 Alpha at the January 2025 release",
   "since": "January 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "react",
   "role": "Framework of the web front end, including the timeline editor.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "python",
   "role": "Language of the servers and the AI video pipelines.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "typescript",
   "role": "Named with Python and React as the stack in the February 2025 job post.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "next-js",
   "role": "Framework of the public site, as the page source shows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "neural-frames",
   "t": "chatgpt",
   "role": "Helped the founder write his first web application in about seven weeks; later also blog posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "cursor",
   "role": "AI code editor the founder uses to build features in minutes.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "claude",
   "role": "Coding model the founder uses inside Cursor.",
   "detail": "Claude Opus 4, used inside Cursor",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "aws",
   "role": "Hosts the backend and the GPU servers that scale with demand; cloud credits paid for the first version.",
   "detail": "EC2, S3, GPU instances",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "around US$7,000 a month for cloud in October 2023",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "vercel",
   "role": "Builds and hosts the public site, as the build path in the page source shows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "neural-frames",
   "t": "stripe",
   "role": "Takes the subscriptions and the credit purchases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 25,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "paypal",
   "role": "Payment method until July 2025; removed because disputes were ten times higher and fees 30% higher than with cards.",
   "detail": "",
   "since": "",
   "until": "July 2025",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "google-search",
   "role": "Search pages, blog posts and free tools brought most customers until the ranking fell in June 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 20,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "ghost",
   "role": "Content system of the blog, whose posts are written for search terms.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "ahrefs",
   "role": "Keyword research for the search pages and blog posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "youtube",
   "role": "The founder's tutorials brought customers through YouTube search.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "hacker-news",
   "role": "Show HN post of 15 January 2023 reached number 6 and overloaded the servers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "reddit",
   "role": "Post in r/internetisbeautiful at the first launch brought visitors and backlinks.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "product-hunt",
   "role": "Launch of the captions feature on 18 April 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "meta-ads",
   "role": "Paid ads restarted in June 2025 after two earlier tries without a positive return.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "google-ads",
   "role": "Paid search ads; they did not work in 2023 and were increased in June 2025 when search traffic fell.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "rewardful",
   "role": "Listed by the founder as the affiliate tool; affiliates had brought US$40,000 of revenue by January 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "business-wire",
   "role": "Distributed one press release in January 2025; the founder saw no traffic from it and would not repeat it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$4,000 for one press release",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "discord",
   "role": "Community server where customers reach the team.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "mailerlite",
   "role": "Listed by the founder as the email tool in 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "posthog",
   "role": "Listed by the founder as an analytics tool in 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "google-analytics",
   "role": "Listed by the founder as an analytics tool in 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "upwork",
   "role": "Listed by the founder as the hiring tool; he worked with freelancers in 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "fiverr",
   "role": "Listed by the founder as a freelance marketplace he used.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "linkedin",
   "role": "Job posts and applicants, for example for a head of growth in July 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "join",
   "role": "Hosts the job listings behind the Join us link of the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "notion",
   "role": "Listed by the founder as a productivity tool in 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "google-workspace",
   "role": "Listed by the founder as a productivity tool in 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "calendly",
   "role": "Scheduling tool the founder names as useful.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "canva",
   "role": "Design tool the founder names as useful.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "veed",
   "role": "Video editor the founder names as useful.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "neural-frames",
   "t": "capcut",
   "role": "Video editor the founder names as useful.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "openai-api",
   "role": "Language model that writes the show notes, newsletters and threads from the transcript.",
   "detail": "GPT-3.5 Turbo",
   "since": "March 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 17,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "elixir",
   "role": "Programming language of the whole application, chosen by the engineering co-founder.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "phoenix",
   "role": "Elixir web framework; with LiveView the front end and the back end are written in one language.",
   "detail": "with LiveView",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "webflow",
   "role": "Site builder of the first landing page, made from a template so that development time went to the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "astro",
   "rtName": "Astro",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "astro",
   "role": "Framework that generates the public site in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 20,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "castmagic",
   "t": "filestack",
   "role": "Upload widget for audio and video files on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 20,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "vercel",
   "role": "Hosts the public site, as the name of a build script in the page source shows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 20,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "castmagic",
   "t": "railway",
   "role": "Hosts the content system that receives the newsletter sign-ups of the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 20,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "appsumo",
   "role": "Deal marketplace: the lifetime deal of March 2023 brought about US$350,000 and 10,000 users; a second deal ran in 2025.",
   "detail": "",
   "since": "March 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 9,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "instagram",
   "role": "Where the growth founder searched hashtags for creators, who were then paid per thousand views or signed as affiliates.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "firstpromoter",
   "role": "Hosts the affiliate program that the site links to in 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 20,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "castmagic",
   "t": "rewardful",
   "role": "Hosted the affiliate sign-up in May 2023; its script is still on the home page in 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 19,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "castmagic",
   "t": "meta-ads",
   "role": "The site loads the Meta pixel, which reports visits and conversions to Meta's ad platform.",
   "detail": "Meta pixel",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 20,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "castmagic",
   "t": "intercom",
   "role": "Support chat widget on the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 20,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "castmagic",
   "t": "slack",
   "role": "Customer community that the plans include, with more than 1,700 members.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "posthog",
   "role": "Product analytics script on the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 20,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "castmagic",
   "t": "google-tag-manager",
   "role": "Tag container on the site in 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 20,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "castmagic",
   "t": "google-analytics",
   "role": "Web analytics tag on the May 2023 pricing page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 19,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "hyros",
   "role": "Ad attribution script on the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 20,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "rb2b",
   "role": "Script that identifies business visitors of the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 20,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "notion",
   "role": "Document of content concepts for creators, so the growth founder does not plan each video on a call.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "castmagic",
   "t": "calendly",
   "role": "Booked the calls behind the custom-plan button of the May 2023 pricing page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 19,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "polar",
   "role": "Takes the credit purchases; the assistant gives the user a Polar checkout link.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "trustmrr",
   "role": "Publishes the revenue that it reads from the Polar account through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "google-gemini-api",
   "role": "Supplies the default image and video models that the product resells for credits.",
   "detail": "Nano Banana 2.1, Gemini Omni Flash, Veo 3.1",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "fal",
   "role": "Hosts many of the image and video models that the product resells for credits.",
   "detail": "hosts models of other companies, for example MiniMax H3 Max",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "pika",
   "role": "Named by the company as one of the providers of its generation models.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "openai-api",
   "role": "Named by the company as one of the providers of its generation models.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "elevenlabs",
   "role": "Supplies the default speech model, music, sound effects and voice clones.",
   "detail": "ElevenLabs v4, Music v1, Sound Effects v2, voice cloning",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$0.08 per 1,000 characters (API price that the founder states, 30 September 2026)",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "cartesia",
   "role": "Second provider of voice clones and speech.",
   "detail": "Sonic voice cloning",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "heygen",
   "role": "Supplies the avatar and lip-sync video models, which the repository calls direct HeyGen.",
   "detail": "Avatar 4, Lipsync, Video Agent",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "hyperframes",
   "role": "Renders code-driven HTML motion to MP4 video inside the product.",
   "detail": "HeyGen's HTML-to-video renderer",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "clerk",
   "role": "Handles the login, including Google OAuth, for the MCP clients.",
   "detail": "OAuth 2.1 with PKCE",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 28,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "cloudflare",
   "role": "Stores the generated files and serves them at permanent addresses.",
   "detail": "R2 storage",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 28,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "creativeclaw",
   "t": "postgresql",
   "role": "Database for the generation prompts and metadata.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "astro",
   "role": "Framework of the marketing site, shown in the generator tag of the page source.",
   "detail": "v6.0.8",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "creativeclaw",
   "t": "github",
   "role": "Hosts the public repository of the plugin and its skills, which also works as the plugin marketplace source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "claude-code",
   "role": "The founder's coding agent: the repository keeps a CLAUDE.md file and one commit is signed Claude Agent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "cursor",
   "role": "Coding agent that wrote two commits in the public repository.",
   "detail": "Cursor Agent",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "claude-plugin-directory",
   "role": "Assistant in which the product is sold; its plugin directory lists CreativeClaw.",
   "detail": "plugin directory of Anthropic",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "chatgpt-plugin-directory",
   "role": "Second assistant in which the product is sold, through a plugin listing.",
   "detail": "plugin page shared with Codex",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "smithery",
   "role": "MCP server directory that lists CreativeClaw.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 0,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "glama",
   "role": "MCP server directory; the repository carries a glama.json file for the listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "cursor-directory",
   "role": "Plugin directory that lists CreativeClaw.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "x",
   "role": "The founder and the company account post product news and a demonstration for each new model.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "youtube",
   "role": "Hosts the product video shown on the home page and the company channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "tiktok",
   "role": "Company account linked from the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "instagram",
   "role": "Company account linked from the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "g2",
   "role": "Review site; the site footer asks customers to review the product there.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "trustpilot",
   "role": "Review site; the site footer asks customers to review the product there.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "creativeclaw",
   "t": "posthog",
   "role": "Product analytics script on the marketing site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "creativeclaw",
   "t": "google-analytics",
   "role": "Traffic analytics script on the marketing site.",
   "detail": "GA4 through the Google tag (gtag.js)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "creativeclaw",
   "t": "rb2b",
   "role": "Visitor identification script on the marketing site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "stripe",
   "role": "Takes the subscription and credit payments; by the founder, large customers pay by invoice outside Stripe.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "trustmrr",
   "role": "Publishes the revenue that it reads from the Stripe account through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "openai-api",
   "role": "One of three model APIs that write the articles; the founder switches between them as each improves.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$30,000 a month for all model APIs together (founder, November 2025)",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "anthropic-api",
   "role": "One of three model APIs that write the articles; the founder switches between them as each improves.",
   "detail": "Claude",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$30,000 a month for all model APIs together (founder, November 2025)",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "google-gemini-api",
   "role": "One of three model APIs that write the articles; the founder switches between them as each improves.",
   "detail": "Gemini",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$30,000 a month for all model APIs together (founder, November 2025)",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "unicorn-platform",
   "role": "Website builder, owned by the same founder, on which the marketing site is built.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "javascript",
   "role": "Language that the founder says he codes his products in.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "tailwind-css",
   "role": "CSS framework that the founder says he codes his products with.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "codex",
   "role": "Coding agent that, with Claude Code, now writes most of the code in the founder's studio.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "claude-code",
   "role": "Coding agent that, with Codex, now writes most of the code in the founder's studio.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "product-hunt",
   "role": "Launch site: SEObot launched there on 27 December 2024 with both founders as makers.",
   "detail": "",
   "since": "December 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 12,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "seobot",
   "t": "google-search",
   "role": "Organic search brings about 30% of the growth, by the founder, who runs SEObot on his own sites.",
   "detail": "SEO with his own tools",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "x",
   "role": "The founder's account of about 117,000 followers announced the product and posts its results daily.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "linkedin",
   "role": "Social channel where the founder reposts the same content; the home page gives it as a contact.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "substack",
   "role": "Newsletter channel where the founder reposts the same content as on X.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "facebook",
   "role": "Social channel where the founder reposts the same content as on X.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "tolt",
   "role": "Runs the affiliate program behind the Refer to earn link on the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "seobot",
   "t": "senja",
   "role": "Testimonial widget embedded on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "intercom",
   "role": "Support chat widget on the site and host of the help center at docs.seobotai.com.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "seobot",
   "t": "crisp",
   "role": "Support chat on the home page in 2023 and 2024; its script is commented out in the 2025 and 2026 copies.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "intercom",
   "rtName": "Intercom",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "seobot",
   "t": "google-tag-manager",
   "role": "Tag container loaded on the marketing site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "seobot",
   "t": "microsoft-clarity",
   "role": "Session recording and heatmap script on the marketing site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "seobot",
   "t": "usermaven",
   "role": "Product analytics script on the marketing site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "ahrefs",
   "role": "Traffic analytics script on the marketing site.",
   "detail": "Web Analytics",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "overtracking",
   "role": "Traffic analytics script on the marketing site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "seobot",
   "t": "discord",
   "role": "The founder uses it for chats and project management with his partners.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "verbi",
   "t": "revenuecat",
   "role": "Manages the in-app subscriptions and records the payments made through Apple and Google.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "verbi",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and collects the subscription payments, keeping a commission.",
   "detail": "in-app purchases",
   "since": "April 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 6,
   "how": "source"
  },
  {
   "s": "verbi",
   "t": "google-play",
   "role": "Distributes the Android app and collects the subscription payments, keeping a commission.",
   "detail": "in-app purchases",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 8,
   "how": "source"
  },
  {
   "s": "verbi",
   "t": "trustmrr",
   "role": "Publishes the revenue, MRR and subscription count that it reads from the RevenueCat account.",
   "detail": "",
   "since": "August 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "verbi",
   "t": "react-native",
   "role": "Framework of the phone app, by the technology list that the founder entered on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "verbi",
   "t": "node-js",
   "role": "Runtime of the server, by the technology list that the founder entered on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "verbi",
   "t": "next-js",
   "role": "Framework of the marketing site, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "verbi",
   "t": "cursor",
   "role": "AI code editor in which the founder writes and debugs the code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "verbi",
   "t": "claude",
   "role": "Model that the founder uses in Cursor to write and debug the code.",
   "detail": "model used inside Cursor",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "verbi",
   "t": "tiktok",
   "role": "Main source of customers: generated slideshows on many accounts, then paid creators and boosted videos.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "verbi",
   "t": "instagram",
   "role": "Second short-video channel: the same slideshows and creator videos, on three accounts per phone.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "stripe",
   "role": "Main checkout: card payments, subscriptions, refunds and the billing portal.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "lemon-squeezy",
   "role": "Second checkout, with its own affiliate tracking; these sales are outside the Stripe figure.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "digistore24",
   "role": "Third checkout, with its own affiliate tracking; these sales are outside the Stripe figure.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "trustmrr",
   "role": "Publishes the revenue read from the Stripe account and lists the company for sale.",
   "detail": "",
   "since": "November 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "google-analytics",
   "role": "Counts visitors and traffic sources; its API is connected to the TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "openrouter",
   "role": "Passes the script-writing and image requests to language and image models.",
   "detail": "models from OpenAI, Anthropic, Google and xAI",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "replicate",
   "role": "Runs image generation and the animated avatar videos.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "elevenlabs",
   "role": "Generates the narration voices from the scripts.",
   "detail": "v4 and v2 voice models",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "veo",
   "role": "Video model for the 5-second intros and moving images on the Plus and Pro plans.",
   "detail": "Veo 3.1 Fast",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "seedance",
   "role": "Video model for the 5-second intros and moving images, on every plan.",
   "detail": "Seedance 1 Pro Fast, Seedance 2.5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "kling",
   "role": "Video model for the 5-second intros and moving images on the Plus and Pro plans.",
   "detail": "Kling 2.5 Turbo Pro",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "wan",
   "role": "Video model for intros and moving images on the Starter plan.",
   "detail": "Wan 2.2",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "next-js",
   "role": "Framework of the web application and site, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "vid-ai",
   "t": "remotion",
   "role": "Library that builds the videos from program code; the founder hired a developer for it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "codex",
   "role": "AI coding agent that the whole development team uses.",
   "detail": "team plan",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "aws",
   "role": "Stores the media and videos (S3) and renders the videos (Lambda).",
   "detail": "S3 and Lambda",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "cloudflare",
   "role": "Stores project media and avatar images (R2) and protects sign-in and checkout from bots (Turnstile).",
   "detail": "R2 storage, Turnstile",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "vid-ai",
   "t": "digitalocean",
   "role": "Stores and serves media for some video tools.",
   "detail": "Spaces",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "modal",
   "role": "Converts uploaded videos into a format that the product can use.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "render",
   "role": "Hosted the application servers until the move to Railway.",
   "detail": "",
   "since": "",
   "until": "September 2026",
   "rt": "railway",
   "rtName": "Railway",
   "cost": "US$968 to US$1,003 a month (invoices for June to August 2026)",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "railway",
   "role": "Hosts the application servers since the move from Render.",
   "detail": "",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$120 a month expected (founder, September 2026)",
   "grade": "C",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "vid-ai",
   "t": "storyblocks",
   "role": "Supplies the stock footage and music used in the videos.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "pexels",
   "role": "Supplies the stock photos used in the videos.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "giphy",
   "role": "Supplies GIFs and memes used in the videos.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "meta-ads",
   "role": "Paid ads on Facebook and Instagram; in September 2026 the only marketing in use.",
   "detail": "with the Conversions API",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "google-ads",
   "role": "Ad tags that measure how the ads perform.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "tolt",
   "role": "Tracks and pays the affiliates, who get 33% of every payment.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "youtube",
   "role": "Audience of co-founder Matt Par, a YouTuber with more than 12 channels who teaches faceless channels.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "webinarjam",
   "role": "Webinar service in the sales funnel; its tracking runs on the payment confirmation page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "vidalytics",
   "role": "Sales-video service in the funnel; its tracking runs on the payment confirmation page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "whop",
   "role": "Checks if a buyer belongs to a partner community that has a special offer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "churnkey",
   "role": "Handles cancelling or pausing a subscription and the reminders for failed payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "crisp",
   "role": "Live support chat for paying customers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "resend",
   "role": "Sends the emails from the app, such as sign-in links.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "loops",
   "role": "Sends product and marketing emails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "kajabi",
   "role": "Gives customers access to the company's courses.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "wistia",
   "role": "Hosts the tutorial videos embedded on the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "mixpanel",
   "role": "Product analytics about sign-ups, subscriptions and payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "convex",
   "role": "Backend that stores the site's own page-view counts, referrers and campaign tags.",
   "detail": "page analytics",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "logsnag",
   "role": "Internal log of account, usage and payment events.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "discord",
   "role": "Team notifications about account and payment events.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "vid-ai",
   "t": "loom",
   "role": "Recorded videos that the team uses in place of meetings.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "stripe",
   "role": "Takes the subscriptions; customers manage and cancel them in the Stripe billing portal.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "razorpay",
   "role": "Named next to Stripe in the site's checkout text, which offers UPI and card payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "paypal",
   "role": "Pays the affiliates each month; also a payment option in the site's checkout text.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "trustmrr",
   "role": "Publishes the revenue read from the Stripe account and lists the product for sale at US$700,000.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "openai-api",
   "role": "Language models that write the slides; the first provider of the add-on.",
   "detail": "GPT models; GPT Image 2 on the 2026 pricing page",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$1,000 (founder, June 2024; period not named)",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "anthropic-api",
   "role": "Claude models in the premium group of the Premium plan; the founder said in 2024 that MagicSlides used Claude too.",
   "detail": "Claude Sonnet 4.6, Opus 4.8, Opus 4.6, Haiku 4.5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "google-gemini-api",
   "role": "Gemini powers the AI chat that edits slides; Google image models are on the plan list.",
   "detail": "Gemini, Nano Banana, Imagen 4",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "openrouter",
   "role": "One key for all model providers; the founder says he moved his products to it from separate accounts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "deepseek",
   "role": "Language models in the standard group of the Premium plan.",
   "detail": "DeepSeek V4 Pro, DeepSeek V4 Flash",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "qwen",
   "role": "Language model in the standard group of the Premium plan.",
   "detail": "Qwen3 Coder",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "mimo",
   "role": "Language model in the standard group of the Premium plan.",
   "detail": "MiMo v2.5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "recraft",
   "role": "Image model in the standard group of the Premium plan.",
   "detail": "Recraft V3",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "glm",
   "role": "Language model in the premium group of the Premium plan.",
   "detail": "GLM-5.2",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "ideogram",
   "role": "Image model in the premium group of the Premium plan.",
   "detail": "Ideogram v3",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "stable-diffusion",
   "role": "Image model behind an earlier AI image feature; Claude wrote its prompts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "next-js",
   "role": "Framework of the web application and site, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "magicslides",
   "t": "claude-code",
   "role": "Coding agent that writes the code since the founder dismissed his developers.",
   "detail": "",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "vercel",
   "role": "Hosts the web application, by the technology list that the founder entered on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "magicslides",
   "t": "supabase",
   "role": "Stores the template preview images that the site loads.",
   "detail": "storage",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "cloudflare",
   "role": "Stores example images that the home page loads.",
   "detail": "R2 storage",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "google-workspace-marketplace",
   "role": "Google's catalog where the Google Slides add-on is listed; more than 1 million installs came through it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 12,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "google-search",
   "role": "Blog articles brought about 80% of new users, by the founder, until Google's content updates cut the traffic.",
   "detail": "SEO blog",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "reddit",
   "role": "Where the founder announced the add-on in the week he built it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "youtube",
   "role": "Marketing channel named by the founder: videos that show the tool at work.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "meta-ads",
   "role": "Paid ads started in mid-2026 after years without advertising; Claude reads the dashboard for the founder.",
   "detail": "Facebook ads",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "rewardful",
   "role": "Runs the affiliate program, which pays a recurring commission.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "g2",
   "role": "Review site that the home page links to.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "google-play",
   "role": "Distributes the Android app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "featurebase",
   "role": "Hosts the feedback board and the changelog.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "magicslides",
   "t": "guidejar",
   "role": "Interactive product guides embedded in the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "whatsapp",
   "role": "Support channel named on the Premium plan.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "datafast",
   "role": "Analytics script host that the site connects to.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "magicslides",
   "t": "google-analytics",
   "role": "Traffic analytics that the site connects to.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "microsoft-clarity",
   "role": "Session recording and heatmap service that the site connects to.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "magicslides",
   "t": "internshala",
   "role": "Indian internship marketplace where the founder hired interns in 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "low-content-ai",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from this account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "low-content-ai",
   "t": "trustmrr",
   "role": "Publishes the revenue read from the Stripe account and carries the listing that offers the business for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "low-content-ai",
   "t": "next-js",
   "role": "Web framework of the site and the application; the pages load their scripts from its /_next/ path.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "low-content-ai",
   "t": "google-sign-in",
   "role": "The only login option on the archived login page: users sign in with a Google account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "low-content-ai",
   "t": "endorsely",
   "role": "Affiliate script on every page of the site; it records which partner sent a paying customer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "low-content-ai",
   "t": "meta-ads",
   "role": "Tracking script on every page of the site; it reports page views to Meta's advertising system.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "low-content-ai",
   "t": "product-hunt",
   "role": "The company opened a maker account and posted the product there as a launch.",
   "detail": "",
   "since": "January 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "openai-api",
   "role": "Writes the articles of the LLM Citations product, each more than 1,000 words.",
   "detail": "GPT-4o",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 22,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "next-js",
   "role": "Framework of the web application at app.localrank.so.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "wordpress",
   "role": "Runs the marketing site at localrank.so; the application runs separately at app.localrank.so.",
   "detail": "",
   "since": "February 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "localrank",
   "t": "claude-code",
   "role": "AI coding tool of the two co-founders, who call the product vibe coded; the quoted spend was during work on two further products.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "cursor",
   "role": "AI code editor; the founder required that a new developer for LocalRank use Claude or Cursor.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "cloudflare",
   "role": "Network in front of the application; the app's images also load from Cloudflare's image delivery domain.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "localrank",
   "t": "google-business-profile",
   "role": "Platform that the product depends on: it tracks positions in Google Maps and schedules posts and review replies on customers' profiles.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from this account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "youtube",
   "role": "The founder's SEO channel; he says one video brought 80% of the launch revenue.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "x",
   "role": "The founder announced the launch there with a discount code; he says the post brought 20% of the launch revenue.",
   "detail": "",
   "since": "March 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "tolt",
   "role": "Affiliate tracking script that the application page loads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "rank-math",
   "role": "SEO plugin of the WordPress marketing site; it writes the page metadata for search engines.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "senja",
   "role": "Testimonial widget on the home page in the archived copies of September and December 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "reddit",
   "role": "The company has its own subreddit, r/localrank, linked from the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "linkedin",
   "role": "Company page, linked from the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "skool",
   "role": "Hosts the Local Rank Academy, the paid community at US$79 a month.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 25,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "bento",
   "role": "Email marketing script on the marketing site, loaded through the Bento plugin for WordPress.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "chatwoot",
   "role": "Support chat widget; the site's stylesheet has a rule that hides the Chatwoot bubble.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "trustmrr",
   "role": "Publishes the revenue read from the Stripe account and carries the listing that offers the business for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "posthog",
   "role": "Product analytics script on the marketing site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "localrank",
   "t": "mixpanel",
   "role": "Analytics script on the marketing site, set to follow a visitor from the site to the application.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "localrank",
   "t": "datafast",
   "role": "Web analytics script that the application page loads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "google-tag-manager",
   "role": "Tag container on the marketing site and in the application, served from the company's own subdomain.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 3,
   "how": "source"
  },
  {
   "s": "localrank",
   "t": "meta-ads",
   "role": "Tracking pixel in the application page; it reports page views to Meta's advertising system.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "boothie",
   "t": "google-gemini-api",
   "role": "Makes the AI pictures: the app sends the selfie and the chosen look, and the model returns the restyled photo.",
   "detail": "Gemini image model; the version is not published",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "boothie",
   "t": "swift",
   "role": "Programming language of the app, as the founder lists it on the TrustMRR profile.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "boothie",
   "t": "react-native",
   "role": "App framework that the founder lists on the TrustMRR profile next to Swift.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "boothie",
   "t": "firebase",
   "role": "Backend of the app: Cloud Functions forward the photo to the model, and App Check blocks requests from modified copies.",
   "detail": "Cloud Functions, App Check",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "boothie",
   "t": "vercel",
   "role": "Hosts the one-page website and counts its page views with Vercel Web Analytics on the Hobby plan.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "boothie",
   "t": "revenuecat",
   "role": "Manages subscriptions, entitlements and credit purchases; TrustMRR reads the revenue from this account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "boothie",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and bills the weekly subscriptions and credit packs through Apple's in-app purchase.",
   "detail": "",
   "since": "June 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "boothie",
   "t": "google-play",
   "role": "Distributes the Android app and bills its in-app purchases.",
   "detail": "",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "boothie",
   "t": "tiktok",
   "role": "The only channel the founder names: picture carousels posted by about a dozen persona accounts, with no paid ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "boothie",
   "t": "posthog",
   "role": "Product analytics in the app and on the website: events such as paywall viewed, purchase started and store button tapped.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "boothie",
   "t": "trustmrr",
   "role": "Publishes the revenue read from the RevenueCat account and carries the listing that offers the business for sale.",
   "detail": "",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "boothie",
   "t": "notion",
   "role": "Hosts the privacy policy and the terms of service as two public pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "demucs",
   "role": "Open-source model behind the stem splitter; it separates a song into vocals, drums, bass and other instruments.",
   "detail": "HTDemucs",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "fal",
   "role": "Runs the image and video models of Shoots, the company's photo and video generator for musicians, by the investor's account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "next-js",
   "role": "Framework of the website and the web application; the founder also lists it on the TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "soundboost-ai",
   "t": "python",
   "role": "Language of the server.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 6,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "django",
   "role": "Web framework of the server that the website and the phone app call.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "expo",
   "role": "Toolkit for the phone app; the founder wrote the app with it in about four months.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "src": 6,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "react-native",
   "role": "Framework of the iPhone and Android app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "cursor",
   "role": "AI code editor; the founder wrote the first version of the phone app with it in 40 days.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 8,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "claude-code",
   "role": "AI coding tool that the founder names for the iPhone app released in August 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "figma",
   "role": "Held the designs of the product in January 2023, by the investor, who was looking for a front-end developer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "testflight",
   "role": "Beta distribution of the iPhone app before its App Store release.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "railway",
   "role": "Hosted the backend containers; the founder left after repeated outages.",
   "detail": "",
   "since": "",
   "until": "June 2026",
   "rt": "hetzner",
   "rtName": "Hetzner",
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   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "hetzner",
   "role": "Dedicated server in Germany that runs the backend; the founder wrote that response times fell to about a quarter.",
   "detail": "",
   "since": "June 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "celery",
   "role": "Queue for the audio jobs on the server.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "src": 6,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "redis",
   "role": "Listed in the server stack next to Django and Celery; the source does not state its task.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "cloudflare",
   "role": "Cloudflare's analytics beacon is on every page of the website, and the site's code refers to Cloudflare R2 file storage.",
   "detail": "Web Analytics, R2",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "soundboost-ai",
   "t": "stripe",
   "role": "Takes the card payments for the web subscriptions; TrustMRR reads the revenue from this account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "revenuecat",
   "role": "Manages the subscriptions sold inside the phone apps; TrustMRR reads this account too.",
   "detail": "",
   "since": "August 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and bills its weekly, monthly and yearly plans through in-app purchase.",
   "detail": "",
   "since": "August 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "google-play",
   "role": "Distributes the Android app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "product-hunt",
   "role": "Launch site: Diktatorial Suite launched there on 26 March 2024, and the Shoots product on 1 July 2025.",
   "detail": "",
   "since": "March 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "reddit",
   "role": "The founder posts the product's story and free offers in subreddits and calls this a method he repeats.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "youtube",
   "role": "Company channel; from July 2024 independent reviewers also published videos about the product, with no commercial tie.",
   "detail": "",
   "since": "February 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 27,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "x",
   "role": "Company and founder accounts: product announcements and replies to customers who post their songs.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "instagram",
   "role": "One of three networks where the release was announced in February 2024; more than 20,000 views in four days.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "linkedin",
   "role": "One of three networks where the release was announced in February 2024; about 8,000 views in four days.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "tiktok",
   "role": "Company account, linked from the footer of the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "post-bridge",
   "role": "Tool for publishing videos to social accounts; the team used it for a few videos on X.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "posthog",
   "role": "Usage analytics in the phone app; the website's scripts also carry PostHog tracking labels.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "meta-ads",
   "role": "Tracking pixel on the website; it reports page views to Meta's advertising system.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "soundboost-ai",
   "t": "trustmrr",
   "role": "Publishes the revenue read from the Stripe and RevenueCat accounts.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "deepgram",
   "role": "Speech recognition: turns the speaker's audio into text during the stream; churches can add names and terms to its dictionary.",
   "detail": "Nova-2 and Nova-3 streaming models",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "elevenlabs",
   "role": "Clones a speaker's voice from a short sample for the spoken translation; gave the company a usage grant in February 2026.",
   "detail": "voice cloning",
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   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "react",
   "role": "User-interface library of the web app, visible in the page source; the founder also lists it on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "vite",
   "role": "Build tool of the web app, named in a comment of the page source.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "react-router",
   "role": "Routing library of the web app; the page source loads it as its own script file.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "supabase",
   "role": "Hosted backend of the web app for user accounts and data; the page source connects to the company's Supabase project.",
   "detail": "database and login",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "glossa-live",
   "t": "cloudflare",
   "role": "Network in front of the website; its email-protection script is in the page source, and the founder lists it as backend on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "glossa-live",
   "t": "google-recaptcha",
   "role": "Bot protection on the site's forms.",
   "detail": "v2 Invisible",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "google-sign-in",
   "role": "Login option of the web app, next to email and password.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "apple-app-store",
   "role": "Distributes the free iPhone and iPad app, released on 22 March 2026.",
   "detail": "",
   "since": "March 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "google-play",
   "role": "Distributes the free Android app, which shows more than 500 downloads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "stripe",
   "role": "Takes the monthly plan payments and the top-ups of the prepaid balance; TrustMRR reads the revenue from this account.",
   "detail": "Checkout, subscriptions, prepaid balance top-ups",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "glossa-live",
   "t": "google-ads",
   "role": "Paid search ads: the site reports signups as Google Ads conversions; an outside estimate put paid search at 24.5% of visits in May 2026.",
   "detail": "conversion tracking",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "meta-ads",
   "role": "The archived pages of June and September 2025 load the Meta pixel, which reports visits to Meta's ad platform; no source states ad spending.",
   "detail": "Meta pixel",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "product-hunt",
   "role": "Launch in September 2025 with 20 upvotes and 15 comments, as recorded by the tracker Indexator.ai.",
   "detail": "",
   "since": "September 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "cal-com",
   "role": "Books the 30-minute demo calls: the Book a Demo button opens its calendar on the company's subdomain meet.glossa.live.",
   "detail": "on meet.glossa.live",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "x",
   "role": "Company account since September 2025 for product news and usage figures, and the founder's own account for revenue posts; both have few followers.",
   "detail": "formerly Twitter",
   "since": "September 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "linkedin",
   "role": "Company page that publishes posts about church translation several times a week; 12 followers in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "youtube",
   "role": "Company channel linked from the site footer; the FAQ links to the company's tutorial video there.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "instagram",
   "role": "Company account linked from the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "tiktok",
   "role": "Company account linked from the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "facebook",
   "role": "Company page linked from the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "promptzone",
   "role": "The founder presented the product in a post there on 6 February 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "tawk-to",
   "role": "Support chat widget in the web app and host of the help center with 35 articles.",
   "detail": "chat widget and knowledge base",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "whatsapp",
   "role": "Contact channel on the home page for questions, next to email and Telegram.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "telegram",
   "role": "Contact channel on the home page for questions, next to email and WhatsApp.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "trustmrr",
   "role": "Publishes the revenue that it reads from the Stripe account through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "posthog",
   "role": "Product analytics in the web app, loaded by the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "sentry",
   "role": "Error tracking: the app script carries Sentry debug identifiers, which link errors to the source code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "google-tag-manager",
   "role": "Tag container on the site since at least June 2025; in October 2026 it loads Google Analytics events and Google Ads conversion tags.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "glossa-live",
   "t": "google-analytics",
   "role": "Web analytics, present on the archived page of 7 February 2025 and still loaded through the tag container in October 2026.",
   "detail": "Google Analytics 4",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "yandex-metrica",
   "role": "Web analytics counter with click map on the archived pages of June and September 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "cloudflare-web-analytics",
   "role": "Visitor-counting beacon on the archived pages of September and December 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "datafast",
   "role": "Web analytics script on the archived page of 16 April 2026; the page of October 2026 does not load it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "glossa-live",
   "t": "usercentrics",
   "role": "Cookie consent banner on the website.",
   "detail": "consent management platform",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "anthropic-api",
   "role": "Claude models ran every agent task at first; by mid-2026 the founder had moved many tasks to cheaper open-source models.",
   "detail": "Claude Opus 4.5 and 4.6; Sonnet and Haiku for some tasks",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$1 million a month; US$1.5 million in the month before the May 2026 interview",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "openai-api",
   "role": "Generates the video and image adverts of invented people that the advertising agent uploads to Meta.",
   "detail": "Sora 2 video model for the adverts; image generation",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "aws",
   "role": "Second route to language models: the company lists it for model execution fallback and model routing.",
   "detail": "Amazon Bedrock",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "fal",
   "role": "Generates video, image and audio media through several models, according to the company's list of subprocessors.",
   "detail": "video, image and audio models",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "claude-agent-sdk",
   "role": "Framework on which the agents are built: the model calls tools such as a code editor, an inbox or an advertising account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "claude",
   "role": "The founder writes Polsia's own code with it: Opus diagnoses a problem and proposes the fix.",
   "detail": "three Anthropic Max subscriptions; Opus model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$600 a month",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "codex",
   "role": "Second reviewer: the founder gives it Claude's diagnosis and proposed fix and asks for its opinion before he ships.",
   "detail": "one Codex Max subscription",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$200 a month",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "react",
   "role": "JavaScript library of Polsia's own web app, found in the app's code bundle.",
   "detail": "version 19.2.5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "vite",
   "role": "Build tool that bundles Polsia's web app; its module loader is in the app's code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "next-js",
   "role": "Framework of the app template that Polsia gives each customer company, as a reviewer found in an exported project.",
   "detail": "version 16, App Router; template named polsia-app-template",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "node-js",
   "role": "First base for customers' web apps: the engineering agent started each one as an open-ended Express app.",
   "detail": "Express",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "expo",
   "role": "Builds and distributes the mobile apps that agents make for customer companies.",
   "detail": "EAS builds",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "render",
   "role": "Hosts Polsia's platform and the web server of each customer company, under Polsia's own account.",
   "detail": "web services for the platform and for each customer company",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "polsia",
   "t": "neon",
   "role": "Hosts the PostgreSQL databases of the platform and of each customer company.",
   "detail": "PostgreSQL",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "github",
   "role": "Stores the code of each customer company; the engineering agent pushes its commits there and the web server deploys them.",
   "detail": "a repository for each customer company",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "blaxel",
   "role": "Sandboxes in which the agents run and customers' web apps are hosted; Blaxel shows Polsia's logo among its customers.",
   "detail": "sandboxes",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 0,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "sapiom",
   "role": "Main infrastructure partner for the agents: harness, sandbox, APIs, domain purchases, and rented GPUs that run cheaper models.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "anchor-browser",
   "role": "Cloud browser that the agents use to navigate websites; the app shows its live session in a frame.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "agentmail",
   "role": "Email service built for agents, which the founder said in May 2026 he had started to use; AgentMail lists Polsia among companies building on it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 0,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "postmark",
   "role": "Delivers transactional and outbound email and processes inbound email for the platform.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "cloudflare",
   "role": "Stores uploaded and generated files, including the advert videos; the app code and the public dashboard link to an R2 address.",
   "detail": "R2 object storage",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "polsia",
   "t": "browserbase",
   "role": "Cloud browser automation for agent tasks, according to the company's list of subprocessors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "hunter",
   "role": "Verifies email addresses before the outreach agent sends cold emails.",
   "detail": "listed as Hunter.io",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "zernio",
   "role": "Posts and schedules social media content on several platforms.",
   "detail": "listed as Late.dev",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "screenshotone",
   "role": "Makes automated screenshots of web pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "ipinfo",
   "role": "Looks up the rough location of an IP address, as an optional enrichment.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "composio",
   "role": "Handles the consent and connection when a customer links Google, Outlook or Slack accounts to the assistant.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "google-sign-in",
   "role": "Sign-up and sign-in; the onboarding agent takes the new user's name from it to research the person.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "meta-marketing-api",
   "role": "Platform on which the advertising agent creates, monitors and stops customers' campaigns; Polsia keeps 20% of each advertising budget.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "stripe",
   "role": "Takes subscriptions, credit purchases and daily advertising charges, and pays out customers' earnings; the app code loads Stripe.js.",
   "detail": "subscriptions, checkout, billing portal; Connect Express accounts for customers' payouts",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "x",
   "role": "Main channel: the founder ran the fundraising in public there in February 2026; the agents also post for each customer company from Polsia's account.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "linkedin",
   "role": "Second channel for the founder's public posts: the run-rate updates and the announcement of the US$30 million round.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "youtube",
   "role": "Company channel that, by the founder's post of October 2026, his AI launched by itself.",
   "detail": "channel @Polsia-logs",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "meta-ads",
   "role": "Paid ads for Polsia itself: the site reports sign-ups, trials and subscriptions to Meta through two pixels.",
   "detail": "Meta pixel and Conversions API on Polsia's own site",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "polsia",
   "t": "google-ads",
   "role": "Paid ads for Polsia itself: the site loads the Google Ads tag and reports registrations and trials as conversions.",
   "detail": "gtag.js conversion tracking",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "tiktok-ads",
   "role": "Paid ads for Polsia itself: the site loads the TikTok pixel and reports registrations, trials and checkouts.",
   "detail": "TikTok pixel",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "polsia",
   "t": "openai-ads-pixel",
   "role": "Paid ads for Polsia itself in OpenAI's ad product: the site loads its pixel to measure conversions.",
   "detail": "conversion pixel",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "applovin",
   "role": "Paid ads for Polsia itself on AppLovin's network: the app loads its pixel and reports purchases.",
   "detail": "Axon pixel",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "trustpilot",
   "role": "Review profile that the company claimed in August 2026; it answers reviews there and the app has a page for review invitations.",
   "detail": "",
   "since": "August 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "posthog",
   "role": "Product analytics of the web app, with feature flags and session recording.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "sentry",
   "role": "Error monitoring of the web app; the code bundle starts its SDK for the production release.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "google-analytics",
   "role": "Counts visits to Polsia's own site; the page source loads it only on Polsia's own hostnames.",
   "detail": "GA4",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "polsia",
   "t": "datadog",
   "role": "Server-side monitoring, by a developer comment in the page source about the company's Datadog account and its monitors kept as code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source"
  },
  {
   "s": "polsia",
   "t": "brex",
   "role": "Business bank account, named by the founder.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "trackai",
   "t": "revenuecat",
   "role": "Handles the subscriptions bought through both app stores and reports one revenue figure, which TrustMRR reads with an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "trackai",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and collects the subscription payments; Apple keeps a commission.",
   "detail": "",
   "since": "May 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 16,
   "how": "source"
  },
  {
   "s": "trackai",
   "t": "google-play",
   "role": "Distributes the Android app and collects the subscription payments; on the store under the founder's name by April 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "trackai",
   "t": "react-native",
   "role": "Framework for the iPhone and Android app, as listed in the founder's TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "trackai",
   "t": "framer",
   "role": "Visual site builder behind the marketing website, named in the page source in November 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "trackai",
   "t": "meta-ads",
   "role": "Tracking script on the website that reports visits to Meta's advertising system, present in November 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "trackai",
   "t": "tiktok-ads",
   "role": "Tracking script on the website that reports visits to TikTok's advertising system, present in November 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "trackai",
   "t": "tiktok",
   "role": "Company account for short videos, linked from the website; 46 videos and 1,948 followers in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "trackai",
   "t": "instagram",
   "role": "Company account linked from the website; its content was not read.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "trackai",
   "t": "facebook",
   "role": "Company page linked from the website; its content was not read.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "trackai",
   "t": "google-analytics",
   "role": "Website analytics; TrustMRR reads the visitor count from it through the API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source",
   "seen": "2026-10-13"
  },
  {
   "s": "trackai",
   "t": "trustmrr",
   "role": "Publishes the revenue read from the RevenueCat account; it also carried the listing that offered the business for sale from July 2026.",
   "detail": "",
   "since": "July 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "groq",
   "role": "Runs the Whisper speech model that transcribes users' audio in the cloud, and the text clean-up step, with zero data retention.",
   "detail": "Whisper",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "electron",
   "role": "Listed by the founder on TrustMRR as part of the app's frontend stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "react",
   "role": "Listed by the founder on TrustMRR as part of the app's frontend stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "react-native",
   "role": "Listed by the founder on TrustMRR as part of the frontend stack, used for the phone apps.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "kotlin",
   "role": "Listed by the founder on TrustMRR as part of the app's frontend stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "swiftui",
   "role": "Listed by the founder on TrustMRR as part of the app's frontend stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "framer",
   "role": "Built and hosted the website of more than 1,000 pages until the founder moved it into his own code.",
   "detail": "",
   "since": "",
   "until": "September 2026",
   "rt": "",
   "rtName": "",
   "cost": "US$250 a month",
   "grade": "C",
   "src": 20,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "next-js",
   "role": "The current website's page source loads Next.js assets.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "voicy",
   "t": "cloudflare",
   "role": "Serves the website; its email-protection script appears in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "voicy",
   "t": "chrome-web-store",
   "role": "Distributes the Chrome extension, the first form of the product, to 10,000 users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app, linked from the company's home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "google-play",
   "role": "Distributes the Android app, linked from the company's home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "sign-in-with-microsoft",
   "role": "Lets users log in to Voicy with a Microsoft account, added in version 2.3.3.",
   "detail": "",
   "since": "July 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "stripe",
   "role": "Takes the subscription, yearly and lifetime payments that TrustMRR verifies.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "google-search",
   "role": "Brings 20,000 to 25,000 clicks a month to the site's search pages, the founder's main channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 19,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "youtube",
   "role": "The founder's channel, linked from the site, reached 15,000 subscribers after 100 videos.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 26,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "x",
   "role": "The founder posts Voicy's numbers and updates on X, where the product has its own account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 19,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "linkedin",
   "role": "The company has a LinkedIn page, linked from its home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "cal-com",
   "role": "Books sales calls for the Team plan through a link on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "google-tag-manager",
   "role": "Loads tracking tags on the website; its container appears in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "voicy",
   "t": "microsoft-clarity",
   "role": "The founder checks it to see where visitors leave the site, as part of raising the conversion rate.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 21,
   "how": "source"
  },
  {
   "s": "voicy",
   "t": "trustmrr",
   "role": "Publishes Voicy's revenue, MRR and subscriptions, read from Stripe through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "superpower-chatgpt",
   "t": "chrome-web-store",
   "role": "Lists and distributes the extension. It marked it as Featured in August 2023, and every update must pass its review.",
   "detail": "",
   "since": "December 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 10,
   "how": "source"
  },
  {
   "s": "superpower-chatgpt",
   "t": "firefox-add-ons",
   "role": "Distributes the Firefox version of the extension, listed since January 2023.",
   "detail": "",
   "since": "January 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "superpower-chatgpt",
   "t": "chatgpt",
   "role": "The host web app that the extension adds features to; the user's own ChatGPT account supplies the AI answers.",
   "detail": "",
   "since": "December 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "superpower-chatgpt",
   "t": "beehiiv",
   "role": "Sends Superpower Daily, the AI newsletter whose sponsors paid US$100,000 to US$150,000 a year by November 2023.",
   "detail": "Superpower Daily newsletter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 6,
   "how": "source"
  },
  {
   "s": "superpower-chatgpt",
   "t": "stripe",
   "role": "Takes the payments, according to the pricing page; the home page links to a Stripe payment page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "superpower-chatgpt",
   "t": "aws",
   "role": "Backend services that the founder named among his tools in spring 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "superpower-chatgpt",
   "t": "github",
   "role": "Holds the code. The early versions were public from April 2023, so that users could read the code before installing.",
   "detail": "",
   "since": "April 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "superpower-chatgpt",
   "t": "google-analytics",
   "role": "Measures use of the product and website, as the founder said in spring 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "superpower-chatgpt",
   "t": "google-search-console",
   "role": "Measures search traffic to the website, as the founder said in spring 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "superpower-chatgpt",
   "t": "discord",
   "role": "Hosts the user community for updates and fast support, almost 2,000 users in spring 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "superpower-chatgpt",
   "t": "reddit",
   "role": "A community channel, the r/spchatgpt forum, that the founder used for product research.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "superpower-chatgpt",
   "t": "x",
   "role": "The company account @spchatgpt posts feature updates and the founder's story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "superpower-chatgpt",
   "t": "indie-hackers",
   "role": "The founder published his story there in July 2026 and linked it from X.",
   "detail": "",
   "since": "July 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "superpower-chatgpt",
   "t": "javascript",
   "role": "The language of the extension's code, as GitHub's record of the public repository shows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "nichesss",
   "t": "openai-api",
   "role": "Writes every text the app produces, from examples of good copy plus the user's form answers.",
   "detail": "GPT-3 for all text; DALL-E 2 images added to the deal by December 2022",
   "since": "November 2020",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$2,000 a month for AI generation (interview published January 2022)",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "nichesss",
   "t": "appsumo",
   "role": "Sells the US$59 lifetime deal and brought most new users, including US$100,000 in the first month.",
   "detail": "marketplace lifetime deal, US$59",
   "since": "January 2021",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "30% of each sale, or 50% for a better position",
   "grade": "A",
   "src": 8,
   "how": "source"
  },
  {
   "s": "nichesss",
   "t": "meta-ads",
   "role": "Paid traffic that tested the first tool and brought the first buyers before the AppSumo launch.",
   "detail": "Facebook ads; the site also loads the Facebook Pixel",
   "since": "December 2020",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "nichesss",
   "t": "google-ads",
   "role": "Paid search ads used with Facebook ads to get the first sales.",
   "detail": "",
   "since": "December 2020",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "nichesss",
   "t": "facebook",
   "role": "A user group where buyers talk to each other and tell the founder which features to build next.",
   "detail": "Facebook Group of almost 10,000 members",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "nichesss",
   "t": "google-analytics",
   "role": "Shows where users come from, by country and by traffic source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "nichesss",
   "t": "segment",
   "role": "Sends events from the app to ad platforms such as Facebook and Google for targeted ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "nichesss",
   "t": "june",
   "role": "Shows the most active users, where users get stuck and which features they use most.",
   "detail": "june.so product analytics",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "nichesss",
   "t": "product-hunt",
   "role": "Launch site where the product reached second place of the day with votes from its user community.",
   "detail": "",
   "since": "2021",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "nichesss",
   "t": "x",
   "role": "The founder's posts on X brought the first sale and his access to GPT-3.",
   "detail": "",
   "since": "December 2020",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "nichesss",
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  {
   "s": "llm-gateway",
   "t": "openai-api",
   "role": "One of the providers to which the gateway routes requests.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "llm-gateway",
   "t": "anthropic-api",
   "role": "One of the providers to which the gateway routes requests.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 2,
   "how": "source"
  },
  {
   "s": "llm-gateway",
   "t": "google-gemini-api",
   "role": "One of the providers to which the gateway routes requests.",
   "detail": "Google AI Studio",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "llm-gateway",
   "t": "mistral-ai",
   "role": "One of the providers to which the gateway routes requests.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "llm-gateway",
   "t": "deepseek",
   "role": "One of the providers to which the gateway routes requests.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 2,
   "how": "source"
  },
  {
   "s": "llm-gateway",
   "t": "xai-api",
   "role": "Serves xAI's video model through the gateway.",
   "detail": "Grok Imagine Video 1.5 Lite",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 11,
   "how": "source"
  },
  {
   "s": "llm-gateway",
   "t": "perplexity-api",
   "role": "Serves web search results through the gateway's /v1/search endpoint.",
   "detail": "Search API",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "llm-gateway",
   "t": "microsoft-azure",
   "role": "Serves Microsoft's Decision-1 model through the gateway's /v1/decisions endpoint.",
   "detail": "Decision-1",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 11,
   "how": "source"
  },
  {
   "s": "calyra",
   "t": "revenuecat",
   "role": "Manages the App Store and Google Play subscriptions and supplies the revenue data that TrustMRR verifies.",
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   "rt": "",
   "rtName": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "calyra",
   "t": "trustmrr",
   "role": "Publishes the RevenueCat-verified revenue and carries the sale listing at US$1,500,000 from 6 October 2026.",
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   "since": "",
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   "rt": "",
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   "how": "source"
  },
  {
   "s": "calyra",
   "t": "apple-app-store",
   "role": "Sells the iPhone and iPad app and its monthly and yearly subscriptions.",
   "detail": "In-App Purchase",
   "since": "August 2025",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 2,
   "how": "source"
  },
  {
   "s": "calyra",
   "t": "google-play",
   "role": "Sells the Android app and its in-app subscriptions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 9,
   "how": "source"
  },
  {
   "s": "calyra",
   "t": "tiktok",
   "role": "The only marketing channel that the owner lists on the TrustMRR profile; the videos and their cost were not seen.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "calyra",
   "t": "vercel",
   "role": "Hosts the company website nutriatech.com.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "calyra",
   "t": "notion",
   "role": "Hosts the app's public terms of use, linked from the App Store listing.",
   "detail": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "chatgpt",
   "role": "One of six AI engines that receive the customers' prompts; the product reads each answer for brand mentions and cited sources.",
   "detail": "OpenAI; whether through the API or the app is not stated",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "perplexity",
   "role": "One of six AI engines that receive the customers' prompts; the product reads each answer for brand mentions and cited sources.",
   "detail": "Perplexity AI; access method not stated",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "google-ai-mode",
   "role": "One of six AI engines that receive the customers' prompts; the product reads each answer for brand mentions and cited sources.",
   "detail": "with AI Overviews; access method not stated",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "claude",
   "role": "One of six AI engines that receive the customers' prompts; the product reads each answer for brand mentions and cited sources.",
   "detail": "Anthropic; access method not stated",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "gemini",
   "role": "One of six AI engines that receive the customers' prompts; the product reads each answer for brand mentions and cited sources.",
   "detail": "Google; access method not stated",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "grok",
   "role": "One of six AI engines that receive the customers' prompts; the product reads each answer for brand mentions and cited sources.",
   "detail": "xAI; access method not stated",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "stripe",
   "role": "Takes the subscription payments; connected to TrustMRR by API key, without a merchant of record.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscriptions of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "google-analytics",
   "role": "Measures website traffic; connected to TrustMRR, which shows 16,645 visitors in 30 days.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "google-search-console",
   "role": "Measures the website's Google search impressions and clicks; connected to TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "posthog",
   "role": "Product analytics on the website and the app, which share one PostHog project and cookie.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source",
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  },
  {
   "s": "rank-prompt",
   "t": "astro",
   "role": "Web framework of the public marketing website, visible in the page source.",
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   "since": "",
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   "rt": "",
   "rtName": "",
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   "src": 12,
   "how": "source",
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  },
  {
   "s": "rank-prompt",
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   "role": "Hosts the website; Netlify edge functions set the visitor's country and run page experiments.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "rank-prompt",
   "t": "customer-io",
   "role": "Messaging platform whose assets the website preloads; the exact use is not stated.",
   "detail": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "partnerstack",
   "role": "Runs the affiliate and partner program that pays agencies 30% of each referred client's payments.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "pr-newswire",
   "role": "Distributed the launch press release from Miami on 16 June 2025.",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "linkedin",
   "role": "Company page with 706 followers where it posts about AI visibility and advertised a job opening.",
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   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "g2",
   "role": "Review listing shown on the home page through a G2 review widget.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "youtube",
   "role": "Company channel linked from the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "rank-prompt",
   "t": "calendly",
   "role": "Books sales calls for enterprise buyers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "anthropic-api",
   "role": "Runs all of ChatSEO's agents for analysis, research and writing, reached through the Vercel AI Gateway.",
   "detail": "Claude models",
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   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "vercel-ai-gateway",
   "role": "Routes every model request from the product to Anthropic and Perplexity.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "perplexity-api",
   "role": "Its Sonar model answers the web search feature only.",
   "detail": "Sonar",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "voyage-ai",
   "role": "Makes the vector embeddings that serve as memory across conversations.",
   "detail": "embeddings",
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   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "hetzner",
   "role": "Hosts the servers that hold all service data, in Germany.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "google-search-console",
   "role": "Supplies each customer's clicks, impressions and positions through read-only access; the product is built on this data.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "dataforseo",
   "role": "Provides keyword research, search-result and backlink data.",
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   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
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   "role": "Reads the content of public web pages, self-hosted on the company's servers at Hetzner.",
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   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "sentry",
   "role": "Monitors technical errors in the service.",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "flagsmith",
   "role": "Manages feature flags, which switch features on or off for users.",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
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   "t": "github",
   "role": "Holds the code; TrustMRR reads its activity, 2,667 contributions in the last year.",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "how": "source"
  },
  {
   "s": "chatseo",
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   "role": "Takes the subscription payments; TrustMRR reads the revenue figures from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "trustmrr",
   "role": "Publishes ChatSEO's Stripe-verified revenue, MRR, subscriptions and visitor figures.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "google-analytics",
   "role": "Measures the website's visitors; TrustMRR reads 43,776 visitors in 30 days from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "chatseo",
   "t": "mixpanel",
   "role": "Records product usage events, after the user's consent.",
   "detail": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "meta-ads",
   "role": "Tracks page views and conversion events for marketing, after the user's consent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "resend",
   "role": "Sends the transactional email to users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "customer-io",
   "role": "Sends marketing email based on usage events, after the user's consent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "crisp",
   "role": "Runs the customer support chat.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "tolt",
   "role": "Tracks referrals for the affiliate program, which pays 30% of each subscription for life.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatseo",
   "t": "x",
   "role": "The co-founders and the company post SEO guides and launch videos on X that link to the free trial.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 19,
   "how": "source"
  },
  {
   "s": "fastwrite-io",
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   "role": "One of the language model providers for text suggestions and the AI advisor, chosen by function and availability.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "fastwrite-io",
   "t": "google-gemini-api",
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   "detail": "Gemini",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "fastwrite-io",
   "t": "anthropic-api",
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   "detail": "Claude",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "fastwrite-io",
   "t": "voyage-ai",
   "role": "Reranks search results so that the most relevant passages from the student's documents come first.",
   "detail": "reranking",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "fastwrite-io",
   "t": "pinecone",
   "role": "Vector database that stores the uploaded documents so that passages can be found by meaning.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "fastwrite-io",
   "t": "appwrite",
   "role": "Backend, login and database, with the data center in Frankfurt.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "fastwrite-io",
   "t": "vercel",
   "role": "Hosts the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "fastwrite-io",
   "t": "webflow",
   "role": "Hosts the marketing website, according to the privacy policy of September 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "fastwrite-io",
   "t": "google-cloud",
   "role": "Listed by the founders as part of the backend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 10,
   "how": "source"
  },
  {
   "s": "visualizee-ai",
   "t": "vercel",
   "role": "Hosts the web app, part of the founder's standard stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "visualizee-ai",
   "t": "claude-code",
   "role": "AI coding tool that writes most of the code while the founder decides what to build.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "visualizee-ai",
   "t": "product-hunt",
   "role": "Site of the first public launch: 4,000 visitors and 200 signups in four days, but almost no revenue.",
   "detail": "",
   "since": "September 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "visualizee-ai",
   "t": "x",
   "role": "The founder posts Visualizee's numbers and lessons there in public, to about 1,041 followers.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "visualizee-ai",
   "t": "promotekit",
   "role": "Runs the affiliate program linked from the site; the founder says he barely promoted it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "visualizee-ai",
   "t": "google-analytics",
   "role": "Measured site traffic until the founder dropped it because EU consent rules made the data useless; he moved to an unnamed cookieless tool.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "visualizee-ai",
   "t": "ksef",
   "role": "Receives the company's electronic invoices; the founder automated the invoicing, including this system.",
   "detail": "Polish national e-invoice system",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "visualizee-ai",
   "t": "discord",
   "role": "Community server for users, linked from the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "visualizee-ai",
   "t": "youtube",
   "role": "Company video channel linked from the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "visualizee-ai",
   "t": "tiktok",
   "role": "Company video account linked from the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "visualizee-ai",
   "t": "instagram",
   "role": "Company account linked from the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "visualizee-ai",
   "t": "pinterest",
   "role": "Company account linked from the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "stripe",
   "role": "Takes the subscription and credit-pack payments; TrustMRR reads the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "trustmrr",
   "role": "Publishes the revenue, MRR and active subscriptions verified from Stripe; the startup is not listed for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "byteplus",
   "role": "Provides the Seedance video models; Koe 2.0 was announced as available exclusively with Seedance 2.0 models.",
   "detail": "Seedance 2.0",
   "since": "April 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "kling",
   "role": "Premium video models on the paid plans, added in April 2026; no source says through which provider Koe reaches them.",
   "detail": "Kling 3.0, Kling O3, Kling Omni v3",
   "since": "April 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "lightricks-ltx",
   "role": "The entry video model; a 6-second scene costs about 60 credits for motion plus 20 for its start frame.",
   "detail": "LTX 2.3 Pro",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "openai-api",
   "role": "Listed among the AI model providers for frames, videos, audio and assistant answers; the model is not named.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "anthropic-api",
   "role": "Listed among the AI model providers for frames, videos, audio and assistant answers; the model is not named.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "fal",
   "role": "Listed among the AI model providers; the policy does not say which models Koe runs through fal.ai.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "elevenlabs",
   "role": "Listed among the AI model providers for frames, videos, audio and assistant answers; the model is not named.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "supabase",
   "role": "Stores account data and signs users in.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "vercel",
   "role": "Hosts the apps and servers, together with Railway.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "koe",
   "t": "railway",
   "role": "Hosts the apps and servers, together with Vercel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "cloudflare-r2",
   "role": "Stores the users' media and serves it through the Cloudflare network.",
   "detail": "with the Cloudflare CDN",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "posthog",
   "role": "Measures how users use the product's features.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "sentry",
   "role": "Records errors so that problems in the service can be diagnosed.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "meta-ads",
   "role": "Measures whether Koe's ads bring authors to the book-season program; a hashed email is sent to Meta for matching.",
   "detail": "with the Conversions API",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "product-hunt",
   "role": "Launch site for Koe, AI Film Studio on 10 April 2026: 6 upvotes and 68th place of the day.",
   "detail": "",
   "since": "April 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "x",
   "role": "The founder and the company post demos, new models and the July 2026 MRR milestone; the posts had 18 to 388 views.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "discord",
   "role": "Community server linked from the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "koe",
   "t": "reddit",
   "role": "A subreddit, r/koe_sh, linked from the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "stripe",
   "role": "Takes the subscription and credit payments; TrustMRR reads its records through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "trustmrr",
   "role": "Publishes the business's Stripe-verified revenue, monthly recurring revenue and subscription count.",
   "detail": "",
   "since": "January 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "fashn",
   "role": "Powers the virtual try-on that shows an uploaded garment on the user's AI persona.",
   "detail": "virtual try-on model",
   "since": "May 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "google-gemini-api",
   "role": "Runs the photo editor and the combining of products or clothing with the persona, according to a user's guide.",
   "detail": "Nano Banana image model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "posthog",
   "role": "Tracks how many users of the free trial added in October 2025 go on to pay.",
   "detail": "",
   "since": "October 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "there-s-an-ai-for-that",
   "role": "AI tool directory; the founder says it brought more visitors in one day than all other sources in 14 days.",
   "detail": "",
   "since": "May 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "uneed",
   "role": "Launch directory where the product was launched in its first week.",
   "detail": "",
   "since": "May 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "product-hunt",
   "role": "Launch platform where the product was launched on 1 July 2025.",
   "detail": "",
   "since": "July 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "outbid",
   "role": "A paid daily ad board; the founder bought the top place for one day.",
   "detail": "",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$310",
   "grade": "C",
   "src": 20,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "next-js",
   "role": "The web framework of the site; its pages load their scripts from Next.js paths.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "the-influencer-ai",
   "t": "vercel",
   "role": "Builds and hosts the website, as far as an October 2025 founder post about failing builds during a cloud outage shows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "the-influencer-ai",
   "t": "google-analytics",
   "role": "Measures site visits through the Google tag loaded on the site's pages.",
   "detail": "Google tag (gtag.js)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "the-influencer-ai",
   "t": "rewardful",
   "role": "Tracks referrals for the affiliate program that pays 25% of each payment for a year.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "the-influencer-ai",
   "t": "discord",
   "role": "Hosts the company's community server for customers, linked from the home and pricing pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "futurepedia",
   "role": "AI tool directory that lists the product; the home page links to the listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "x",
   "role": "The founder and the company account announce launches and new features on X.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "instagram",
   "role": "The company has an Instagram account, linked from its site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "the-influencer-ai",
   "t": "youtube",
   "role": "The company has a YouTube channel, linked from its site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "pet-plus-us",
   "t": "openai-api",
   "role": "Generates the portraits from the customer's photos and the chosen look, and screens uploads for harmful content.",
   "detail": "model not named",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "pet-plus-us",
   "t": "vercel",
   "role": "Hosts the site and stores customers' photos and portraits in private file storage.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "pet-plus-us",
   "t": "stripe",
   "role": "Takes the card payments for portraits, gifts and keepsakes; TrustMRR reads the verified revenue from this account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "pet-plus-us",
   "t": "resend",
   "role": "Sends customers their portraits and order links by email.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "pet-plus-us",
   "t": "posthog",
   "role": "Records usage events and session recordings to show where people give up in the studio.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "pet-plus-us",
   "t": "meta-ads",
   "role": "Paid ads on Facebook and Instagram bring the buyers; the founder says the sales are one-time purchases from ads.",
   "detail": "Facebook and Instagram ads, pixel plus server-side events for previews, checkouts and payments",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "pet-plus-us",
   "t": "trustmrr",
   "role": "Shows the Stripe-verified revenue publicly and lists the business for sale at US$75,000.",
   "detail": "",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "pet-plus-us",
   "t": "cloudflare-registrar",
   "role": "Registered the pet-plus-us.com domain on 19 August 2026.",
   "detail": "domain registration",
   "since": "August 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "stripe",
   "role": "Takes the subscription payments for both products through one Stripe account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "trustmrr",
   "role": "Shows the Stripe-verified revenue in public and hosts the listing that offers the business for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "openai-api",
   "role": "Supplies language models for the generation; the founder's tech stack lists it without naming a model.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "anthropic-api",
   "role": "Supplies language models for the generation; the founder's tech stack lists it without naming a model.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "next-js",
   "role": "Main web framework of the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "appalchemy",
   "t": "react",
   "role": "Main frontend library, used with Next.js.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "cursor",
   "role": "AI code editor that he used to write the product; on 25 June 2025 he moved to the Cursor Ultra plan.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$20 a month (July 2025)",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "vercel",
   "role": "Hosts the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$40 a month (July 2025)",
   "grade": "C",
   "src": 4,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "appalchemy",
   "t": "firebase",
   "role": "Login and database in July 2025; still listed as a backend in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "supabase",
   "role": "Backend service listed next to Firebase in the October 2026 profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "chakra-ui",
   "role": "UI component library that he uses to build screens faster.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "ant-design",
   "role": "UI component library that he uses to build screens faster.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "react-native",
   "role": "The app builder writes each customer's iOS and Android app as React Native code.",
   "detail": "",
   "since": "July 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "reddit",
   "role": "Main channel for the first customers: useful posts in many related subreddits, with the product link in the middle.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "instagram",
   "role": "Influencer posts on Instagram brought customers after Reddit.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "x",
   "role": "Influencer posts on X, then called Twitter, brought customers after Reddit; his own account had about 100 followers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "appalchemy",
   "t": "google-sign-in",
   "role": "Lets users create an account and sign in with a Google account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "stripe",
   "role": "Takes the payments; TrustMRR reads FounderPal's revenue from the Stripe account through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "trustmrr",
   "role": "Shows FounderPal's Stripe-verified revenue in public.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "openai-api",
   "role": "Writes the marketing strategies from long prompts; the founders chose GPT-4 although cheaper models existed.",
   "detail": "GPT-4",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$1 per strategy",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "bubble",
   "role": "No-code builder of the web app; in the first version it was also the back end.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$32 a month",
   "grade": "C",
   "src": 4,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "founderpal",
   "t": "xano",
   "role": "Back end of the app after Bubble introduced workload-based pricing, because the free tools caused high usage.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "convertkit",
   "role": "Email marketing to users and leads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "resend",
   "role": "Sends email; the founder lists it with ConvertKit for email marketing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "plausible",
   "role": "Website analytics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "senja",
   "role": "Collects customer testimonials that the site shows as social proof.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "tella",
   "role": "Records the founders' videos.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "product-hunt",
   "role": "Launch site for the free tools and the paid product; the full platform was 13th of the day on 3 February 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "x",
   "role": "The founders' accounts announce each free tool and product; the founder says it is not the main channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "reddit",
   "role": "One of the sites where each new free tool is launched.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "hacker-news",
   "role": "One of the sites where each new free tool is launched.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "youtube",
   "role": "A video about each new free tool, to bring visitors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "google-search",
   "role": "The main source of customers in 2024, through free tools that rank in search.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "uneed",
   "role": "Directory where the founders tried pay-per-click ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "tiktok",
   "role": "Tried as a marketing channel; the founder does not say whether it worked.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "founderpal",
   "t": "tolt",
   "role": "Affiliate tracking script loaded by the website, which has an affiliate page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 17,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "founderpal",
   "t": "tinymce",
   "role": "Rich-text editor library loaded by the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 17,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "openai-api",
   "role": "GPT models read the screenshot and write the code; the first version also used DALL-E for images.",
   "detail": "GPT-4 Vision and DALL-E at launch, later GPT-4 Turbo and GPT-4o, in 2026 GPT-5.5 and GPT-5.4 Mini",
   "since": "November 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "anthropic-api",
   "role": "Claude models write the code in some generation variants and turned screen recordings into prototypes from March 2024.",
   "detail": "Claude 3 Opus for video in March 2024, Claude 3.5 Sonnet from June 2024, Claude Opus 4.8 and Opus 5 in 2026",
   "since": "March 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "google-gemini-api",
   "role": "Gemini models are the default code writers in 2026; they also extract real logos and images from the screenshot and run video mode.",
   "detail": "Gemini 3 Flash Preview and Gemini 3.1 Pro Preview",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "replicate",
   "role": "Generates images, removes backgrounds and edits images for the generated pages.",
   "detail": "z-image-turbo",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "stripe",
   "role": "Takes the payments: first a payment link for 100 generations at US$15, then monthly and yearly subscriptions.",
   "detail": "",
   "since": "December 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "trustmrr",
   "role": "Verifies the Stripe revenue in public and carries the sale listing at US$38,000.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "render",
   "role": "Hosts the backend server that the web app calls, at backend-screenshot-to-code.onrender.com, since at least December 2023.",
   "detail": "",
   "since": "December 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "screenshotone",
   "role": "An outside API that captures a screenshot from a web address; its maker wrote that his sign-ups jumped because of this tool.",
   "detail": "",
   "since": "November 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 10,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "plausible",
   "role": "Counts site visits and tagged clicks, such as the Open in Codepen button.",
   "detail": "",
   "since": "December 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "screenshot-to-code",
   "t": "google-ads",
   "role": "The home page loads a Google Ads tag, ID AW-16649848443, used to measure conversions from Google ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "clerk",
   "role": "Handles sign-up and login in the hosted app today; the first paid version in December 2023 had no accounts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "posthog",
   "role": "Product analytics inside the hosted app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "intercom",
   "role": "Support chat with customers; the founder wrote in July 2024 that many of them are not native English speakers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "sentry",
   "role": "Reports errors from the hosted web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 15,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "canny",
   "role": "A public board where users post feature requests, linked from the app since December 2023.",
   "detail": "",
   "since": "December 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "github",
   "role": "Hosts the open-source repository, 80,363 stars by October 2026, which the founder says drives steady organic traffic to the paid version.",
   "detail": "",
   "since": "November 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "hacker-news",
   "role": "The Show HN launch on 16 November 2023 reached the front page with 358 points; a second Show HN in March 2024 showed video to code.",
   "detail": "",
   "since": "November 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "x",
   "role": "The founder announced the tool, revenue milestones, model updates and a 2024 sale offer in his posts.",
   "detail": "",
   "since": "November 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "fastapi",
   "role": "The backend web framework of the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "react",
   "role": "The frontend library of the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "vite",
   "role": "Builds and serves the React frontend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "python",
   "role": "The main language of the repository and the backend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "poetry",
   "role": "The founder's package manager for the Python backend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "playwright",
   "role": "Runs a headless Chromium browser so the agent can render its generated page and visually check its work.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "claude-code",
   "role": "Anthropic's coding agent wrote some 2026 commits; they carry the author address noreply@anthropic.com and a Claude Code session link.",
   "detail": "",
   "since": "January 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "screenshot-to-code",
   "t": "sweep-ai",
   "role": "An AI coding bot account on GitHub made 23 of the repository's counted commits.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "iacrea",
   "t": "stripe",
   "role": "Takes the card payments for subscriptions and credits.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "iacrea",
   "t": "vercel",
   "role": "Hosts the website; its responses carry the header 'server: Vercel'.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "iacrea",
   "t": "supabase",
   "role": "Stores the videos and media files that the website loads, as its page source shows.",
   "detail": "Storage",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "iacrea",
   "t": "next-js",
   "role": "Web framework of the site; its archived 2023 pages load scripts from the /_next/static/ path that Next.js uses.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source",
   "seen": "2026-10-14"
  },
  {
   "s": "iacrea",
   "t": "apple-app-store",
   "role": "Distributes the IACrea iPhone app that takes and enhances property photos and scans 2D floor plans.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "iacrea",
   "t": "google-play",
   "role": "Distributes the IACrea app for Android phones.",
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  },
  {
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  {
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  {
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   "s": "traxy-ai",
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  {
   "s": "traxy-ai",
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  },
  {
   "s": "traxy-ai",
   "t": "astro",
   "role": "Web framework of the marketing site, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "traxy-ai",
   "t": "posthog",
   "role": "Product and website analytics, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "traxy-ai",
   "t": "google-analytics",
   "role": "Website analytics through the Google tag, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "traxy-ai",
   "t": "google-tag-manager",
   "role": "Loads the site's tracking tags, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "traxy-ai",
   "t": "tolt",
   "role": "Tracks referrals for the affiliate and partner programs, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "traxy-ai",
   "t": "google-ads",
   "role": "A Google Ads conversion tag on the website, visible in the page source; no source states the ad spend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "supergrow",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR read Supergrow's revenue from this Stripe account through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "supergrow",
   "t": "trustmrr",
   "role": "Showed Supergrow's Stripe revenue publicly until the last sync on 28 February 2026, after which the key expired.",
   "detail": "",
   "since": "",
   "until": "February 2026",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "supergrow",
   "t": "rockethub",
   "role": "Sold the lifetime deal that brought in US$65,000 and paid for growth without outside funding.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "supergrow",
   "t": "product-hunt",
   "role": "Subscription pricing launched there with a US$1 first month for visitors; it reached #1 Product of the Week.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "supergrow",
   "t": "linkedin",
   "role": "The founders' posts on LinkedIn brought the first customers; the product publishes to LinkedIn, the platform it depends on.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "supergrow",
   "t": "x",
   "role": "The founders posted progress and monthly revenue reports there, which drew customers, the deal platform and investors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "supergrow",
   "t": "intercom",
   "role": "Support chat; the founders answered customers on it every day after the lifetime deal and used it for in-app feedback prompts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "supergrow",
   "t": "canny",
   "role": "Collected and ranked users' feature requests once there were too many to manage in Intercom.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "supergrow",
   "t": "microsoft-clarity",
   "role": "Session recordings and heat maps of how users moved through the product; its script is also on the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 23,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "supergrow",
   "t": "mixpanel",
   "role": "Product analytics on which features people used; its script is also on the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 23,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "supergrow",
   "t": "posthog",
   "role": "Analytics script loaded on the company website, as the page source shows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 23,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "supergrow",
   "t": "tolt",
   "role": "Runs the affiliate program that pays partners 30% of each renewal; its script is in the affiliate page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "supergrow",
   "t": "next-js",
   "role": "The company website is built with Next.js, as its page source shows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 23,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "supergrow",
   "t": "incident-io",
   "role": "Hosts the public status page that reports outages, linked from the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 23,
   "how": "source"
  },
  {
   "s": "supergrow",
   "t": "wework",
   "role": "The partnership's registered office is in a WeWork building in Bangalore, according to the register copy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "supergrow",
   "t": "claude-connector-directory",
   "role": "Lists Supergrow's MCP connection, so Claude users can find and add it; the founder submitted it in September 2026.",
   "detail": "",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from Stripe through an API key, which has since expired.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription counts; the last sync was on 29 June 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "anthropic-api",
   "role": "Listed as a model provider in the founder's technology list; no source says which model or for which feature.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "openai-api",
   "role": "Listed as a model provider in the founder's technology list; no source says which model or for which feature.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "next-js",
   "role": "Listed as the frontend framework in the founder's technology list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "adspirer",
   "t": "fastapi",
   "role": "Listed in the backend of the founder's technology list; a Python framework for web APIs.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "graphql",
   "role": "Listed in the backend of the founder's technology list; a query language for APIs.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "github-actions",
   "role": "Listed in the founder's technology list; runs automated build and deployment jobs.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "google-cloud",
   "role": "Listed as the backend cloud provider in the founder's technology list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "docker",
   "role": "Listed in the backend of the founder's technology list; packages the services as containers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "redis",
   "role": "Listed in the backend of the founder's technology list; an in-memory data store.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "clerk",
   "role": "Listed in the backend of the founder's technology list; a user sign-in and account service.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "twilio",
   "role": "Listed in the backend of the founder's technology list; a messaging service. No source says what it sends.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "datadog",
   "role": "Listed in the backend of the founder's technology list; monitors servers and application errors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "bluerock",
   "role": "Gives visibility, policy enforcement and control over the agents' actions across Adspirer's MCP infrastructure, from build time to runtime.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 12,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "mintlify",
   "role": "Hosts the product documentation, which has its own search and an llms.txt file for AI agents.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "github",
   "role": "Hosts the public MIT-licensed repository with the plugins and skills for Claude Code and Cursor.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "openai-apps-sdk",
   "role": "Used to build the ChatGPT app, submitted to OpenAI's review with 36 annotated tools.",
   "detail": "",
   "since": "December 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "chatgpt-plugin-directory",
   "role": "Lists the Adspirer app inside ChatGPT; signing in during the install creates the free account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "claude-plugin-directory",
   "role": "Anthropic's directory lists the Adspirer Ads Agent plugin for Claude Code, with 2,950 installs by October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 7,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "youtube",
   "role": "Hosts the founder's demo video on creating Google Ads campaigns from Claude Code.",
   "detail": "",
   "since": "February 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "luma",
   "role": "Event page for a session the founder hosted on building an AI marketing stack with OpenClaw.",
   "detail": "",
   "since": "February 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "google-ads-api",
   "role": "Carries every Google Ads action of the product; the company says Google approved it at the agency level in June 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "adspirer",
   "t": "amazon-ads-partner-network",
   "role": "Partner program that admitted Adspirer in June 2026, which brought Amazon Ads campaigns to the product.",
   "detail": "",
   "since": "June 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue figures from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "trustmrr",
   "role": "Shows the business's Stripe-verified revenue publicly and lists the business for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "openrouter",
   "role": "Routes the product's AI requests to model providers, with fallback to another provider; no source names the models.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "firebase",
   "role": "Hosts the product and its database.",
   "detail": "Google Cloud",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "next-js",
   "role": "Framework of the web app's frontend, as listed in the founder-entered tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "lancer-app",
   "t": "typescript",
   "role": "Programming language of the frontend, as listed in the founder-entered tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "node-js",
   "role": "Runtime of the backend, as listed in the founder-entered tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "elasticsearch",
   "role": "Search engine in the backend, as listed in the founder-entered tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "posthog",
   "role": "Measures how customers use the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "datafast",
   "role": "Measures visits to the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "lancer-app",
   "t": "google-ads",
   "role": "Measures conversions from advertising, as listed among the subprocessors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "intercom",
   "role": "Runs the customer support chat and the help center.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "resend",
   "role": "Sends the transactional and marketing email.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "cal-com",
   "role": "Books calls with prospects and customers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "linkedin",
   "role": "The founder found the first users with a LinkedIn post asking for beta testers, and kept posting there.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "lancer-app",
   "t": "upwork",
   "role": "The marketplace the product depends on: it bids through customers' connected Upwork accounts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription counts of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "next-js",
   "role": "Frontend framework of the web app, according to the founder-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "typescript",
   "role": "Programming language of the web app, according to the founder-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "supabase",
   "role": "Backend and database service of the web app, named in the tech stack and by the founder.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "cursor",
   "role": "AI coding tool the founder used to build the first version in June 2025.",
   "detail": "AI code editor",
   "since": "2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "claude",
   "role": "AI model the founder used to write the code of the first version.",
   "detail": "AI coding assistant",
   "since": "2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "n8n",
   "role": "Workflow automation tool the founder named among the four tools he built the product with; its exact use is not stated.",
   "detail": "",
   "since": "2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "openai-api",
   "role": "Runs site creation, Lead Gen and the Website Agent on the Unlimited plan, with the customer's own OpenAI key.",
   "detail": "model not named",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "wordpress",
   "role": "Every generated site is a WordPress install that the agency can edit, host or move.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "breakdance",
   "role": "Page builder of the Version 1 sites, with a lifetime license included in each site.",
   "detail": "Breakdance Builder",
   "since": "",
   "until": "June 2026",
   "rt": "ocf-the-company-s-own-editing-layer",
   "rtName": "OCF, the company's own editing layer",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "acf-pro",
   "role": "Custom-fields plugin licensed and active in every generated site in 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "slim-seo",
   "role": "Manages page titles, descriptions, schema and sitemaps on the generated sites.",
   "detail": "Slim SEO Pro",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "flyingpress",
   "role": "Speed and caching plugin licensed and active in every generated site in 2025.",
   "detail": "FlyingPress Pro",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "twilio",
   "role": "Sends the SMS verification codes; one bill for verifications reached US$7,300 in February 2026.",
   "detail": "SMS verification",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$7,300 bill for SMS verifications, February 2026",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "promotekit",
   "role": "Runs the affiliate program that pays 30% recurring commission; the affiliate login links to it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "facebook",
   "role": "The founder's posts there brought the first customers, with no ads, in 2025.",
   "detail": "named as FB",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "youtube",
   "role": "The founder's channel teaches selling websites with the tool; in October 2026 he planned four to five videos a week.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 17,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "formester",
   "role": "Hosted the early-access email sign-up form before the public opening in July 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "nginx",
   "role": "Web server that serves the generated demo sites, visible in their response headers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$35,000 of chargebacks, fees and refunds to August 2026",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription counts of Notis.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "datafast",
   "role": "Website visitor analytics, connected to the TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "google-search-console",
   "role": "Search impressions and clicks, connected to the TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "github",
   "role": "Holds the code; TrustMRR reads 2,752 contributions in the last year from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "next-js",
   "role": "Front end of the website and app, by the founder's entry on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "notis-ai",
   "t": "python",
   "role": "Language of the server side, by the founder's entry on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "supabase",
   "role": "Hosting and database, and storage for the desktop app downloads linked from the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "notis-ai",
   "t": "google-cloud",
   "role": "Hosting, listed with Supabase among the key subprocessors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "openai-api",
   "role": "Runs the assistant's language models, voice transcription and deep research.",
   "detail": "GPT-5.6 Sol and GPT-5.6 Luna (July 2026); gpt-transcribe for voice (August 2026)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$50,000 to August 2026",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "elevenlabs",
   "role": "Voice features, listed among the messaging and voice processors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "twilio",
   "role": "Messaging and voice delivery, listed in the privacy policy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "whatsapp-business-platform",
   "role": "Carries the main channel, where users send voice notes and messages to Notis.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "notion-api",
   "role": "Lets Notis write notes, tasks and database rows into users' Notion; the founder called this tie the main risk.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "composio",
   "role": "Provides the logins and tokens for some of the integrations with customers' apps.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "monid",
   "role": "Supplies the pay-per-call tools that Notis uses for one-off jobs such as enriching a contact.",
   "detail": "",
   "since": "August 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "intercom",
   "role": "Customer support chat.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "posthog",
   "role": "Product analytics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "notis-ai",
   "t": "langfuse",
   "role": "Observability of the AI model calls.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "google-analytics",
   "role": "Website analytics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "notis-ai",
   "t": "chatgpt",
   "role": "The founder's own AI subscription for his work and coding agents.",
   "detail": "Pro plan",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$400 in one month, together with Claude",
   "grade": "C",
   "src": 22,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "claude",
   "role": "The founder's own AI subscription for his work and coding agents.",
   "detail": "Max plan",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$400 in one month, together with ChatGPT",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "conductor",
   "role": "The founder used it to hand quality testing to a Notis cloud computer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "meta-ads",
   "role": "Paid ads for visibility, the largest cost of the business, until the founder stopped all ads on 9 August 2026.",
   "detail": "Facebook",
   "since": "",
   "until": "August 2026",
   "rt": "",
   "rtName": "",
   "cost": "about US$160,000 together with Google Ads, to August 2026",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "google-ads",
   "role": "Paid ads for visibility, the largest cost of the business, until the founder stopped all ads on 9 August 2026.",
   "detail": "",
   "since": "",
   "until": "August 2026",
   "rt": "",
   "rtName": "",
   "cost": "about US$160,000 together with Meta Ads, to August 2026",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "linkedin-ads",
   "role": "Paid ads, listed by the founder among the marketing channels.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "x-ads",
   "role": "Paid ads, listed by the founder among the marketing channels.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "youtube-ads",
   "role": "Paid ads, listed by the founder among the marketing channels.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "x",
   "role": "The founder's posts comparing Notis with Notion AI.",
   "detail": "Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "youtube",
   "role": "The founder's channel, listed among the marketing channels.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "product-hunt",
   "role": "Source of leads: lists of startups that run on Notion.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "linkedin",
   "role": "The founder's posts about building with no outside money.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "instagram",
   "role": "Short videos, such as a reel on ADHD, dopamine and outsourcing work.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "substack",
   "role": "The founder's weekly newsletter about building Notis.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "reddit",
   "role": "A community for Notis users, linked from the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "notis-ai",
   "t": "featurebase",
   "role": "Collects users' feature requests, linked from the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "notis-ai",
   "t": "senja",
   "role": "Hosts customer testimonials linked from the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "notis-ai",
   "t": "zoom",
   "role": "Hosts the live demo and question session for the new Notis Hub.",
   "detail": "",
   "since": "October 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "stripe",
   "role": "Takes subscription and top-up payments since February 2026; TrustMRR reads the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription count of Superbullet, LLC.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "tebex",
   "role": "A second checkout in the website code; the Stripe checkout has a step that moves a subscriber from Tebex to Stripe.",
   "detail": "Tebex.js checkout",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "lemon-squeezy",
   "role": "A checkout for the plans and token top-ups in the website code, next to the Stripe and Tebex checkouts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "anthropic-api",
   "role": "Claude models generate the code and game systems; Opus 4.5 was added in December 2025.",
   "detail": "Claude Sonnet 4.0, Claude Opus 4.5, Opus 4.7",
   "since": "June 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "openai-api",
   "role": "GPT-4.1 was one of the two premium models integrated in June 2025, by the roadmap.",
   "detail": "GPT-4.1",
   "since": "June 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "deepseek",
   "role": "A DeepSeek reasoning model is among the models in the app; a release in April 2026 fixed its tool calls.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "cube-3d",
   "role": "Generates 3D models for users' games, by the documentation chapter on 3D models.",
   "detail": "Roblox's 3D generation model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 23,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "roblox-studio",
   "role": "The plugin runs inside Roblox Studio; the product cannot work without it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 23,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "rojo",
   "role": "Syncs the app's files with Roblox Studio; the app was built to control how Studio, Rojo and the AI interact.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "firebase",
   "role": "Sign-in and file storage for the SuperbulletAI website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "cloudflare",
   "role": "Serves the SuperbulletAI website; its email-protection script is on the page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "superbulletai",
   "t": "roblox-developer-forum",
   "role": "The launch post of 2 August 2025 and later product posts reached Roblox developers; the launch thread had 112,656 views.",
   "detail": "",
   "since": "August 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "x",
   "role": "The founder posts announcements and demo videos of the product on X.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "discord",
   "role": "A Discord community for users, linked from the website header.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "superbulletai",
   "t": "youtube",
   "role": "Hosts the product demo videos listed on the website's demo page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "stripe",
   "role": "Processes the subscriptions and the US$1 trials; TrustMRR reads the revenue from it by API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "lemon-squeezy",
   "role": "Took payments in 2025 and ran the affiliate script on the site; TrustMRR still reads its revenue by API key.",
   "detail": "store 'genppt', with its affiliate script on the 2025 site",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "trustmrr",
   "role": "Publishes the revenue read from GenPPT's payment accounts and carries the sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "datafast",
   "role": "Counts site visitors; TrustMRR reads the visitor numbers from it by API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "next-js",
   "role": "The framework of the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "genppt",
   "t": "openrouter",
   "role": "Supplies AI models for the text, research and image generation that make the slides.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$1,500 for AI APIs and tokens in September 2026",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "google-gemini-api",
   "role": "Named with OpenRouter as the provider of AI text, research and image generation.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "cursor",
   "role": "AI code editor whose cost is listed under GenPPT in July and August 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "codex",
   "role": "A daily routine reviews all user chats and slides, then fixes and deploys issues.",
   "detail": "OpenAI coding agent",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "vercel",
   "role": "Hosting in GenPPT's July and August 2026 cost lists; he wrote in September 2026 that he cut it.",
   "detail": "",
   "since": "",
   "until": "September 2026",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "supabase",
   "role": "Backend service in the TrustMRR stack and the July 2026 costs; he wrote in September 2026 that he cut it.",
   "detail": "",
   "since": "",
   "until": "September 2026",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "hetzner",
   "role": "Application servers and database in Finland.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "cloudflare",
   "role": "Network delivery, and R2 storage for decks and uploads.",
   "detail": "R2 storage",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "genppt",
   "t": "resend",
   "role": "Sends the transactional emails, such as sign-in links and export notices.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "posthog",
   "role": "Product analytics on how features are used.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "sentry",
   "role": "Error monitoring for the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "google-ads",
   "role": "Paid search ads for GenPPT, paused on 16 September 2026 after costing US$4 to US$7 a click.",
   "detail": "",
   "since": "",
   "until": "September 2026",
   "rt": "",
   "rtName": "",
   "cost": "US$8,900 in June 2026; US$3,100 in July and in August 2026",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "google-sign-in",
   "role": "Lets users sign in with their Google account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "genppt",
   "t": "jev",
   "role": "Replaced hard-coded AI logic; he wrote that regular LLM calls became about 10 times faster and 50% cheaper.",
   "detail": "by typesafe.ai",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "dalea-ai",
   "t": "stripe",
   "role": "Takes the monthly and yearly subscription payments; TrustMRR reads the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "dalea-ai",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription figures; the startup joined in April 2026 under the name SagaAI.",
   "detail": "",
   "since": "April 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "dalea-ai",
   "t": "supabase",
   "role": "Stores the user data and the encrypted social-platform access tokens, on AWS infrastructure.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "dalea-ai",
   "t": "vercel",
   "role": "Infrastructure provider that the privacy policy names as necessary to operate the service.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "dalea-ai",
   "t": "posthog",
   "role": "Product usage analytics on the site: pages visited and clicks.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "dalea-ai",
   "t": "google-sign-in",
   "role": "Lets users create an account and log in with their Google account.",
   "detail": "Continue with Google button",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "dalea-ai",
   "t": "instagram-api",
   "role": "Connects the user's Instagram account so that Dalea can read the profile, follower count and post metrics that it analyzes.",
   "detail": "Meta's API, connected through OAuth",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "dalea-ai",
   "t": "tiktok-api",
   "role": "Connects the user's TikTok account so that Dalea can read the profile and post metrics that it analyzes.",
   "detail": "connected through OAuth",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "dalea-ai",
   "t": "instagram",
   "role": "The founder left X for short-form video because his buyers are on Instagram and TikTok; it was his one acquisition channel in April 2026.",
   "detail": "short-form videos",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "dalea-ai",
   "t": "tiktok",
   "role": "The founder posted videos on Instagram and TikTok while he built the first version in February 2026.",
   "detail": "short-form videos",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "dalea-ai",
   "t": "x",
   "role": "The founder posted progress on X; he wrote that viral posts there brought visitors who rarely signed up.",
   "detail": "building in public",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "threadmaster",
   "t": "openai-api",
   "role": "Writes the threads from the user's topic or draft.",
   "detail": "GPT-3.5-turbo on the launch page; the terms of October 2026 say OpenAI's GPT technology",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "threadmaster",
   "t": "react",
   "role": "Runs the front end of the web app, as the script files in the page source show.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "threadmaster",
   "t": "stripe",
   "role": "Takes the subscription payments on the web; TrustMRR reads the revenue from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "threadmaster",
   "t": "revenuecat",
   "role": "Passes the status of iPhone and Android app subscriptions to ThreadMaster.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "threadmaster",
   "t": "apple-app-store",
   "role": "Processes subscriptions bought in the iPhone app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "threadmaster",
   "t": "google-play",
   "role": "Processes subscriptions bought in the Android app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "threadmaster",
   "t": "google-analytics",
   "role": "Measures use of the site, only with the visitor's consent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "threadmaster",
   "t": "posthog",
   "role": "Collects product usage data, only with the visitor's consent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "threadmaster",
   "t": "tolt",
   "role": "Runs the affiliate program, which pays partners 50% of each payment from customers they referred.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "threadmaster",
   "t": "trustmrr",
   "role": "Shows the Stripe-verified revenue of ThreadMaster in public.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adle",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from Stripe through an API key, which expired on 30 September 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adle",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription counts; the last sync was on 30 September 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adle",
   "t": "appsumo",
   "role": "Sold lifetime deals; the terms apply AppSumo's 60-day refund policy to them. No AppSumo page was found under Adle or Buzzly.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "adle",
   "t": "strike-graph",
   "role": "Named as the external auditor for the SOC 2 Type II audit, listed as in progress with a target of early 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "adle",
   "t": "react",
   "role": "The website's script bundle includes React, the library that draws the pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "adle",
   "t": "posthog",
   "role": "The website's script bundle includes the PostHog analytics library.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "adle",
   "t": "google-tag-manager",
   "role": "The about page loads Google Tag Manager, which manages the site's tracking tags.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "adle",
   "t": "meta-ads",
   "role": "The about page loads Meta's pixel script and records page views for Meta ad tracking.",
   "detail": "fbevents.js",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "adle",
   "t": "cal-com",
   "role": "The about page embeds Cal.com, used for the book-a-demo calls through which the founders sell.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "adle",
   "t": "linkedin",
   "role": "The company page posts Spanish-language promotion for Adle and shows 8 employees.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "adle",
   "t": "x",
   "role": "The chief executive posts advertising advice on X, sometimes about Adle, to about 250 followers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "adle",
   "t": "google-ads",
   "role": "The product creates and runs campaigns in customers' Google Ads accounts through Google's ad platform.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "adle",
   "t": "tiktok-ads",
   "role": "The product creates and runs campaigns in customers' TikTok ad accounts through TikTok's ad platform.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "adle",
   "t": "linkedin-ads",
   "role": "The product creates and runs campaigns in customers' LinkedIn ad accounts through LinkedIn's ad platform.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "adle",
   "t": "slack",
   "role": "Offered as an optional channel for product and campaign support to customers.",
   "detail": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 2,
   "how": "source"
  },
  {
   "s": "dimeadozen",
   "t": "openai-api",
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   "detail": "ChatGPT models; the 2023 sources do not name the model",
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   "rt": "",
   "rtName": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "dimeadozen",
   "t": "acquire-com",
   "role": "Marketplace where the founders listed the business for sale; it also featured the listing in its newsletter in August 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "dimeadozen",
   "t": "rewardful",
   "role": "Ran the affiliate program; its script is in the archived page source of April and July 2023.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "dimeadozen",
   "t": "google-analytics",
   "role": "Measured visits to the site; its tag is in the archived page source of March 2023.",
   "detail": "GA4 measurement ID loaded by the Google tag",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 4,
   "how": "source"
  },
  {
   "s": "dimeadozen",
   "t": "google-ads",
   "role": "A Google Ads tag in the July 2023 page source tracked visitors from ads; no source gives the spend or results.",
   "detail": "conversion tag AW-11115970858",
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   "rt": "",
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   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "dimeadozen",
   "t": "linkedin",
   "role": "The company page posted updates; one post went viral in 2023, and in August 2023 a post announced the sale.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "src": 2,
   "how": "source"
  },
  {
   "s": "dimeadozen",
   "t": "there-s-an-ai-for-that",
   "role": "AI tool directory shown in the site's Featured On row in July 2023.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "dimeadozen",
   "t": "future-tools",
   "role": "AI tool directory shown in the site's Featured On row in July 2023; a link tagged by it was archived on 15 March 2023.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "dimeadozen",
   "t": "topai-tools",
   "role": "AI tool directory shown in the site's Featured On row in July 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "src": 6,
   "how": "source"
  },
  {
   "s": "dimeadozen",
   "t": "ai-tool-mate",
   "role": "AI tool directory shown in the site's Featured On row in July 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "dimeadozen",
   "t": "openfuture",
   "role": "AI tool directory shown in the site's Featured On row in July 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 6,
   "how": "source"
  },
  {
   "s": "dimeadozen",
   "t": "ben-s-bites",
   "role": "Shown in the site's Featured On row in July 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "launch-fast",
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   "detail": "Max plan",
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   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "launch-fast",
   "t": "vercel",
   "role": "Hosts the web app; the founder deploys to it straight from Cursor with the command line.",
   "detail": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "launch-fast",
   "t": "supabase",
   "role": "Database, user login and file storage of the app.",
   "detail": "written \"Superbase\" in the transcript",
   "since": "",
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   "rt": "",
   "rtName": "",
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   "src": 2,
   "how": "source"
  },
  {
   "s": "launch-fast",
   "t": "resend",
   "role": "Sends the personalized onboarding emails to new users.",
   "detail": "",
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   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "how": "source"
  },
  {
   "s": "launch-fast",
   "t": "apify",
   "role": "Collects and aggregates web data, which the founder calls critical for some niches.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "launch-fast",
   "t": "next-js",
   "role": "Web framework of the app, chosen because Cursor works better with it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "launch-fast",
   "t": "typescript",
   "role": "Programming language of the app.",
   "detail": "",
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   "until": "",
   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "launch-fast",
   "t": "stripe",
   "role": "Processes the recurring subscription charges, according to the terms.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "src": 4,
   "how": "source"
  },
  {
   "s": "launch-fast",
   "t": "datafast",
   "role": "Web analytics script loaded on the company's home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "how": "source",
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  },
  {
   "s": "launch-fast",
   "t": "cloudflare-workers",
   "role": "Runs the code that the Launchie agent writes, in a sandbox with read-only tools and no internet access.",
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   "rt": "",
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   "src": 15,
   "how": "source"
  },
  {
   "s": "launch-fast",
   "t": "amazon-selling-partner-api",
   "role": "Reads each connected seller's own Amazon account data for reports and the AI agent.",
   "detail": "SP-API account reports on the Growth and Scale plans",
   "since": "",
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   "rt": "",
   "rtName": "",
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   "src": 3,
   "how": "source"
  },
  {
   "s": "launch-fast",
   "t": "amazon-ads-api",
   "role": "Syncs each connected seller's advertising data for the ads reports and audits.",
   "detail": "",
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   "rt": "",
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   "src": 6,
   "how": "source"
  },
  {
   "s": "launch-fast",
   "t": "amazon-selling-partner-appstore",
   "role": "Lists Launch Fast as an official Solutions Provider, a direct channel to Amazon sellers.",
   "detail": "called Seller App Store on the company's blog",
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   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "launch-fast",
   "t": "chrome-web-store",
   "role": "Distributes the Launch Fast Chrome extension, which had 848 users on 15 October 2026.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "grade": "A",
   "src": 9,
   "how": "source"
  },
  {
   "s": "launch-fast",
   "t": "alibaba-com",
   "role": "Source of the supplier listings that the product matches to Amazon products.",
   "detail": "",
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   "rt": "",
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   "how": "source"
  },
  {
   "s": "launch-fast",
   "t": "testflight",
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   "src": 13,
   "how": "source"
  },
  {
   "s": "sleek",
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   "detail": "Gemini 3.0, then Gemini 3.1 Pro from February 2026",
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   "rt": "",
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   "src": 3,
   "how": "source"
  },
  {
   "s": "sleek",
   "t": "anthropic-api",
   "role": "Listed by the founders in the product's tech stack; the model and its task are not stated.",
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   "rt": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "sleek",
   "t": "openai-api",
   "role": "Listed by the founders in the product's tech stack; the model and its task are not stated.",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "sleek",
   "t": "next-js",
   "role": "Web framework of the frontend.",
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   "rt": "",
   "rtName": "",
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   "src": 1,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "sleek",
   "t": "react",
   "role": "User interface library of the frontend.",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "sleek",
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   "how": "source"
  },
  {
   "s": "sleek",
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  },
  {
   "s": "sleek",
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   "role": "Runs automated build and deployment jobs, as listed in the founders' tech stack.",
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  },
  {
   "s": "sleek",
   "t": "supabase",
   "role": "User login and the database.",
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  },
  {
   "s": "sleek",
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   "role": "Database engine, listed in the founders' tech stack.",
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  },
  {
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  },
  {
   "s": "sleek",
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  },
  {
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  },
  {
   "s": "sleek",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "sleek",
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  },
  {
   "s": "sleek",
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   "role": "Shows the Stripe-verified revenue in public and lists the business for sale since May 2026.",
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  },
  {
   "s": "sleek",
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   "role": "Public launch on 17 November 2025, with 210 points.",
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  },
  {
   "s": "sleek",
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   "role": "The founder's posts of finished designs and the early-access post before the launch; he had about 8,000 followers.",
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   "src": 2,
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  },
  {
   "s": "sleek",
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  },
  {
   "s": "sleek",
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   "rt": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "sleek",
   "t": "youtube",
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   "rt": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "sleek",
   "t": "tolt",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
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  },
  {
   "s": "setter-ai",
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   "detail": "Billing customer portal linked in the site footer",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "setter-ai",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "openai-api",
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   "rtName": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "setter-ai",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "setter-ai",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "digitalocean",
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   "rt": "",
   "rtName": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "setter-ai",
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   "rt": "",
   "rtName": "",
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   "src": 1,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "setter-ai",
   "t": "clerk",
   "role": "User login for the web app.",
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   "since": "",
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   "rt": "",
   "rtName": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "redis",
   "role": "In-memory data store in the backend.",
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   "rt": "",
   "rtName": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "sentry",
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   "rtName": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "svelte",
   "role": "Frontend framework of the web app.",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "tailwind-css",
   "role": "Styling of the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "typescript",
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   "until": "",
   "rt": "",
   "rtName": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "whatsapp-business-platform",
   "role": "The main channel: the AI messages each lead through the customer's own WhatsApp Business number.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "google-analytics",
   "role": "Measures website traffic; connected to TrustMRR through its API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "setter-ai",
   "t": "google-search-console",
   "role": "Measures search impressions and clicks; connected to TrustMRR through its API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "webflow",
   "role": "Builds and hosts the marketing website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "setter-ai",
   "t": "plausible",
   "role": "Website analytics script on the homepage.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "setter-ai",
   "t": "microsoft-clarity",
   "role": "Records how visitors use the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "setter-ai",
   "t": "google-tag-manager",
   "role": "Loads the Google tag with a Google Ads conversion ID, which measures ad conversions on the website.",
   "detail": "gtag.js with a Google Ads ID (AW-)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "meta-ads",
   "role": "Tracks website visitors for Meta advertising.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "setter-ai",
   "t": "linkedin-ads",
   "role": "Tracks website visitors for LinkedIn advertising.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "setter-ai",
   "t": "tolt",
   "role": "Runs the affiliate program linked in the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "setter-ai",
   "t": "calendly",
   "role": "Books the company's own demo calls with prospects from the homepage buttons.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "wordpress-org-plugin-directory",
   "role": "Lists the company's WordPress plugin, linked in the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "ipapi",
   "role": "Looks up each visitor's country on the website and redirects visitors from listed countries to a not-available page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "youtube",
   "role": "Hosts the company's tutorial videos, linked from the FAQ.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "product-hunt",
   "role": "Two launches: 5th product of the day in January 2025 and 8th in July 2025.",
   "detail": "",
   "since": "January 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 7,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "setter-ai",
   "t": "ahrefs",
   "role": "The founder checks what people search for in Ahrefs to choose blog content.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "setter-ai",
   "t": "zoom",
   "role": "Support calls for customers on the larger plans.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "anthropic-api",
   "role": "Claude writes the posts, and its memory feature learns each member's writing style over time.",
   "detail": "Claude, with Claude Memory",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "deepgram",
   "role": "Turns a member's voice input into text.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "vercel-ai-chatbot",
   "role": "The open template that the rebuilt version started from, so the chat interface already worked.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "typescript",
   "role": "The programming language of the rebuilt web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "next-js",
   "role": "The web framework of the rebuilt app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "vercel",
   "role": "Deploys and hosts the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "neon",
   "role": "The hosted PostgreSQL database of the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "inngest",
   "role": "Runs background jobs, retries and queues so the app does not have to.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "clerk",
   "role": "Handles member sign-up and login.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "shadcn-ui",
   "role": "Ready-made interface parts copied into the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "posthog",
   "role": "Measures how members use the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "langfuse",
   "role": "Records the prompts sent to the model and what they cost.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "polar",
   "role": "Takes the subscription payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "slack",
   "role": "A private group chat for beta users, where reported bugs were fixed within hours.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "linkedin-api",
   "role": "Publishes and schedules posts on a member's connected LinkedIn account and supplies post statistics; the product depends on LinkedIn.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "linkedin",
   "role": "The co-founders sold to their own LinkedIn followers, who post on LinkedIn themselves, through a waitlist and webinars.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "chrome-web-store",
   "role": "Distributed the free Kleo extension, which reached tens of thousands of users before the paid version.",
   "detail": "",
   "since": "November 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "kleo",
   "t": "framer",
   "role": "Builds and hosts the marketing website at kleo.so.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "skillry",
   "t": "stripe",
   "role": "Takes the subscription, lifetime and single-Skill payments through Skillry's own Stripe account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "trustmrr",
   "role": "Shows the startup's revenue publicly, read directly from its Stripe account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "react",
   "role": "Frontend framework of the Skillry website, in the founder's tech-stack list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "typescript",
   "role": "Programming language of the website frontend, in the founder's tech-stack list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "tailwind-css",
   "role": "Styling framework of the website frontend, in the founder's tech-stack list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "cloudflare",
   "role": "Runs the website backend, in the founder's tech-stack list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "skillry",
   "t": "sqlite",
   "role": "Database of the website backend, in the founder's tech-stack list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "node-js",
   "role": "Server runtime of the website backend, in the founder's tech-stack list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "x",
   "role": "A marketing channel that the founder lists on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "threads",
   "role": "A marketing channel that the founder lists on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "youtube",
   "role": "A marketing channel that the founder lists on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "shadcnblocks",
   "role": "Open-source UI blocks that parts of the Skill catalog include or derive from, under the MIT License, as the Third-Party Notices page says.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "ant-design",
   "role": "Open-source UI library that parts of the Skill catalog include or derive from, under the MIT License, as the Third-Party Notices page says.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "reui",
   "role": "Open-source UI components that parts of the Skill catalog include or derive from, under the MIT License, as the Third-Party Notices page says.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "matter-js",
   "role": "Open-source library that parts of the Skill catalog include or derive from, under the MIT License, as the Third-Party Notices page says.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "apache-echarts",
   "role": "Charting library that parts of the Skill catalog reference, under the Apache License 2.0.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "lucide",
   "role": "Icon set whose geometry parts of the Skill catalog follow.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "skillry",
   "t": "fontsource",
   "role": "Font CDN from which Skill templates load open-source typefaces.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "openai-api",
   "role": "Wrote the bots' answers from the launch; by June 2023 the bots had used nearly 1 billion OpenAI tokens.",
   "detail": "gpt-3.5-turbo-0125 as the default model in March 2024; speech-to-text and text-to-speech for voice in 2026",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "openrouter",
   "role": "Routes each bot message to the model provider that the customer selected.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "anthropic-api",
   "role": "One of the model providers that customers can choose for their agents, reached through OpenRouter.",
   "detail": "Claude models, for example Claude Sonnet 5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "google-gemini-api",
   "role": "One of the model providers that customers can choose; Gemini 3.7 Flash leads the company's own support benchmark.",
   "detail": "Gemini 3.7 Flash",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "xai-api",
   "role": "One of the model providers that customers can choose for their agents.",
   "detail": "Grok 4.6",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "supabase",
   "role": "Primary database, file storage and login system.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "railway",
   "role": "Cloud hosting for the application.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "cloudflare",
   "role": "Domain name service, DDoS protection, content delivery network and SSL certificates for the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "chat-thing",
   "t": "nylas",
   "role": "Sends and receives mail for bots that customers connect to an email account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "stripe",
   "role": "Collects the customers' subscription payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "plausible",
   "role": "Web analytics; the founders used it to see the traffic spike after Seth Godin's link.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "posthog",
   "role": "Web analytics, usage statistics and A/B testing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "chat-thing",
   "t": "convertkit",
   "role": "Held the waitlist before launch and sends the company's notification and marketing emails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "x",
   "role": "The founders posted demo videos and progress updates there, and the posts filled the waitlist.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "product-hunt",
   "role": "Launch site; the company shows a #5 Product of the Day badge.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "hermes-agent",
   "role": "Runs Glitch, the studio's AI agent, which researches the businesses that used Chat Thing's free website checker.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 19,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "discord",
   "role": "Community server where customers get support; it had 850 members in November 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "slack",
   "role": "Internal team chat; the founders announced the first paying customer there.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "tailwind-ui",
   "role": "The first landing page was built from one of its templates.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chat-thing",
   "t": "nuxt",
   "role": "The website is built with Nuxt; its robots file comes from the Nuxt robots module.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "rankai",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the verified revenue from the Stripe account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "rankai",
   "t": "trustmrr",
   "role": "Publishes the company's Stripe revenue as verified figures; the Stripe key it used expired on 30 July 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "rankai",
   "t": "openai-api",
   "role": "Listed in the backend of the founder-written tech stack; no source names a model.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "rankai",
   "t": "next-js",
   "role": "Builds the front end of the product, as the founder-written tech stack lists it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-15"
  },
  {
   "s": "rankai",
   "t": "slack",
   "role": "A shared Slack channel gives agency customers priority support.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "rankai",
   "t": "youtube",
   "role": "Hosts the product demo video linked in the November 2024 launch post on Y Combinator's site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "audionotes",
   "t": "openai-api",
   "role": "Whisper transcribes recordings, and OpenAI's models power the summaries and the other AI features.",
   "detail": "Whisper",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "audionotes",
   "t": "google-gemini-api",
   "role": "Listed in the privacy policy, next to OpenAI, for voice-to-text processing and summarization.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 25,
   "how": "source"
  },
  {
   "s": "audionotes",
   "t": "deepgram",
   "role": "Speech-to-text transcription, as listed in the terms of service and the privacy policy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "audionotes",
   "t": "assemblyai",
   "role": "Listed in the privacy policy for speech-to-text transcription.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 25,
   "how": "source"
  },
  {
   "s": "audionotes",
   "t": "stripe",
   "role": "Processes payments, as listed among the payment processors in the privacy policy and the refund policy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 25,
   "how": "source"
  },
  {
   "s": "audionotes",
   "t": "apple-app-store",
   "role": "Sells the iPhone app's subscriptions as in-app purchases, from US$3.99 a week to US$129.99 a year.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "audionotes",
   "t": "google-play",
   "role": "Sells the Android app, with in-app purchases, under the developer name 1811 Labs.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "audionotes",
   "t": "lemon-squeezy",
   "role": "Runs the affiliate program: gives each affiliate a unique link and tracks the referred sales.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 22,
   "how": "source"
  },
  {
   "s": "audionotes",
   "t": "paypal",
   "role": "Pays the affiliate commissions each month, once a partner's earnings pass US$50.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 22,
   "how": "source"
  },
  {
   "s": "audionotes",
   "t": "next-js",
   "role": "The website is built with it: pages load from the /_next/static/ folder, and robots.txt refers to next.config.mjs.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 21,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "audionotes",
   "t": "google-analytics",
   "role": "The site loads Google's gtag.js tag with a Google Analytics 4 measurement ID.",
   "detail": "Google tag G-XJQD8BNCWF",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "audionotes",
   "t": "google-search-console",
   "role": "Shows which pages Google indexes; a 2026 audit found about 230 URLs stuck as crawled but not indexed.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 21,
   "how": "source"
  },
  {
   "s": "audionotes",
   "t": "claude-code",
   "role": "Writes all the code for the parent studio, 1811 Labs, according to the studio's own site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "audionotes",
   "t": "codex",
   "role": "Plans and tests the parent studio's work, according to the studio's own site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "easygen",
   "t": "linkedin",
   "role": "The founder's LinkedIn posts, with 100 million views by his count, brought most customers; the product writes posts only for LinkedIn.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "easygen",
   "t": "x",
   "role": "The founder posted his monthly revenue updates on X, and newsletters such as Tiny Startups copied them to their readers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "easygen",
   "t": "substack",
   "role": "The founder's newsletter on Substack recommended EasyGen and offered its readers a first month for US$0.99.",
   "detail": "How to AI newsletter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "easygen",
   "t": "reddit",
   "role": "The founder posted a guide on Reddit about his employees as his biggest affiliates on the way to US$33,000 MRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "easygen",
   "t": "chrome-web-store",
   "role": "Distributes the free EasyGen extension for Chrome, which had 9,000 users in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 8,
   "how": "source"
  },
  {
   "s": "easygen",
   "t": "rewardful",
   "role": "Tracks the affiliate links that bring visitors to the site; the founder's employees were his biggest affiliates.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "easygen",
   "t": "webflow",
   "role": "Built the 2024 marketing site and its blog.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "next-js",
   "rtName": "Next.js",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "easygen",
   "t": "next-js",
   "role": "Framework of the marketing site in 2026, before the sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "easygen",
   "t": "google-analytics",
   "role": "Google's analytics tag measures visits to the site.",
   "detail": "Google tag (gtag.js)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "easygen",
   "t": "intercom",
   "role": "Support chat on the 2024 site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "easygen",
   "t": "microsoft-clarity",
   "role": "Records how visitors use the site, with behavior metrics and heatmaps, according to the privacy policy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "easygen",
   "t": "microsoft-advertising",
   "role": "Advertising partner named in the privacy policy, which captures how visitors use the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "easygen",
   "t": "retention-com",
   "role": "Matches site visitors to email or home addresses so that EasyGen can send them marketing, according to the privacy policy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "copygenius",
   "t": "openai-api",
   "role": "Writes the text for every template and for the Genius Editor, according to the company's terms page.",
   "detail": "GPT-3",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "copygenius",
   "t": "next-js",
   "role": "The web framework of the site; its pages load from /_next/ paths and carry the plan data as JSON.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "copygenius",
   "t": "mui",
   "role": "Supplies the buttons and other interface components of the web app, visible in the site's script code.",
   "detail": "Material UI components",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "copygenius",
   "t": "stripe",
   "role": "One of the subscription payment providers listed in the site's code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "copygenius",
   "t": "paypal",
   "role": "A second subscription payment provider; the plan records in the home page carry PayPal plan identifiers.",
   "detail": "PayPal subscription plans",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "copygenius",
   "t": "shopify-app-store",
   "role": "Listed a CopyGenius app for shop owners, billed through Shopify; in October 2026 the listing says the app is not available.",
   "detail": "CopyGenius Shopify app",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 7,
   "how": "source"
  },
  {
   "s": "copygenius",
   "t": "google-tag",
   "role": "Reports each purchase to a Google Ads account as a conversion, so paid search ads can be measured.",
   "detail": "gtag.js conversion event sent to a Google Ads account (AW- ID)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "assemblyai",
   "role": "Transcribes the recorded audio into text.",
   "detail": "speech-to-text",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "gladia",
   "role": "Backup transcription service for the recorded audio.",
   "detail": "speech-to-text",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "openai-api",
   "role": "Writes the summaries and other language features; in 2024 it also did the transcription.",
   "detail": "Whisper for transcription in 2024; models for summaries",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$0.10 per hour of audio for transcription, 2024",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "anthropic-api",
   "role": "Answers users' questions in the chat assistant from transcript excerpts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "google-cloud",
   "role": "Main hosting for storage, databases and login.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "firebase",
   "role": "Stores recordings, transcripts and summaries in Firestore and handles user login.",
   "detail": "Firestore",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "vercel",
   "role": "Hosts the web application and the API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "wave-ai",
   "t": "trigger-dev",
   "role": "Runs the background jobs of the transcription and summary pipeline.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "turbopuffer",
   "role": "Indexes titles, summaries and transcripts so that users can search them.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "recall-ai",
   "role": "Runs the bots that join Zoom, Meet and Teams calls, and syncs calendars.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "twilio",
   "role": "Carries and records the phone calls made in the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "telnyx",
   "role": "Provides the phone numbers, calls and text messages of the Wave phone line.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "stripe",
   "role": "Takes the payments for subscriptions bought on the web.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "adapty",
   "role": "Manages the app store subscriptions and paywalls, runs the paywall A/B tests, and published the ARR figures in its case study.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "apple-app-store",
   "role": "Sells the iPhone app and collects its subscriptions; its search also brings many new users.",
   "detail": "in-app purchases",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "google-play",
   "role": "Sells the Android app and collects its subscriptions.",
   "detail": "in-app purchases",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "apple-ads",
   "role": "Main paid channel for new iPhone users in 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "google-ads",
   "role": "Main paid channel for new Android users in 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "meta-ads",
   "role": "Brought the fast early growth; by February 2026 it had not worked for him for more than a year.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "intercom",
   "role": "Provides the in-app support chat; the founder answers the tickets on his own page through its API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "customer-io",
   "role": "Sends the product, lifecycle and transactional emails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "posthog",
   "role": "Records how people use the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "sentry",
   "role": "Reports errors in the applications.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "chatgpt",
   "role": "Wrote the first Swift code in small parts, so the founder could build the app without other engineers.",
   "detail": "",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "swift",
   "role": "Programming language of the iPhone app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "claude-code",
   "role": "AI coding agent that writes code and help articles for him, on a subscription instead of paying per API call.",
   "detail": "Claude Opus",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$200 a month",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "wave-ai",
   "t": "windsurf",
   "role": "AI code editor that he used before he moved to Claude Code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "claude-code",
   "rtName": "Claude Code",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from the Stripe account through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "trustmrr",
   "role": "Verifies the Stripe revenue in public and hosts the sale listing, first listed on 18 December 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "anthropic-api",
   "role": "Writes the script of each video, according to the site's FAQ in October 2026.",
   "detail": "Claude",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "openai-api",
   "role": "Named on the July 2024 home page (GPT-4o); in October 2026 the FAQ lists OpenAI among the three voice providers.",
   "detail": "GPT-4o; voice models",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "elevenlabs",
   "role": "Makes the voices that read the scripts, one of three voice providers named in the FAQ.",
   "detail": "voices",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "qwen",
   "role": "Makes voices and copies a customer's own voice from a short recording, according to the FAQ.",
   "detail": "voices and voice cloning",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "seedance",
   "role": "One of five video models; the FAQ says the model used depends on the quality level the customer picks.",
   "detail": "video clips",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "xai-api",
   "role": "Grok is one of five video models that the FAQ names for making the clips.",
   "detail": "Grok (video)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "wan",
   "role": "One of five video models; the home page example labels its Ultra quality level Wan 3.0 Prime.",
   "detail": "Wan 3.0 Prime in the home page example",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "veo",
   "role": "One of five video models that the FAQ names for making the clips.",
   "detail": "video clips",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "p-video",
   "role": "One of five video models named in the FAQ; the source does not name its maker.",
   "detail": "video clips",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "datafast",
   "role": "Web analytics script loaded by the site's pages, visible in the page code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "storyshort",
   "t": "posthog",
   "role": "Product analytics; the page code wraps the site in a PostHog provider component.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "contentsquare",
   "role": "Experience analytics tag loaded by the site's pages, visible in the page code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "tiktok",
   "role": "Main destination platform: the product publishes customers' videos to TikTok, so the business depends on it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "storyshort",
   "t": "youtube",
   "role": "Main destination platform: the product publishes customers' videos to YouTube, so the business depends on it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "jungle",
   "t": "firebase",
   "role": "Backend database of the app, and the login sessions of its users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "jungle",
   "t": "amplitude",
   "role": "Product analytics: measures how people use the service.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "jungle",
   "t": "google-analytics",
   "role": "Web analytics; the ads contractor set up its conversion tracking so that revenue from ads could be seen.",
   "detail": "Google Analytics 4",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "jungle",
   "t": "webflow",
   "role": "Website platform listed among the tools of the Google Ads project.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "jungle",
   "t": "smashsend",
   "role": "Sends the company's marketing emails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "jungle",
   "t": "brevo",
   "role": "Sent the marketing emails before SmashSend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "smashsend",
   "rtName": "SmashSend",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "jungle",
   "t": "google-ads",
   "role": "Paid search ads; about 20% of revenue during the contractor's two months, and about break-even in the three months before early 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$105,000 in three months, about US$30,000 a month, early 2025",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "jungle",
   "t": "slack",
   "role": "Day-to-day contact with the Google Ads contractor, next to weekly meetings.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "jungle",
   "t": "tiktok",
   "role": "Main channel: about 30 paid student creators post short videos from their own accounts, 76 million views in three months.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "jungle",
   "t": "instagram",
   "role": "Second short-video channel for the paid student creators, next to TikTok.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "jungle",
   "t": "futurepedia",
   "role": "AI tools directory whose video review, with 1.58 million views, helped lift revenue to about US$2,000 a month.",
   "detail": "",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "jungle",
   "t": "x",
   "role": "The founder replied to a viral post asking for this tool and messaged everyone who engaged, which brought the first 100 users.",
   "detail": "",
   "since": "January 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "jungle",
   "t": "apple-app-store",
   "role": "Sells the iPhone app's paid plans as in-app purchases, from US$6.99 a week to US$179.99 a year.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 13,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "openai-api",
   "role": "Generated the SQL in the early product; the 2022 site footer says it was powered by OpenAI Codex and GPT-3.",
   "detail": "Codex and GPT-3",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "bubble",
   "role": "The 2022 sign-up and pricing pages ran as a Bubble app at ai2sql.bubbleapps.io.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "google-analytics",
   "role": "Measures site visits; its tracking IDs appear in the page code in 2022 and in 2026.",
   "detail": "Universal Analytics in 2022, GA4 in 2026",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "ai2sql",
   "t": "google-tag-manager",
   "role": "Loads the tracking tags on the 2026 site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "ai2sql",
   "t": "google-ads",
   "role": "A Google Ads tag on the home page links site visits to Google ads; no source gives the spend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "mixpanel",
   "role": "Records page and product events on the 2026 site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "ai2sql",
   "t": "microsoft-clarity",
   "role": "Records visitor sessions on the 2026 site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "ai2sql",
   "t": "hotjar",
   "role": "Recorded visitor behaviour on the 2022 site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "crisp",
   "role": "Runs the support chat on the 2026 site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "ai2sql",
   "t": "astro",
   "role": "The 2026 marketing site is built with the Astro framework.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "ai2sql",
   "t": "product-hunt",
   "role": "Launched the product on 25 October 2021, fifth of the day, and AI2sql 2.0 on 14 March 2023.",
   "detail": "",
   "since": "October 2021",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "ai2sql",
   "t": "mistral-ai",
   "role": "The company fine-tuned this open model for text-to-SQL and published it; the site does not say the paid plans use it.",
   "detail": "AI2SQL Mistral-7B, a fine-tuned version",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "hugging-face",
   "role": "Hosts the company's fine-tuned AI2SQL Mistral-7B model.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "peft",
   "role": "Library used with LoRA to fine-tune the Mistral 7B model.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "bitsandbytes",
   "role": "Loaded the Mistral 7B model in 4-bit form for fine-tuning.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "g2",
   "role": "The home page links to the product's user reviews on G2.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "policymaker-io",
   "role": "Its free template generator produced the terms of service.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "stripe",
   "role": "Takes the subscription payments, according to a third-party write-up; the company does not confirm it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$100 a month",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "google-cloud",
   "role": "Hosting and data storage, according to a third-party write-up; the company does not confirm it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$200 a month",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "hubspot",
   "role": "Support tickets, email automation and a knowledge base, according to a third-party write-up; not confirmed by the company.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$50 a month",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "ai2sql",
   "t": "x",
   "role": "The founder promoted the product from the @heyAI2sql account, according to a third-party write-up.",
   "detail": "@heyAI2sql account",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "alvas-ai",
   "t": "azure-openai-service",
   "role": "Runs the language models that write the text of each personalized email, according to the terms of service of October 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "alvas-ai",
   "t": "openai-api",
   "role": "The model that an agency case study names as writing the text of the AI-generated abandoned-cart emails.",
   "detail": "GPT-4",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "alvas-ai",
   "t": "stripe",
   "role": "Processes and stores the payment data of paying customers, according to the privacy notice.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "alvas-ai",
   "t": "klaviyo",
   "role": "The email platform that Alvas was built on first; the Starter plan works only with Klaviyo, and the published case-study tests ran inside it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
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   "how": "source"
  },
  {
   "s": "alvas-ai",
   "t": "slack",
   "role": "Customers on the Pro plan get a Slack channel and a dedicated account manager for support.",
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  },
  {
   "s": "sheets-resume",
   "t": "openai-api",
   "role": "Language models behind the AI resume builder, listed first in the founder's tech stack.",
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  },
  {
   "s": "sheets-resume",
   "t": "google-gemini-api",
   "role": "A second model provider behind the resume builder.",
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  },
  {
   "s": "sheets-resume",
   "t": "php",
   "role": "The programming language of the web application.",
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  },
  {
   "s": "sheets-resume",
   "t": "laravel",
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  },
  {
   "s": "sheets-resume",
   "t": "inertia-js",
   "role": "Connects the Laravel back end to the front-end pages; its marker attributes appear in the page source.",
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  },
  {
   "s": "sheets-resume",
   "t": "aws",
   "role": "Cloud services in the founder's tech stack; the source does not say which services.",
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  },
  {
   "s": "sheets-resume",
   "t": "cloudflare",
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   "rtName": "",
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  },
  {
   "s": "sheets-resume",
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   "role": "Takes the membership payments, as listed in the lean tech stack.",
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   "how": "source"
  },
  {
   "s": "sheets-resume",
   "t": "stripe-climate",
   "role": "Sends a share of every membership fee to carbon removal projects.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "0.5% of membership fees, 49 US cents of a US$99 membership",
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   "how": "source"
  },
  {
   "s": "sheets-resume",
   "t": "reddit",
   "role": "The founder's 2018 resume guide and years of answers there bring most of the visitors.",
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  },
  {
   "s": "sheets-resume",
   "t": "google-search",
   "role": "Ranks the founder's Reddit post first for resume advice, which sends search visitors to it.",
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   "how": "source"
  },
  {
   "s": "sheets-resume",
   "t": "impact-com",
   "role": "Runs the affiliate program that the site's footer links to as its Affiliate Program.",
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  },
  {
   "s": "sheets-resume",
   "t": "reddit-ads",
   "role": "Reddit's advertising tag in the page source, which reports visits and conversions to Reddit's ad platform.",
   "detail": "",
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  },
  {
   "s": "sheets-resume",
   "t": "meta-ads",
   "role": "Meta's advertising tag in the page source, which reports visits and conversions to Facebook and Instagram ads.",
   "detail": "fbevents.js from connect.facebook.net",
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  },
  {
   "s": "sheets-resume",
   "t": "microsoft-clarity",
   "role": "Records how visitors use the pages; its tag loads from clarity.ms in the page source.",
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   "src": 6,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "sheets-resume",
   "t": "discord",
   "role": "Hosts a community server that the site's footer links to.",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 6,
   "how": "source"
  },
  {
   "s": "makelanding",
   "t": "openai-api",
   "role": "The founder tested GPT before building the generator, whose AI writes the page copy; no source names the exact model.",
   "detail": "GPT",
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   "rtName": "",
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   "how": "source"
  },
  {
   "s": "makelanding",
   "t": "tailwind-css",
   "role": "Styles the code of the landing pages that the product generates for its users.",
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   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "makelanding",
   "t": "daisyui",
   "role": "Supplies the ready-made page components used in the generated landing pages.",
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  },
  {
   "s": "makelanding",
   "t": "unsplash",
   "role": "Provides the library of stock photos that users can place on their generated pages.",
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   "rtName": "",
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   "src": 9,
   "how": "source"
  },
  {
   "s": "makelanding",
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   "role": "Counts visitors to makelanding.ai; its script is in the page source of June and September 2023.",
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   "how": "source"
  },
  {
   "s": "makelanding",
   "t": "reflio",
   "role": "Tracks the affiliate program linked in the site footer; its script is in the page source of September 2023.",
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   "src": 12,
   "how": "source"
  },
  {
   "s": "makelanding",
   "t": "acquire-com",
   "role": "Marketplace where the founder listed the business in October 2023 and found the buyer who paid US$35,000.",
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   "since": "October 2023",
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  },
  {
   "s": "makelanding",
   "t": "futurepedia",
   "role": "AI tool directory that linked to the product in 2023; the archived link carries the product's own LandingAI referral tag.",
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   "cost": "",
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   "src": 15,
   "how": "source"
  },
  {
   "s": "laper",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from the Stripe account through an API key.",
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   "rt": "",
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   "how": "source"
  },
  {
   "s": "laper",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscriptions, and has hosted the sale listing at US$1,999,999 since 17 August 2026.",
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   "how": "source"
  },
  {
   "s": "laper",
   "t": "claude-code",
   "role": "Wrote the whole codebase, more than 100,000 lines, by the founder's account; the site footer says the same.",
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   "how": "source"
  },
  {
   "s": "laper",
   "t": "anthropic-api",
   "role": "Runs the screenwriting assistant, according to a company post of 13 October 2025; the access route is not stated.",
   "detail": "Claude Sonnet 4",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "how": "source"
  },
  {
   "s": "laper",
   "t": "mastra",
   "role": "TypeScript framework for AI agents that the site footer says powers the product.",
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   "how": "source"
  },
  {
   "s": "laper",
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   "role": "CRDT library that syncs each screenplay between collaborators, with a separate lorosync service.",
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   "how": "source"
  },
  {
   "s": "laper",
   "t": "plate",
   "role": "Rich-text editor framework of the screenplay editor; approved AI edits pass through it.",
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  },
  {
   "s": "laper",
   "t": "react",
   "role": "Front-end framework of the web app, in the seller's TrustMRR tech stack.",
   "detail": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "laper",
   "t": "typescript",
   "role": "Front-end language, in the seller's TrustMRR tech stack.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "laper",
   "t": "tailwind-css",
   "role": "Styling framework of the front end, in the seller's TrustMRR tech stack.",
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   "grade": "C",
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   "how": "source"
  },
  {
   "s": "laper",
   "t": "go",
   "role": "Back-end language, in the seller's TrustMRR tech stack.",
   "detail": "",
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   "rt": "",
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   "how": "source"
  },
  {
   "s": "laper",
   "t": "supabase",
   "role": "Back-end platform in the seller's tech stack; the site says Supabase Realtime does not carry script data.",
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   "how": "source"
  },
  {
   "s": "laper",
   "t": "postgresql",
   "role": "Database in the seller's TrustMRR tech stack.",
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   "how": "source"
  },
  {
   "s": "laper",
   "t": "docker",
   "role": "Listed under Backend in the seller's TrustMRR tech stack.",
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   "how": "source"
  },
  {
   "s": "laper",
   "t": "cloudflare-pages",
   "role": "Hosts the website, as a robots.txt comment dated 5 July 2026 states.",
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   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "laper",
   "t": "cloudflare-r2",
   "role": "Stores the site's self-hosted fonts and images on r2.laper.ai, according to the page source.",
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  },
  {
   "s": "laper",
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   "role": "Pre-renders the site's pages into static HTML at build time, according to a comment in the page source.",
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  },
  {
   "s": "laper",
   "t": "electron",
   "role": "A comment in the page source says the same HTML entry serves the web app and an Electron build.",
   "detail": "",
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  },
  {
   "s": "laper",
   "t": "google-tag-manager",
   "role": "Loads the site's tracking tags, only for visitors outside mainland China.",
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   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 5,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "laper",
   "t": "x-ads",
   "role": "X's ad-tracking script on the site, loaded only for visitors outside mainland China.",
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   "grade": "B",
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   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "laper",
   "t": "vibeloft",
   "role": "Web telemetry script that the page source loads once for all routes of the web app.",
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   "grade": "B",
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  },
  {
   "s": "laper",
   "t": "google-analytics",
   "role": "Website analytics, connected to the TrustMRR profile.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "laper",
   "t": "google-search-console",
   "role": "Search data for the site, connected to the TrustMRR profile.",
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   "since": "",
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   "rtName": "",
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   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "laper",
   "t": "baidu-search-resource-platform",
   "role": "A Baidu site-verification tag in the page source, used to manage the site in Baidu search.",
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   "rt": "",
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  },
  {
   "s": "laper",
   "t": "wechat",
   "role": "Beta users earned invite codes by forwarding a set post to WeChat Moments and keeping it visible for five minutes.",
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   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "laper",
   "t": "x",
   "role": "Beta users earned referral points for posts about Laper on X; the founder posts there to 46,306 followers.",
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   "rt": "",
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  },
  {
   "s": "laper",
   "t": "xiaohongshu",
   "role": "Beta users earned referral points for posts about Laper on Xiaohongshu; the site footer links a company account there.",
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  },
  {
   "s": "laper",
   "t": "tiktok",
   "role": "Beta users earned referral points for posts about Laper on TikTok.",
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   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "laper",
   "t": "google-ads",
   "role": "Paid search ads, listed by the seller as a marketing channel.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "laper",
   "t": "hacker-news",
   "role": "Listed by the seller as a marketing channel.",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "laper",
   "t": "discord",
   "role": "Community and support server linked from the site's contact list.",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "letterly",
   "t": "microsoft-azure",
   "role": "Transcribes recorded audio and processes text, according to the data processing agreement of March 2026.",
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   "rtName": "",
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  },
  {
   "s": "letterly",
   "t": "elevenlabs",
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  {
   "s": "letterly",
   "t": "google-gemini-api",
   "role": "Processes the transcribed text with Google's Gemini models.",
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   "rtName": "",
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  },
  {
   "s": "letterly",
   "t": "openai-api",
   "role": "Named in the privacy policy of January 2026 as an AI provider that processes the users' input and output.",
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   "rt": "",
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  },
  {
   "s": "letterly",
   "t": "google-cloud",
   "role": "Cloud infrastructure for all categories of user data, located in the EU.",
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   "src": 5,
   "how": "source"
  },
  {
   "s": "letterly",
   "t": "firebase",
   "role": "Handles account registration and login.",
   "detail": "Firebase Authentication",
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   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 6,
   "how": "source"
  },
  {
   "s": "letterly",
   "t": "vercel",
   "role": "Hosts the website.",
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   "since": "",
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   "rt": "",
   "rtName": "",
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   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "letterly",
   "t": "sentry",
   "role": "Listed for functionality and infrastructure optimization; Sentry reports errors in the apps.",
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   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "letterly",
   "t": "stripe",
   "role": "Processes payments and holds subscription data, according to the data processing agreement.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "letterly",
   "t": "adapty",
   "role": "Runs payments, receipt validation and subscriptions on all platforms, the paywall builder, and the MRR, ARPU and churn analytics.",
   "detail": "subscriptions SDK, Paywall Builder, revenue analytics",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "letterly",
   "t": "apple-app-store",
   "role": "Distributes the iPhone, iPad and Mac apps and takes the in-app subscription payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "letterly",
   "t": "google-play",
   "role": "Distributes the Android app and takes its in-app subscription payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "letterly",
   "t": "appsumo",
   "role": "Sold lifetime deals in several launches from 2024, which brought early users and feature requests.",
   "detail": "lifetime deal",
   "since": "2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 8,
   "how": "source"
  },
  {
   "s": "letterly",
   "t": "meta-audience-network",
   "role": "Listed in the privacy policy under advertising and lead generation; the policy does not say how it is used.",
   "detail": "listed as Facebook Audience Network",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "letterly",
   "t": "appsflyer",
   "role": "Listed in the privacy policy under advertising; AppsFlyer measures which ad brought each install.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "letterly",
   "t": "amplitude",
   "role": "Product analytics on account and usage data.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "letterly",
   "t": "google-analytics",
   "role": "Web and mobile analytics.",
   "detail": "Google Analytics for Firebase",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "letterly",
   "t": "onesignal",
   "role": "Used to communicate with users, according to the privacy policy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "letterly",
   "t": "brevo",
   "role": "Collected e-mail sign-ups for the Android waiting list on the 2023 website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "coconote",
   "t": "apple-app-store",
   "role": "Sold the iPhone app's subscriptions; the founders paid for growth out of app store revenue.",
   "detail": "Apple",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coconote",
   "t": "stripe",
   "role": "Took subscription payments on the web, beside the app store purchases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coconote",
   "t": "revenuecat",
   "role": "Showed the subscription revenue chart that a founder checked from the first day.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coconote",
   "t": "tiktok",
   "role": "Carried the contracted creators' short videos, which brought most new users without paid ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "coconote",
   "t": "instagram",
   "role": "Second channel for the creators' short videos; some of its viral videos were aimed at students' parents.",
   "detail": "Reels",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coconote",
   "t": "google-drive",
   "role": "Held the creators' raw videos that were shared with an outside clip agency for a paid-ads test.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coconote",
   "t": "discord",
   "role": "Hosted a user community whose reviews the 2024 home page showed.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "wrestle-ai",
   "t": "rork",
   "role": "No-code AI app builder in which the founder built the whole app from prompts, without writing code.",
   "detail": "",
   "since": "June 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "wrestle-ai",
   "t": "supabase",
   "role": "Backend for the app's data and accounts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "wrestle-ai",
   "t": "openai-api",
   "role": "Runs the AI inference that turns each uploaded video into a score and written coaching feedback.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "wrestle-ai",
   "t": "chatgpt",
   "role": "The founder pasted error logs into it to fix problems while building the app in Rork.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "wrestle-ai",
   "t": "fiverr",
   "role": "Marketplace where he hired a freelance developer to add payments and sign-in.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$250",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "wrestle-ai",
   "t": "apple-app-store",
   "role": "Sells the monthly and yearly subscriptions through Apple's in-app purchase system.",
   "detail": "In-App Purchase",
   "since": "September 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "wrestle-ai",
   "t": "termly",
   "role": "Hosts the app's privacy policy, terms of service and end-user license agreement.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "wrestle-ai",
   "t": "instagram",
   "role": "The developer sends users with problems to the app's Instagram account for support.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "wrestle-ai",
   "t": "tiktok",
   "role": "Organic short videos promoting the founder's apps; Rork shows one TikTok post with 117,000 views.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "wrestle-ai",
   "t": "x",
   "role": "The founder publishes his growth figures and his playbook on his X account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "glowup",
   "t": "adapty",
   "role": "Ran the app's subscriptions, paywall A/B tests, revenue analytics and refund handling after RevenueCat.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "glowup",
   "t": "revenuecat",
   "role": "Handled the subscriptions first; the founder left it because he could not run paywall A/B tests with it in FlutterFlow.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "adapty",
   "rtName": "Adapty",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "glowup",
   "t": "flutterflow",
   "role": "The visual app builder in which the app was built, as the founder told Adapty in March 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "glowup",
   "t": "swift",
   "role": "Listed as GlowUp's language on the founder's website; no source says when, or whether it replaced FlutterFlow.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "glowup",
   "t": "firebase",
   "role": "Listed in GlowUp's stack on the founder's website; the source does not say what it ran.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "glowup",
   "t": "openai-api",
   "role": "Listed as GlowUp's AI provider on the founder's website; no source names the model that applies the makeup.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "glowup",
   "t": "tiktok",
   "role": "The founder's own short videos brought the first users with no advertising budget; creators paid with equity posted there later.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "glowup",
   "t": "instagram",
   "role": "Creators on Instagram, paid with equity instead of cash, promoted the app, as aidevcases reports.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "glowup",
   "t": "apple-app-store",
   "role": "Sold the iPhone app and its in-app subscriptions, from US$3.99 to US$13.99 per purchase in July 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "stripe",
   "role": "Takes the subscription payments for every credit tier, monthly and yearly; TrustMRR reads its revenue figures from this account.",
   "detail": "",
   "since": "December 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "trustmrr",
   "role": "Publishes the business's revenue, MRR and subscription counts, read from Stripe through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "clerk",
   "role": "Handles sign-in and user accounts; its script loads from a Clerk subdomain of aidesigner.ai.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "aidesigner",
   "t": "supabase",
   "role": "Provides the database and backend services, according to the privacy policy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "cloudflare",
   "role": "Registers the custom domains that users connect to their published AIDesigner sites.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "next-js",
   "role": "The framework of the web app, according to a compiled third-party page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "aidesigner",
   "t": "tailwind-css",
   "role": "Styles the web app and the generated code, according to a compiled third-party page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "github",
   "role": "Holds the source code of the MCP installer package, according to the package's npm record.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "npm",
   "role": "Distributes the @aidesigner/agent-skills package that installs the MCP server in coding agents.",
   "detail": "",
   "since": "March 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 12,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "google-tag-manager",
   "role": "Loads tracking tags on the site's pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "aidesigner",
   "t": "posthog",
   "role": "Product analytics; the page code wraps the site in a PostHog provider.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "datafast",
   "role": "Web analytics script loaded on the site's pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "aidesigner",
   "t": "rewardful",
   "role": "Its referral-tracking script loads on the site's pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "aidesigner",
   "t": "tolt",
   "role": "Runs the affiliate program and pays the monthly 20% commissions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "discord",
   "role": "Hosts the user community that the site links from its menu and footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "x",
   "role": "The founder's posts and feature demos, which a compiled page calls his main marketing channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "reddit",
   "role": "Posts about the product, named with X and Threads as the marketing channel on a compiled page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "threads",
   "role": "The founder's build-in-public posts, according to a compiled page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "indierank",
   "role": "Used with TrustMRR to share verified revenue milestones, according to a compiled page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "stable-diffusion",
   "role": "A compiled third-party page says fine-tuned image models like this one generate the designs; the company's pages name no model.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "aidesigner",
   "t": "flux",
   "role": "A compiled third-party page names it with Stable Diffusion as a fine-tuned image model; the company's pages name no model.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "pingo-ai",
   "t": "openai-api",
   "role": "Provides AI models that receive chat messages and voice recordings to generate the tutor's replies; the policy does not name the models.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "pingo-ai",
   "t": "groq",
   "role": "A second AI provider named in the privacy policy; it receives chat messages and voice recordings to power the conversations.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "pingo-ai",
   "t": "appsflyer",
   "role": "Attributes app installs and in-app events to the marketing sources behind them and measures paid advertising campaigns.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "pingo-ai",
   "t": "firebase",
   "role": "Collects analytics data about use of the app; the privacy policy names it for users in the UK, EEA and Switzerland.",
   "detail": "analytics",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "pingo-ai",
   "t": "google-analytics",
   "role": "Collects and analyzes information about use of the services with cookies and similar technologies.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "pingo-ai",
   "t": "apple-app-store",
   "role": "Sells the Pingo Pro subscriptions as in-app purchases on iPhone and iPad.",
   "detail": "in-app purchases",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 5,
   "how": "source"
  },
  {
   "s": "pingo-ai",
   "t": "google-play",
   "role": "Sells the Pingo Pro subscriptions as in-app purchases on Android.",
   "detail": "in-app purchases",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 6,
   "how": "source"
  },
  {
   "s": "pingo-ai",
   "t": "tiktok",
   "role": "Short creator videos on TikTok, in which the AI corrects a speaker's pronunciation, brought most new users, according to a case-study site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "rork",
   "role": "No-code AI app builder in which the two founders built the whole app without writing code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "chatgpt",
   "role": "The founders used it to debug problems while they built the app in Rork.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "swiftui",
   "role": "Apple's interface framework, listed by the founder as the app's frontend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "supabase",
   "role": "Backend for the app's data, listed by the founder in the TrustMRR tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "apple-app-store",
   "role": "Sells the weekly, monthly and yearly subscriptions and charges them to the buyer's Apple account.",
   "detail": "In-App Purchase",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "revenuecat",
   "role": "Records the App Store subscription payments; TrustMRR reads the verified revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "shopify",
   "role": "Runs the separate store that sells training programs as PDF files, which promote the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$39 a month",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "apple-developer-program",
   "role": "Developer account needed to publish the app on the App Store.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$99 a year",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "instagram",
   "role": "The founders' own accounts, about 150,000 followers, where race reels with the app's name on screen bring most customers.",
   "detail": "Reels",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "tiktok",
   "role": "Listed by the founder as one of the app's marketing channels.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "meta-ads",
   "role": "The only paid channel, according to the seller message on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$50 to US$100 a day",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "trustmrr",
   "role": "Shows the app's revenue read from RevenueCat on a public profile and carried the for-sale listing from June 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "notion",
   "role": "Hosts the app's privacy policy page that the App Store listing links to.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "3ak-track-field",
   "t": "termly",
   "role": "Hosts the app's terms of service that the App Store listing links to.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "openai-api",
   "role": "Turns the user's voice recordings into text before the posts are written; the audio files are deleted after processing.",
   "detail": "Whisper",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "openrouter",
   "role": "Gives the app access to several AI models that write the carousels, scripts and posts.",
   "detail": "various AI models, not named in any source",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "apify",
   "role": "Extracts public content from Instagram links that users give as examples, so that the app can write similar posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "apple-app-store",
   "role": "Distributes the app and sells the Draft+ subscriptions through Apple's in-app purchase system; Apple handles refunds.",
   "detail": "in-app purchases",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "revenuecat",
   "role": "Manages the in-app subscriptions and their analytics, and supplies the revenue data that TrustMRR and whatsthe.app verify.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "trustmrr",
   "role": "Publishes the app's revenue, read from RevenueCat through an API key, as verified figures.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "whatsthe-app",
   "role": "Shows the app's MRR and revenue on a public leaderboard, read through a read-only RevenueCat key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "firebase",
   "role": "Collects anonymous usage analytics in the app.",
   "detail": "Firebase Analytics",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "mixpanel",
   "role": "Tracks user behavior and which features users adopt.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "sentry",
   "role": "Tracks errors and performance in the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "meta-ads",
   "role": "Tracking code on the website that measures visitors for Facebook and Instagram advertising; no source says whether ads were bought.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "draft-ai",
   "t": "posthog",
   "role": "Product analytics on the getdraft.io website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source",
   "seen": "2026-10-16"
  },
  {
   "s": "draft-ai",
   "t": "swiftui",
   "role": "Apple's framework for the iPhone app's screens, according to the founder's technology list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "laravel",
   "role": "PHP framework for the server and the website, according to the founder's technology list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "stripe",
   "role": "Named in the founder's technology list; no source says what it is used for.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "inertia-js",
   "role": "Connects the Laravel server to the JavaScript pages of the getdraft.io website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "draft-ai",
   "t": "sign-in-with-apple",
   "role": "Creates user accounts; users can also use the app anonymously, tied to the device ID.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "brawler",
   "t": "rork",
   "role": "The no-code AI app builder that the app was made with, shown by a whatsthe.app badge and the app.rork bundle ID.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "brawler",
   "t": "openai-api",
   "role": "Named by the seller as the AI provider; the app uses AI for video analysis, coach chats and food logging.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "brawler",
   "t": "supabase",
   "role": "Backend of the app, according to the founder's TrustMRR profile and the Strikr sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "brawler",
   "t": "revenuecat",
   "role": "Records the in-app subscriptions; TrustMRR and whatsthe.app read the verified revenue from it through API keys.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "brawler",
   "t": "swift",
   "role": "Programming language of the iPhone app, according to the founder's TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "brawler",
   "t": "swiftui",
   "role": "Apple's interface framework for the app's screens, according to the founder's TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "brawler",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and sells its ten subscription options as in-app purchases.",
   "detail": "in-app purchases",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "brawler",
   "t": "meta-ads",
   "role": "Paid advertising, named by the founder and by the Strikr listing as a marketing channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "brawler",
   "t": "trustmrr",
   "role": "Shows the app's RevenueCat revenue in public and lists the app for sale at US$200,000.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "brawler",
   "t": "whatsthe-app",
   "role": "Two sale listings show the app's RevenueCat revenue to buyers, at asking prices of US$200,000 and US$127,940.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "brawler",
   "t": "termly",
   "role": "Hosts the privacy policy, terms of service and license agreement; the privacy policy is the same document as Wrestle AI's.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "dreambooth",
   "role": "Fine-tunes an image model on the customer's 10 photos so it can draw that person or pet in 15 styles.",
   "detail": "fine-tuning of Stable Diffusion",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "stable-diffusion",
   "role": "The base image model; the trained model is offered for download for use in Stable Diffusion tools.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "google-colab",
   "role": "Where the founder trained the first portrait model before the service existed.",
   "detail": "",
   "since": "October 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "stripe",
   "role": "Takes the one-time payments; the first version was a static page with a Stripe button.",
   "detail": "",
   "since": "October 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "apple-app-store",
   "role": "Distributes the two iPhone apps and bills their in-app purchases.",
   "detail": "",
   "since": "November 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "laravel",
   "role": "Backend framework of the service, with Laravel Nova as the admin panel.",
   "detail": "Laravel Nova",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "vue-js",
   "role": "Frontend framework, listed in the founder's tool stack on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "node-js",
   "role": "Listed in the founder's tool stack on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "tailwind-css",
   "role": "CSS framework, listed in the founder's tool stack on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "github",
   "role": "Code hosting, listed in the founder's tool stack on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "firebase",
   "role": "Listed in the founder's tool stack on Starter Story; role not stated.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "digitalocean",
   "role": "Hosting platform listed on the January 2023 Starter Story profile.",
   "detail": "",
   "since": "",
   "until": "2024",
   "rt": "linode",
   "rtName": "Linode",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "aws",
   "role": "Cloud infrastructure listed on both Starter Story profiles (shown truncated as AWS infrastru... on the 2024 page).",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "linode",
   "role": "Hosting platform listed on the March 2024 Starter Story profile.",
   "detail": "",
   "since": "2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "mailchimp",
   "role": "Email marketing, listed on both Starter Story profiles.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "mailgun",
   "role": "Transactional email, such as the message that the portraits are ready.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "zendesk",
   "role": "Customer support, listed on the March 2024 Starter Story profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "google-analytics",
   "role": "Web analytics, listed on the March 2024 Starter Story profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source",
   "seen": "2026-10-22"
  },
  {
   "s": "imagined-with-ai",
   "t": "ahrefs",
   "role": "SEO tool listed on the January 2023 Starter Story profile; the dog-breed pages are a search strategy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "facebook",
   "role": "A post to the founder's Facebook friends brought the first paying customers.",
   "detail": "",
   "since": "October 2022",
   "until": "",
   "rt": "",
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  },
  {
   "s": "imagined-with-ai",
   "t": "instagram",
   "role": "Short videos of dogs; the first viral Reel reached 30,000 views in hours.",
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  },
  {
   "s": "imagined-with-ai",
   "t": "tiktok",
   "role": "Short-video channel started right after launch.",
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  },
  {
   "s": "imagined-with-ai",
   "t": "meta-ads",
   "role": "Paid promotion about once a month in 2024.",
   "detail": "",
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   "rt": "",
   "rtName": "",
   "cost": "about US$250 per five days, about once a month",
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   "src": 2,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "google-ads",
   "role": "Listed on the March 2024 Starter Story profile as an advertising tool.",
   "detail": "",
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  },
  {
   "s": "imagined-with-ai",
   "t": "linkedin",
   "role": "Customers changing their profile picture to a professional style brought visibility and sales.",
   "detail": "",
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  },
  {
   "s": "imagined-with-ai",
   "t": "product-hunt",
   "role": "Launch of AI Puppy on 16 December 2022: 94 upvotes, 21st of the day.",
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   "src": 9,
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  },
  {
   "s": "imagined-with-ai",
   "t": "slack",
   "role": "Team communication; the first model results were shared in the employer's Slack.",
   "detail": "",
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  },
  {
   "s": "imagined-with-ai",
   "t": "trello",
   "role": "Project management.",
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  },
  {
   "s": "imagined-with-ai",
   "t": "notion",
   "role": "Listed on the March 2024 Starter Story profile as a productivity tool.",
   "detail": "",
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  },
  {
   "s": "imagined-with-ai",
   "t": "figma",
   "role": "Design tool listed on the March 2024 Starter Story profile.",
   "detail": "",
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  },
  {
   "s": "imagined-with-ai",
   "t": "sketch",
   "role": "Design tool listed on the January 2023 Starter Story profile.",
   "detail": "",
   "since": "",
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   "rt": "",
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  },
  {
   "s": "imagined-with-ai",
   "t": "google-workspace",
   "role": "Listed on the March 2024 Starter Story profile as a productivity tool.",
   "detail": "",
   "since": "",
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   "rtName": "",
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   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "imagined-with-ai",
   "t": "flux",
   "role": "Newer image model used for fine-tunes on the sister site Studio Deepfake.",
   "detail": "FLUX fine-tunes on Studio Deepfake",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
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  },
  {
   "s": "tabitha-ai",
   "t": "bubble",
   "role": "Visual no-code builder for the whole app; the archived page code loads from the Bubble app named tabitha-detect.",
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   "since": "2023",
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   "src": 3,
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  },
  {
   "s": "tabitha-ai",
   "t": "stripe",
   "role": "Took the US$19 a month subscription payments, by the founder's statement.",
   "detail": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "tabitha-ai",
   "t": "pricewell",
   "role": "Connected Stripe subscriptions to the Bubble app.",
   "detail": "",
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  },
  {
   "s": "tabitha-ai",
   "t": "mailerlite",
   "role": "Sent the welcome and marketing emails.",
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   "grade": "C",
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  },
  {
   "s": "tabitha-ai",
   "t": "postmark",
   "role": "Sent transactional emails such as password resets.",
   "detail": "",
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   "grade": "C",
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  },
  {
   "s": "tabitha-ai",
   "t": "freshdesk",
   "role": "Hosted the support articles.",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "tabitha-ai",
   "t": "reflio",
   "role": "Ran the affiliate program.",
   "detail": "",
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   "rt": "",
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  },
  {
   "s": "tabitha-ai",
   "t": "apollo-io",
   "role": "Supplied teachers' email addresses for a cold email series about the app.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "tabitha-ai",
   "t": "youtube",
   "role": "Hosted the founder's videos of the app's use cases, part of a scheduled content plan.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "src": 1,
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  },
  {
   "s": "tabitha-ai",
   "t": "tiny-acquisitions",
   "role": "Marketplace where the founder listed and sold the app; she said it took a 9.5% platform fee.",
   "detail": "",
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   "rt": "",
   "rtName": "",
   "cost": "9.5% of the US$4,250 sale price, by the founder's statement",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "stomach-book",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and takes the monthly, yearly and lifetime membership payments as in-app purchases.",
   "detail": "In-app purchases, iPhone",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "stomach-book",
   "t": "xiaohongshu",
   "role": "Users who posted a recommendation of the app there received a free month of membership; the founder said these posts drove growth.",
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   "since": "2024",
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   "rt": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "stomach-book",
   "t": "stepfun-yuewen",
   "role": "A self-media article says all of the founder's products run on the Yuewen model platform; no other source confirms it.",
   "detail": "Model platform, Yuewen developer program (繁星计划)",
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   "src": 3,
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  },
  {
   "s": "invrs-io",
   "t": "jax",
   "role": "The array-computing library all packages are written on; gives automatic differentiation and GPU execution for the optical simulations.",
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   "rtName": "",
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   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "invrs-io",
   "t": "python",
   "role": "The language of every package; invrs-gym requires Python 3.7 or newer.",
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   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 10,
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  },
  {
   "s": "invrs-io",
   "t": "ceviche",
   "role": "Google's open-source electromagnetic simulator and design challenges, wrapped in JAX as part of the gym's challenge set.",
   "detail": "Ceviche Challenges, open-sourced by Google",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
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  },
  {
   "s": "invrs-io",
   "t": "github",
   "role": "Hosts the 12 public repositories and the company's only self-description; the press and the newsletter read the business from there.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "invrs-io",
   "t": "github-pages",
   "role": "Serves the public leaderboard website at invrs-io.github.io/leaderboard.",
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   "since": "",
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   "rt": "",
   "rtName": "",
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   "src": 0,
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  },
  {
   "s": "invrs-io",
   "t": "pypi",
   "role": "Distributes the packages as pip installs; 40 releases of invrs-gym in the first year.",
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   "since": "October 2023",
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   "rt": "",
   "rtName": "",
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   "src": 9,
   "how": "source"
  },
  {
   "s": "invrs-io",
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   "role": "Published the single-author paper that describes the gym, on 31 October 2024.",
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   "since": "October 2024",
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   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "invrs-io",
   "t": "linkedin",
   "role": "The founder's public profile, which the press used for the founding year and his career history.",
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   "rt": "",
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  },
  {
   "s": "agentaos",
   "t": "stripe",
   "role": "Acquires the card payments, Apple Pay and Google Pay, in hosted fields, so card numbers never reach AgentaOS servers.",
   "detail": "",
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  },
  {
   "s": "agentaos",
   "t": "bridge",
   "role": "Electronic-money institution where the sale proceeds settle before payout.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "agentaos",
   "t": "wise",
   "role": "Bank partner that pays sellers out to their own bank accounts in EUR or USD.",
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   "since": "",
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   "rtName": "",
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  },
  {
   "s": "agentaos",
   "t": "typescript",
   "role": "Language of the public SDK, CLI and MCP server.",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "agentaos",
   "t": "github",
   "role": "Hosts the Apache-2.0 repository with the SDK, CLI, MCP server and Claude Code plugin.",
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   "since": "March 2026",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 7,
   "how": "source"
  },
  {
   "s": "agentaos",
   "t": "npm",
   "role": "Distributes the agenta CLI, the MCP server and the @agentaos/pay SDK as packages.",
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   "since": "March 2026",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "agentaos",
   "t": "pnpm",
   "role": "Package manager and workspace tool of the public repository.",
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   "rt": "",
   "rtName": "",
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   "src": 13,
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  },
  {
   "s": "agentaos",
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   "role": "Sits in front of the website; bot blocking is set in its dashboard, per the site's robots.txt.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "agentaos",
   "t": "base",
   "role": "Blockchain on which the February 2026 agent settlement protocol ran, before the relaunch as a merchant of record.",
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   "since": "February 2026",
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   "rt": "",
   "rtName": "",
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   "src": 0,
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  },
  {
   "s": "agentaos",
   "t": "product-hunt",
   "role": "Launch planned for 27 October 2026; the founder posted on its forum beforehand.",
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   "since": "October 2026",
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   "rt": "",
   "rtName": "",
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   "src": 16,
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  },
  {
   "s": "agentaos",
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   "role": "Published the founder interview of 6 October 2026 that the company shows as press.",
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   "since": "October 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "agentaos",
   "t": "startup-fame",
   "role": "Directory listing with a badge on the home page; the company wrote the listing text.",
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   "since": "",
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   "rt": "",
   "rtName": "",
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   "src": 3,
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  },
  {
   "s": "agentaos",
   "t": "turbo0",
   "role": "Directory listing published 18 October 2026, with a badge on the home page.",
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   "since": "October 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 3,
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  },
  {
   "s": "agentaos",
   "t": "findly-tools",
   "role": "Directory listing with a badge on the home page.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 3,
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  },
  {
   "s": "agentaos",
   "t": "thedevtoolsdir",
   "role": "Directory listing published 18 October 2026, with a badge on the home page.",
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   "since": "October 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "agentaos",
   "t": "ai-agents-directory",
   "role": "Directory listing of 17 October 2026, with a badge on the home page.",
   "detail": "",
   "since": "October 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "agentaos",
   "t": "glama",
   "role": "MCP server directory where the company's server is listed and rated.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "agentaos",
   "t": "linkedin",
   "role": "Company page; the set-up package includes a launch post for the seller on it.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "agentaos",
   "t": "x",
   "role": "Company account; the set-up package includes a launch post for the seller on it.",
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   "rt": "",
   "rtName": "",
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   "src": 4,
   "how": "source"
  },
  {
   "s": "agentaos",
   "t": "whatsapp",
   "role": "Premium support channel for 30 days after a set-up package.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "agentaos",
   "t": "telegram",
   "role": "Public channel linked from the about page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "agentaos",
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   "role": "The company behind AgentaOS was registered in Estonia through this programme.",
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   "until": "",
   "rt": "",
   "rtName": "",
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   "src": 1,
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  },
  {
   "s": "agentaos",
   "t": "cal-com",
   "role": "Booking page for calls with the founder, on his company site.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 17,
   "how": "source"
  },
  {
   "s": "eightify",
   "t": "openai-api",
   "role": "Summarized each transcript part at launch; the founder paid standard davinci-003 prices per video.",
   "detail": "davinci-003, later ChatGPT",
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   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$0.10 to US$0.90 per video (January 2023)",
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   "src": 4,
   "how": "source"
  },
  {
   "s": "eightify",
   "t": "anthropic-api",
   "role": "Writes the summaries alongside ChatGPT, according to the store listing in 2026.",
   "detail": "Claude",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "eightify",
   "t": "youtube-transcript-api",
   "role": "Python library that downloads YouTube subtitles for the summarizer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "src": 4,
   "how": "source"
  },
  {
   "s": "eightify",
   "t": "google-sign-in",
   "role": "Login added at launch to limit free use and cap model costs.",
   "detail": "",
   "since": "January 2023",
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   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "eightify",
   "t": "product-hunt",
   "role": "Launch site on 17 January 2023; fourth of the day.",
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   "since": "January 2023",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "eightify",
   "t": "hacker-news",
   "role": "Show HN thread on 27 January 2023 with 147 points and 120 comments.",
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   "since": "January 2023",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "eightify",
   "t": "reddit",
   "role": "One of the three launch channels, with a 96% upvote rate reported by Starter Story.",
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   "since": "January 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "eightify",
   "t": "chrome-web-store",
   "role": "Distributes the extension; its organic traffic was a main user source.",
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  },
  {
   "s": "eightify",
   "t": "apple-app-store",
   "role": "Sells the iPhone app's Pro subscription as in-app purchases.",
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   "src": 10,
   "how": "source"
  },
  {
   "s": "eightify",
   "t": "google-play",
   "role": "Distributes the Android app and its subscription.",
   "detail": "",
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   "rt": "",
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   "src": 7,
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  },
  {
   "s": "eightify",
   "t": "stripe",
   "role": "Takes the web and extension subscription payments, according to Starter Story's stack list.",
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  },
  {
   "s": "eightify",
   "t": "aws",
   "role": "Hosts the back end, according to Starter Story's stack list.",
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  },
  {
   "s": "eightify",
   "t": "docker",
   "role": "Packages the back end for deployment.",
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   "rt": "",
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  },
  {
   "s": "eightify",
   "t": "gitlab",
   "role": "Source code hosting and CI.",
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  },
  {
   "s": "eightify",
   "t": "metabase",
   "role": "Analytics dashboards over the product database.",
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  },
  {
   "s": "eightify",
   "t": "postgresql",
   "role": "Main database of the product.",
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  },
  {
   "s": "eightify",
   "t": "react",
   "role": "Front-end web app of the product.",
   "detail": "",
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  },
  {
   "s": "eightify",
   "t": "flask",
   "role": "Python web framework of the back end.",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "eightify",
   "t": "python",
   "role": "Back-end language; also the transcript download library.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "eightify",
   "t": "typescript",
   "role": "Language of the Chrome extension.",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "eightify",
   "t": "youtube-api",
   "role": "Video data for the summarizer; US$600 of the starting costs per Starter Story.",
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   "rt": "",
   "rtName": "",
   "cost": "US$600 (starting cost, Starter Story estimate)",
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  },
  {
   "s": "eightify",
   "t": "webflow",
   "role": "Built the pre-launch waiting-list site, visible in the 2022 page source.",
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   "rt": "",
   "rtName": "",
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   "src": 8,
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  },
  {
   "s": "eightify",
   "t": "x",
   "role": "Founder's update channel at launch; an ad attempt got the ads account banned.",
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  },
  {
   "s": "rosebud",
   "t": "openai-api",
   "role": "Generated the journal reflections and guidance at launch in July 2023.",
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  },
  {
   "s": "rosebud",
   "t": "anthropic-api",
   "role": "Writes the responses and analyses; the company says users prefer it to GPT.",
   "detail": "Claude 3.5 Sonnet",
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   "rt": "",
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   "how": "source"
  },
  {
   "s": "rosebud",
   "t": "product-hunt",
   "role": "Launch site for the web app in July 2023 and the native apps in August 2024.",
   "detail": "",
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   "rt": "",
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  },
  {
   "s": "rosebud",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and bills its subscriptions.",
   "detail": "",
   "since": "August 2024",
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   "rt": "",
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  },
  {
   "s": "rosebud",
   "t": "google-play",
   "role": "Distributes the Android app with in-app purchases.",
   "detail": "",
   "since": "August 2024",
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   "rt": "",
   "rtName": "",
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   "src": 16,
   "how": "source"
  },
  {
   "s": "rosebud",
   "t": "notaku",
   "role": "Hosts the help center and knowledge base.",
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   "rtName": "",
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   "src": 9,
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  },
  {
   "s": "rosebud",
   "t": "discord",
   "role": "Community server where users learn about new features and become early testers.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "src": 10,
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  },
  {
   "s": "rosebud",
   "t": "appsflyer-onelink",
   "role": "Attribution links on the site's download and start-trial buttons.",
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   "rt": "",
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  },
  {
   "s": "rosebud",
   "t": "trustpilot",
   "role": "Collects public reviews that the site shows as proof next to the store ratings.",
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   "rt": "",
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   "src": 16,
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  },
  {
   "s": "rosebud",
   "t": "instagram",
   "role": "Company account linked from the site footer.",
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   "rt": "",
   "rtName": "",
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   "src": 14,
   "how": "source"
  },
  {
   "s": "rosebud",
   "t": "x",
   "role": "Company account linked from the site footer.",
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  },
  {
   "s": "rosebud",
   "t": "webflow",
   "role": "Built the marketing site, as its page source said in 2023 and February 2025.",
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   "src": 15,
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  },
  {
   "s": "rosebud",
   "t": "mixpanel",
   "role": "Product analytics; a Mixpanel token is set in the site's tracking script.",
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  },
  {
   "s": "rosebud",
   "t": "segment",
   "role": "Event collection; a Segment write key is set in the site's tracking script.",
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  },
  {
   "s": "innsikt-ai",
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   "role": "Produced the child avatar's answers in the research version of the training program, with one-shot prompting.",
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  },
  {
   "s": "innsikt-ai",
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   "role": "Game engine used to build the animated child avatar and the training program in the research phase.",
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  {
   "s": "innsikt-ai",
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   "role": "Framework that builds the company's website; its build paths are visible in the page source.",
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  },
  {
   "s": "innsikt-ai",
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   "role": "Content delivery network that serves the website's images and media files.",
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  {
   "s": "innsikt-ai",
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   "role": "Registered auditor of the company's annual accounts, listed in the Norwegian Register of Legal Entities.",
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  {
   "s": "mockey",
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   "role": "Design tool of the two designer founders; the company also publishes a Figma plugin and a free illustration set.",
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  {
   "s": "mockey",
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   "role": "Payment gateway for the subscription plans, with cards, PayPal, Google Pay and Apple Pay.",
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  {
   "s": "mockey",
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   "role": "Tracks the search rankings that bring most visitors.",
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  {
   "s": "mockey",
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   "role": "The print-on-demand startup whose sellers were the first users; Mockey plugged into that product.",
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  {
   "s": "mockey",
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   "role": "Two launches: the free generator in April 2023 and Mockey AI Pro in May 2024.",
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  {
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   "s": "mockey",
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   "role": "Meta's pixel cookies are set early so that ad attribution survives the checkout, per a comment in the page source.",
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  {
   "s": "mockey",
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   "role": "Hosts the video model runs; the video mockup files on the home page carry Replicate prediction names.",
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   "role": "Lists the Mockey AI app so that Shopify merchants make mockups inside Shopify.",
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  {
   "s": "inbox-zero",
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   "role": "The npm package that puts one interface in front of several model providers.",
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   "s": "inbox-zero",
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   "role": "Hosts the Next.js web app, per the Startup Founder Stories tech stack line.",
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   "s": "inbox-zero",
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   "role": "The main database, run natively or in Docker for self-hosting.",
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   "role": "Cache and queue store, served through Upstash in the hosted version.",
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  {
   "s": "inbox-zero",
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  {
   "s": "inbox-zero",
   "t": "turborepo",
   "role": "Manages the monorepo of web app, email client and CLI.",
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   "rtName": "",
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  {
   "s": "inbox-zero",
   "t": "pnpm",
   "role": "Package manager pinned in package.json for the monorepo.",
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  {
   "s": "inbox-zero",
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   "role": "Containers for self-hosting and local development, started by the CLI.",
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   "rt": "",
   "rtName": "",
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  {
   "s": "inbox-zero",
   "t": "node-js",
   "role": "Runtime for the app and the CLI installer, version 24 required.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "swift",
   "role": "The iPhone client is a native Swift app, not open source yet.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "typescript",
   "role": "Language of the whole codebase, per the repository topics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "tailwind-css",
   "role": "Styling of the web app, per the repository topics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "shadcn-ui",
   "role": "Component library of the web app, per the repository topics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "posthog",
   "role": "Product analytics, per the repository topics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "resend",
   "role": "Sends the product's own transactional email, per the repository topics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "loops",
   "role": "Sends the product's own marketing email, per the repository topics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "tinybird",
   "role": "Stored the email analytics data with an encryption key, per the founder in December 2023.",
   "detail": "hosted ClickHouse",
   "since": "December 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "gmail-api",
   "role": "The product reads and changes mail through Google's Gmail API and must pass Google's security review to keep access.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "microsoft-outlook",
   "role": "The second mail provider the assistant connects to, through Microsoft's API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "stripe",
   "role": "Takes the subscription payments for the hosted plans.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "product-hunt",
   "role": "Three launches; the founder says the first, on 26 December 2023, finished first and brought thousands of users.",
   "detail": "",
   "since": "December 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "hacker-news",
   "role": "Show HN thread on 29 December 2023 with 167 points and 143 comments.",
   "detail": "",
   "since": "December 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "github",
   "role": "Hosts the public code; the repository's star count is the founder's main open-source distribution channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "youtube",
   "role": "The founder's channel about open source, with 2,000 subscribers at the launch, carried a launch video.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "x",
   "role": "The founder's account elie2222 is where he asks readers to follow the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "discord",
   "role": "Community server for support and feature requests.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "featurebase",
   "role": "Runs the public changelog and feature-request board.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "openstatus",
   "role": "Public status page linked from the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "inbox-zero",
   "t": "google-tag-manager",
   "role": "Loads the site's analytics tags, visible in the home page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "monai",
   "t": "xcode",
   "role": "The founder writes the iOS app natively in Apple's free development environment.",
   "detail": "native iOS app",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "free",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "claude-code",
   "role": "AI coding agent the founder says he uses extensively to build the apps, on the paid Max plan.",
   "detail": "Max plan; the video transcript writes the name as \"Cloud Code\"",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$100 a month",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "revenuecat",
   "role": "Manages the app-store subscriptions, shows revenue statistics and runs the paywall A/B tests; users quote their RevenueCat ID for support.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$400 a month",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "appwrite",
   "role": "Backend, login and database for the optional MonAi account that syncs data between iOS and Android.",
   "detail": "the video transcript writes the name as \"AppRite\"",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$25 a month",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "openai-api",
   "role": "Turns a typed or spoken sentence into expense entries; the founder says it handles the easier AI requests.",
   "detail": "model not named; used for the simpler tasks such as parsing an expense sentence",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$200 a month together with the Anthropic calls",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "anthropic-api",
   "role": "Answers questions about the user's spending data; the founder says it handles the deeper analysis.",
   "detail": "model not named; used for the deeper analysis such as the AI reports",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$200 a month together with the OpenAI calls",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "helm",
   "role": "Manages App Store Connect listings and releases from the Mac instead of Apple's web interface.",
   "detail": "desktop app for App Store Connect",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$175 one-time, lifetime plan",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "figma",
   "role": "Design tool for the app's interface, on the free plan.",
   "detail": "free plan",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "free",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "apple-app-store",
   "role": "Sells and bills the iOS subscriptions; Apple lists the plans and prices on the app page.",
   "detail": "in-app subscriptions",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "google-play",
   "role": "Distributes the Android app and bills its subscriptions; refunds go through the Play Store.",
   "detail": "Android app by a separate developer",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "icloud",
   "role": "Stored the user's data on the first versions, with no login; still an option on iOS next to the account sync.",
   "detail": "",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "product-hunt",
   "role": "Launch site for the first release; the founder says it brought limited results.",
   "detail": "launched 20 June 2023, 25th of the day",
   "since": "June 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "x",
   "role": "The founder's only marketing in 2023 was building in public on X; the creator partner found him through the X link in the app.",
   "detail": "founder account florianvates; the link inside the app brought the creator partnership",
   "since": "July 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "instagram",
   "role": "Carries the creator partner's Spanish-language story videos, the channel the founder credits for the growth since late 2024.",
   "detail": "company account monai_app; the creator partner's own channels",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "tiktok",
   "role": "Second platform for the creator partner's videos, according to the Ponicorn directory.",
   "detail": "the creator partner's own channel",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "monai",
   "t": "shipmunk",
   "role": "Finds, tracks and compares App Store search keywords for app store optimization.",
   "detail": "App Store keyword tool",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "google-gemini-api",
   "role": "Runs the Hey Klipy v2 agent that reads the CRM, plans and rewrites drafts.",
   "detail": "Gemini",
   "since": "February 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "anthropic-api",
   "role": "Runs the Hey Klipy v2 agent together with Gemini.",
   "detail": "Claude",
   "since": "February 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "exa",
   "role": "Web search inside the agent for company news, funding rounds and competitor information.",
   "detail": "",
   "since": "December 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "recall-ai",
   "role": "Joins and records video meetings for the notetaker; replaced an unnamed earlier recorder.",
   "detail": "",
   "since": "July 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "people-data-labs",
   "role": "One of the data vendors in the waterfall that enriches company records.",
   "detail": "",
   "since": "March 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "clearbit",
   "role": "One of the data vendors in the waterfall that enriches company records.",
   "detail": "",
   "since": "March 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "apollo-io",
   "role": "One of the data vendors in the waterfall that enriches company records.",
   "detail": "",
   "since": "March 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "google-cloud",
   "role": "Named by the company as its technology partner; the hosting details are not stated.",
   "detail": "Google Cloud for Startups",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "claude-connector-directory",
   "role": "Lists the Klipy MCP server so that Claude users can run the CRM from chat.",
   "detail": "MCP server 1.3.1",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "product-hunt",
   "role": "Three launches: 10 July 2024, 21 August 2024 and 15 March 2026, with a separate offer prepared for the site.",
   "detail": "",
   "since": "July 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "hacker-news",
   "role": "Show HN post on 17 July 2024 where the founder explained the product's origin.",
   "detail": "",
   "since": "July 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "appsumo",
   "role": "Sold lifetime deals at US$59 to US$339, meant to lose money and recruit about 100 permanent testers; the founder posted there from 29 October 2024.",
   "detail": "",
   "since": "December 2024",
   "until": "February 2025",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "microlaunch",
   "role": "A launch site that got its own offer, prepared by studying the previous month's top launches.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "reddit",
   "role": "A launch channel with its own offer, according to the founder's interview as the newsletter quotes it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "linkedin-ads",
   "role": "Builds an audience of B2B buyers; step 3 of the founder's nine-step growth order, with paid scaling last.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "klipy-ai",
   "t": "youtube",
   "role": "Explanation videos paired with lead magnets, for people and so that AI assistants find the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "capterra",
   "role": "Collects customer reviews; linked from the company's AppSumo listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "klipy-ai",
   "t": "g2",
   "role": "Collects customer reviews; linked from the company's AppSumo listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "typescript",
   "role": "Programming language of the platform, according to the founder's interview as summarized by the note.com article.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "vercel",
   "role": "Hosts the web application, according to the founder's interview as summarized by the note.com article.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "runbear",
   "t": "supabase",
   "role": "Database and backend service of the platform, according to the founder's interview as summarized by the note.com article.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "anthropic-api",
   "role": "Generates the agents' core answers; the changelog of October 2026 moved the default Claude rows to the 5.5 models.",
   "detail": "Claude; Claude Opus, Sonnet and Haiku 5.5 as the default models in October 2026",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 17,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "openai-api",
   "role": "Ran the early assistants through the OpenAI Assistants API and still handles evaluation and knowledge extraction.",
   "detail": "Assistants API v2 in 2024; GPT-6.1 Sol in 2026; used for evaluation, knowledge extraction and response compression",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "google-gemini-api",
   "role": "Optional model provider for agents, added in August 2024.",
   "detail": "Gemini 1.5 Pro and Flash in 2024; Gemini 3.8 Flash in 2026",
   "since": "August 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "perplexity",
   "role": "Optional model provider that customers can choose for an agent, according to the founder's interview as summarized by the note.com article.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "claude-agent-sdk",
   "role": "Agent runtime on which the newer agents run, named in the changelog of October 2026.",
   "detail": "",
   "since": "2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 17,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "slack",
   "role": "The main chat platform the product lives in; Runbear is listed on the Slack Marketplace and runs a community workspace.",
   "detail": "Slack Marketplace listing and a public community workspace",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 15,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "microsoft-teams",
   "role": "Second chat platform the agents are deployed in; the Teams app was under Microsoft review in January 2024.",
   "detail": "",
   "since": "2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "discord",
   "role": "Community server linked from the home page; also a channel the agents can be deployed in.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "product-hunt",
   "role": "Launch site used three times, under the names PlugBear and Runbear, to collect early users and feedback.",
   "detail": "three launches: 23 November 2023, 7 May 2024, 24 June 2025",
   "since": "November 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "hacker-news",
   "role": "Show HN posts for open-source tools in 2023 and free Slack bots in 2025.",
   "detail": "",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "github",
   "role": "Hosts the company's open-source releases (LangBear, awesome-runbook) and is linked from the home page.",
   "detail": "organization runbear-io",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "pipedream-connect",
   "role": "Integration service behind the agents' connections to other apps, according to a Pipedream blog post listed on Hacker News in May 2025.",
   "detail": "",
   "since": "2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "pylon",
   "role": "Customer support portal; the home page's support link opens a Pylon form.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "better-stack",
   "role": "Hosts the public status page at status.runbear.io.",
   "detail": "status page",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "vanta",
   "role": "Hosts the trust center at trust.runbear.io that publishes the security controls and the SOC 2 report request.",
   "detail": "trust center",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "featurebase",
   "role": "Runs the feedback and roadmap-voting portal at feedback.runbear.io.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "johanson-group",
   "role": "Audit firm for the SOC 2 Type II certification announced in July 2024.",
   "detail": "SOC 2 Type II auditor",
   "since": "2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "google-tag-manager",
   "role": "Loads the tracking tags on the marketing site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "runbear",
   "t": "linkedin-ads",
   "role": "The LinkedIn conversion pixel is loaded on the home page, so ads on LinkedIn are measured.",
   "detail": "insight tag",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "runbear",
   "t": "apollo-io",
   "role": "Sales-prospecting tracker script loaded on the marketing site.",
   "detail": "website visitor tracker",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "g2",
   "role": "Review directory listing linked from the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "youtube",
   "role": "Creator collaborations showing how to use and build agents, according to the founder's interview as summarized by the note.com article.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "linkedin",
   "role": "Creator collaborations and company posts, according to the founder's interview as summarized by the note.com article.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "x",
   "role": "Founder and company posts about updates and use cases, according to Starter Story and the note.com summary.",
   "detail": "formerly Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "medium",
   "role": "The founder's long-form posts, including the revenue milestone posts, are published on Medium.",
   "detail": "medium.runbear.io and snow.runbear.io",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "runbear",
   "t": "reddit",
   "role": "Founder posts in communities such as r/SaaS, including the US$100,000 ARR plateau post of September 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "paddle",
   "role": "Sells and bills the Langua web subscriptions as merchant of record and handles the sales tax.",
   "detail": "Merchant of Record",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 23,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "stripe",
   "role": "Takes the lesson payments on the tutoring marketplace, stores cards and pays out the tutors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 23,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "langua",
   "t": "apple-app-store",
   "role": "Sells the Langua subscriptions inside the iPhone app; Apple controls the refunds there.",
   "detail": "in-app subscriptions",
   "since": "December 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "google-play",
   "role": "Distributes the Android app and sells subscriptions in it; the 30-day refund guarantee applies to Android purchases.",
   "detail": "",
   "since": "December 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "claude-code",
   "role": "Builds features, fixes bugs, built the deployment pipeline and debugs production for Langua, by the co-founder's account in 2025.",
   "detail": "Anthropic's coding agent",
   "since": "2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 22,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "postgresql",
   "role": "Production database of Langua, which the co-founder connects an AI agent to for debugging.",
   "detail": "named as Postgres",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 22,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "cursor",
   "role": "The co-founder's coding tool before Claude Code; he found its agent made unwanted changes.",
   "detail": "AI code editor and agent",
   "since": "",
   "until": "2025",
   "rt": "claude-code",
   "rtName": "Claude Code",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "github-copilot",
   "role": "The co-founder's first AI coding tool, autocomplete in the editor, before Cursor.",
   "detail": "named as Copilot",
   "since": "",
   "until": "",
   "rt": "cursor",
   "rtName": "Cursor",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "vs-code",
   "role": "The co-founder's code editor since Copilot autocomplete made him leave vim.",
   "detail": "named as VS Code",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "chatgpt",
   "role": "Used by the co-founder for code in a copy-and-paste workflow before editor-integrated tools.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "cursor",
   "rtName": "Cursor",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "n8n",
   "role": "The co-founder built one feature with it in more than ten hours, against 30 minutes with Claude Code.",
   "detail": "workflow automation",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "turbolinks",
   "role": "Front-end library of the LanguaTalk web app, visible in the page source.",
   "detail": "a page-loading library from the Ruby on Rails world",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "cloudflare",
   "role": "Sits in front of languatalk.com; it hides email addresses on pages and serves the analytics script from a Worker.",
   "detail": "email address protection and a Worker",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "langua",
   "t": "heroku",
   "role": "A hosting provider whose June 2025 downtime affected Langua users, by the company's updates page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "cloudinary",
   "role": "Handles image and media uploads on the web app, visible in the page source.",
   "detail": "upload widget",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "posthog",
   "role": "Product analytics and feature flags loaded on every marketing page, visible in the page source.",
   "detail": "product analytics and feature flags",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "langua",
   "t": "plausible",
   "role": "Website analytics; the Plausible tagged-events script is loaded for the domain languatalk.com from a proxy.",
   "detail": "served through the company's own Cloudflare Worker",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "cello",
   "role": "Runs a user referral program with attribution, loaded on the Langua pages.",
   "detail": "referral program widget",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "senja",
   "role": "Shows collected customer reviews on the Langua pages as social proof.",
   "detail": "testimonial widgets",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "help-scout",
   "role": "Hosts the support knowledge base and the help button through which learners and tutors write to the team.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 18,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "langua",
   "t": "meta-ads",
   "role": "Paid ads whose results the company measures by sharing subscription events with Meta, by its privacy terms.",
   "detail": "Facebook and Instagram advertising",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 23,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "youtube",
   "role": "Language teachers on YouTube recommend Langua; the company calls this word of mouth its main growth channel.",
   "detail": "unpaid reviews by language teachers",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "langua",
   "t": "linkedin",
   "role": "Where the co-founder publishes his revenue figures and company posts, later copied to his blog.",
   "detail": "co-founder's posts",
   "since": "2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "openai-api",
   "role": "Generates the business ideas, plans and reports; GPT-3 from the 2020 access, GPT-5.5 named on the company's AI page in 2026.",
   "detail": "GPT-3 in 2020; GPT-5.5 named in 2026",
   "since": "October 2020",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "heroku",
   "role": "Hosts the web application, according to the founder's tools list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "node-js",
   "role": "The server-side stack named in the founder's tools list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "cloudflare",
   "role": "Sits in front of the site for delivery and protection.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "vizologi",
   "t": "stripe",
   "role": "Takes the subscription payments by credit card.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "appsumo",
   "role": "Sold lifetime deals of the product as one-time purchases from 2021.",
   "detail": "",
   "since": "2021",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 5,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "dealify",
   "role": "A second software-deal marketplace in the founder's tools list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "linkedin",
   "role": "Lead prospecting for business customers, first by cold messages, then by content that brings inbound requests.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "product-hunt",
   "role": "Launch site used in the early days, with little expectation.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "hacker-news",
   "role": "Launch site used in the early days.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "capterra",
   "role": "Software review directory in the founder's tools list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "facebook",
   "role": "Social media channel in the founder's tools list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "medium",
   "role": "Blog publishing channel in the founder's tools list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "wordpress",
   "role": "Runs the content site with more than 1,500 pages about company business models.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "vizologi",
   "t": "yoast",
   "role": "Search optimization plugin for the WordPress content site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "hubspot",
   "role": "Customer relationship management.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "freshdesk",
   "role": "Customer support tickets.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "mailchimp",
   "role": "Email newsletter in the founder's tools list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "sendfox",
   "role": "Email sending named by the founder among the company's platforms.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "google-analytics",
   "role": "Web traffic measurement.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "vizologi",
   "t": "hotjar",
   "role": "Records how visitors use the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "profitwell",
   "role": "Subscription revenue metrics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "jira",
   "role": "Task tracking for the development team.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "fiverr",
   "role": "Freelance work bought on the marketplace, per the founder's tools list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "google-workspace",
   "role": "Office tools, listed as G Suite in the founder's tools list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "evernote",
   "role": "Notes, per the founder's tools list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "calendly",
   "role": "Meeting scheduling, per the founder's tools list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vizologi",
   "t": "adobe-creative-cloud",
   "role": "Design work, listed as Adobe Suite in the founder's tools list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "shopify",
   "role": "The generated stores are published into the customer's Shopify account; the app is listed and rated in the Shopify App Store.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "vercel",
   "role": "Hosts the web app; the company's robots.txt file says crawler traffic is billed as Vercel data transfer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "dropmagic",
   "t": "next-js",
   "role": "Front-end framework of the web app, named by the founder in a Starter Story episode.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "tanstack-router",
   "role": "Routing library of the 2026 web app, visible in the company's own robots.txt comments about route IDs.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "supabase",
   "role": "Database of the web app, named by the founder in a Starter Story episode (transcribed as Superbase).",
   "detail": "transcribed as Superbase",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "openai-api",
   "role": "Writes the store copy, together with Gemini models, according to the founder.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "google-gemini-api",
   "role": "Writes the store copy with OpenAI models; the founder also names Nano Banana, Google's image model, for the AI product images.",
   "detail": "Gemini for copy; Nano Banana (transcribed as Nanobana) for images",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "claude-code",
   "role": "The founder writes the product code with this AI coding agent after years without programming (transcribed as cloud code).",
   "detail": "transcribed as cloud code",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "cursor",
   "role": "AI code editor used with Claude Code to develop the product, per the founder in a Starter Story episode.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "loops",
   "role": "Sends the email marketing to users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "sentry",
   "role": "Error tracking for the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "attio",
   "role": "Customer relationship management system (transcribed as Atio).",
   "detail": "transcribed as Atio",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "tolt",
   "role": "Tracks the referred customers and the payments of the YouTube creators and affiliates (transcribed as Tolts).",
   "detail": "transcribed as Tolts",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "blime",
   "role": "The founder's own internal tool for finding, contacting and tracking YouTube creators, later sold as a separate product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "youtube",
   "role": "Main customer channel: a creator co-founder's videos and paid creators; Starter Story quotes the founder on the share of new customers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "x",
   "role": "The founder posts the revenue figures and builds in public; newsletters pick up the posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "tiktok",
   "role": "The company's pages claim 20 million views of short videos about the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "paypal",
   "role": "Pays the monthly affiliate commissions, with wire transfer as the alternative.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "dropmagic",
   "t": "framer",
   "role": "Built and served the 2024 marketing site, whose archived page loads its assets from framerusercontent.com.",
   "detail": "",
   "since": "2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "cursor",
   "role": "AI code editor with which the founder, not a programmer, built the first working version in two weeks.",
   "detail": "",
   "since": "2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "claude",
   "role": "Used for coding and for AI agents across the business, the founder said; the transcript writes the name as Cloud.",
   "detail": "transcribed as \"Cloud\" in the Starter Story transcript",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$200 a month (founder, August 2026)",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "google-gemini-api",
   "role": "Analyses the meal photo, text or barcode and returns the nutrition estimate.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "openai-api",
   "role": "Fallback model for the meal analysis when Gemini is not used.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "vercel-ai-gateway",
   "role": "Routes the app's requests to the Gemini and OpenAI models.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "open-food-facts",
   "role": "Open database used to look up product nutrition from scanned barcodes.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "supabase",
   "role": "Database, file storage and backend functions, hosted in Frankfurt.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$35 a month (founder, August 2026)",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "expo",
   "role": "React Native build toolchain, in-app updates and push notification delivery.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$100 a month (founder, August 2026)",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "revenuecat",
   "role": "Manages subscription entitlements across the stores and runs web billing for website purchases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "paddle",
   "role": "Merchant of record for subscriptions bought on the website, per the pricing page of July 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and bills its subscriptions; the founder says the store review was the slowest step.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "google-play",
   "role": "Distributes the Android app and bills its subscriptions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "meta-ads",
   "role": "Paid ads on Facebook and Instagram, the channel that the founder says took the app to about US$20,000 a month.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "tiktok",
   "role": "Paid ads on TikTok, and the app's own TikTok account linked from the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "google-ads",
   "role": "Paid ads on Google, measured through Singular.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "instagram",
   "role": "The app's own Instagram account, calbuddyai, linked from the website; the influencer partners post there.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "singular",
   "role": "Mobile measurement partner that attributes installs and purchases to the ad platforms.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "posthog",
   "role": "Product analytics: screens, features, onboarding steps and subscription events.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$20 a month (founder, August 2026)",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "sentry",
   "role": "Crash and error reporting.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "microsoft-clarity",
   "role": "Session recordings and heatmaps of how users move through the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "calbuddy",
   "t": "google-workspace",
   "role": "Customer support email at app@calbuddy.co.il.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "calbuddy",
   "t": "framer",
   "role": "Builds and hosts the marketing website calbuddy.co.il.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "welmi-ai",
   "t": "adapty",
   "role": "Records the in-app subscriptions, runs paywalls and A/B tests, and since 2025 matches installs to ads; its case studies state the revenue.",
   "detail": "Subscriptions SDK, paywalls, A/B tests and Adapty Attribution",
   "since": "2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$0.02 per attributed install, according to the co-founder",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "welmi-ai",
   "t": "adapty-finance",
   "role": "Advances up to 85% of unpaid App Store earnings for a fixed fee, so ad spend is reinvested weekly instead of after 45 days.",
   "detail": "advances on unpaid store earnings",
   "since": "2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "welmi-ai",
   "t": "adjust",
   "role": "Matched app installs to ad campaigns at launch, at about US$0.04 per install, until the move to Adapty Attribution.",
   "detail": "mobile attribution",
   "since": "2025",
   "until": "2025",
   "rt": "adapty-attribution",
   "rtName": "Adapty Attribution",
   "cost": "about US$0.04 per install, according to the co-founder",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "welmi-ai",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and takes the in-app subscription payments, paid out on Apple's monthly schedule.",
   "detail": "iPhone app with in-app purchases",
   "since": "March 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "welmi-ai",
   "t": "google-play",
   "role": "Distributes the Android version and takes its in-app payments; more than 1 million downloads by October 2026.",
   "detail": "Android app welmi.ai.android",
   "since": "August 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "welmi-ai",
   "t": "stripe",
   "role": "Processes subscription purchases made on the website, according to the privacy policy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "welmi-ai",
   "t": "intercom",
   "role": "Hosts the support help center with 27 articles in 12 languages.",
   "detail": "help center",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "welmi-ai",
   "t": "netlify",
   "role": "Serves the marketing website; its HTML mentions the content security policy set in netlify.toml.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "welmi-ai",
   "t": "react",
   "role": "Framework of the welmi.ai website, which renders entirely by script.",
   "detail": "single-page website",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "welmi-ai",
   "t": "i18next",
   "role": "Translation library of the website, with 17 locale files including the legal documents.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "welmi-ai",
   "t": "tilda",
   "role": "Built the first one-page website in April 2025, before the React site.",
   "detail": "website builder",
   "since": "April 2025",
   "until": "",
   "rt": "react-website-on-netlify",
   "rtName": "React website on Netlify",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "welmi-ai",
   "t": "google-analytics",
   "role": "Website and app analytics named in the privacy policy.",
   "detail": "Google Tag Manager and Google Analytics for Firebase",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "snaptest",
   "t": "revenuecat",
   "role": "Manages the App Store subscriptions and records every purchase; TrustMRR reads the verified revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "snaptest",
   "t": "apple-app-store",
   "role": "Distributes the iPhone and iPad app and collects the weekly and yearly subscription payments as merchant of record.",
   "detail": "in-app purchases, auto-renewing subscriptions",
   "since": "October 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "snaptest",
   "t": "react-native",
   "role": "Framework in which the app is written, according to the founder-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "snaptest",
   "t": "convex",
   "role": "Hosted backend that stores the app's data and runs its server functions, according to the founder-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "snaptest",
   "t": "trustmrr",
   "role": "Publishes the app's revenue, MRR and subscription counts, read from RevenueCat, on a public profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "snaptest",
   "t": "next-js",
   "role": "Framework behind both of the business's websites, visible in their page source.",
   "detail": "seen in the page source of snaptestapp.com and coolappcompany.com",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source",
   "seen": "2026-10-23"
  },
  {
   "s": "snaptest",
   "t": "fontshare",
   "role": "Font delivery service from which the company website loads its typeface.",
   "detail": "Switzer typeface",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "genaipi",
   "t": "replit",
   "role": "Built and hosts the website, admin tools, tests and course platform; the founder says he does not know how to code.",
   "detail": "Replit Agent, Replit Core subscription",
   "since": "February 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$25 a month",
   "grade": "A",
   "src": 5,
   "how": "source"
  },
  {
   "s": "genaipi",
   "t": "stripe",
   "role": "Takes payments for courses and certification; misconfigured at launch, so the first weekend produced no sales.",
   "detail": "",
   "since": "March 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "2.9% of revenue",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "genaipi",
   "t": "sendgrid",
   "role": "Sends the platform's emails, including test results and course messages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$10 a month",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "genaipi",
   "t": "chatgpt",
   "role": "Interviewed the founder to choose the business, and researched a search-visibility firm whose methods were then installed on the site.",
   "detail": "",
   "since": "February 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "genaipi",
   "t": "grok",
   "role": "Tests business plans against what people say on X, and did the same research as ChatGPT on search visibility.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "genaipi",
   "t": "meta-ads",
   "role": "The launch channel: ads brought 140 visitors in the first weekend and no sales; the founder now advises skipping ads.",
   "detail": "Facebook ads",
   "since": "March 2025",
   "until": "March 2025",
   "rt": "linkedin",
   "rtName": "LinkedIn",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-24"
  },
  {
   "s": "genaipi",
   "t": "linkedin",
   "role": "Daily posts and direct messages; the first US$15,000 contract and later clients came from it.",
   "detail": "",
   "since": "March 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "genaipi",
   "t": "docusign",
   "role": "Signs client contracts the same day they are agreed.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "genaipi",
   "t": "google-analytics",
   "role": "Measures website traffic by channel; the founder reported about half of visits from organic search in April 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-24"
  },
  {
   "s": "genaipi",
   "t": "nemoclaw",
   "role": "The base of G.E.N.A., the company agent the firm installs in clients and uses to run itself.",
   "detail": "NVIDIA's enterprise harness on top of OpenClaw, customized as G.E.N.A.",
   "since": "2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "genaipi",
   "t": "openclaw",
   "role": "Tried in sandboxes before NemoClaw; the firm also teaches a one-day course on setting it up.",
   "detail": "",
   "since": "2026",
   "until": "",
   "rt": "nemoclaw",
   "rtName": "NemoClaw",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "genaipi",
   "t": "pr-newswire",
   "role": "Distributed the June 2025 press release that the company lists on its press page.",
   "detail": "",
   "since": "June 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "nonerds",
   "t": "apple-app-store",
   "role": "Distributed the free NoNerds iPhone app from December 2023; the listing is the only platform record of the product.",
   "detail": "iPhone app id6470132800",
   "since": "December 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nonerds",
   "t": "avancer",
   "role": "Outside developer account that published the iPhone app on the App Store, which points to an outside mobile developer.",
   "detail": "App Store developer account of an information-technology company",
   "since": "December 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nonerds",
   "t": "google-drive",
   "role": "Hosts the app's privacy policy as a shared PDF linked from the App Store listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nonerds",
   "t": "makers-pr",
   "role": "Public-relations agency named as media contact on the founder-side release that announced the sale.",
   "detail": "",
   "since": "June 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "nonerds",
   "t": "zawya",
   "role": "Carried the founder-side press release of 9 June 2026 that every other outlet copied; the page was later removed.",
   "detail": "press-release section",
   "since": "June 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "stripe",
   "role": "Takes the subscription payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "stripe-atlas",
   "role": "Registered the company in the United States.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "semrush",
   "role": "Keyword research for search-engine traffic and for studying what people search for.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "product-hunt",
   "role": "Launch site that brought early signups and the first paying users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "hacker-news",
   "role": "Show HN posts; the November 2022 post brought traffic, signups and the first investor.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "x-api",
   "role": "Ran a bot that replied to trending tweets with article summaries, until the API price rose.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "upwork",
   "role": "Source of freelance developers for trial projects before the CTO joined; the trials did not work out.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "google-analytics",
   "role": "Measured site traffic; screenshots of it were shown to the first investor.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "react",
   "role": "Front-end framework of the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "typescript",
   "role": "Language of the front end.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "python",
   "role": "Language of the server code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "fastapi",
   "role": "Python web framework for the server.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "google-cloud",
   "role": "Hosts the product (written as GCP in the job post).",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "openai-api",
   "role": "Wrote the summaries of podcasts and web content in the 2023 extension; still one of the models offered.",
   "detail": "ChatGPT",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "google-gemini-api",
   "role": "One of the models that the Plus plan picks automatically for a task.",
   "detail": "Gemini Flash",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "recall",
   "t": "anthropic-api",
   "role": "One of the models that Max users can choose for chat and summaries.",
   "detail": "Claude",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "cursor",
   "role": "Wrote the code of the first web version, which the founder built in about a week without writing code by hand.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "claude-code",
   "role": "Writes the code now; the automatic transcript spells it \"Cloud Code\".",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "supabase",
   "role": "Database for the web app and the iPhone app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "vercel",
   "role": "Hosts the web app, its analytics and the backend API routes used by the iPhone app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-24"
  },
  {
   "s": "toneadapt",
   "t": "mailgun",
   "role": "Sends the app's emails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "stripe",
   "role": "Takes the web subscription payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "openai-api",
   "role": "Language model that researches and adapts guitar settings for each song.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "tavily",
   "role": "Web search API that finds rig rundowns and interviews; the transcript spells it \"Tavli\".",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "revenuecat",
   "role": "Tracks the iPhone app's payments and subscriptions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "superwall",
   "role": "Shows the iPhone paywalls and runs A/B tests on them.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "swift",
   "role": "Language of the native iPhone app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and sells its subscriptions as in-app purchases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "tiktok",
   "role": "Short videos of the product, posted several times a day by the founder.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "instagram",
   "role": "Short videos of the product, posted by the founder with his own face.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "youtube",
   "role": "Short videos of the product, reposted by the founder.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "facebook",
   "role": "Short videos of the product, reposted by the founder.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "toneadapt",
   "t": "x",
   "role": "The founder posts about building the app in public.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "macwhisper",
   "t": "gumroad",
   "role": "Main shop: distributes the free app, sells the one-time Pro licenses and license packs, and runs an affiliate program.",
   "detail": "",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "macwhisper",
   "t": "apple-app-store",
   "role": "Sells the iPhone, iPad and Mac App Store version with lifetime Pro unlocks and Assistant subscriptions as in-app purchases.",
   "detail": "Whisper Transcription",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "macwhisper",
   "t": "whisper",
   "role": "The core transcription model, run locally on the customer's Mac.",
   "detail": "OpenAI's open-weight speech model, Tiny to Large V3, run on the Mac",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "macwhisper",
   "t": "whisper-cpp",
   "role": "Open C++ version of Whisper that the app is based on, according to a third-party newsletter.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "macwhisper",
   "t": "whisperkit",
   "role": "Alternative on-device runtime for Whisper models offered in Pro.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "macwhisper",
   "t": "nvidia-parakeet",
   "role": "Fast local speech model added for Pro users on M-series Macs.",
   "detail": "Parakeet v2 and v3",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "macwhisper",
   "t": "qwen3-asr",
   "role": "Another local speech-recognition model offered in Pro on macOS 26 with M-series chips.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "macwhisper",
   "t": "nvidia-nemotron",
   "role": "Labels which speaker said each part of a transcript.",
   "detail": "Nemotron 3 Diarization",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "macwhisper",
   "t": "mistral-ai",
   "role": "Runs the paid Assistant cloud transcription in the App Store version.",
   "detail": "Voxtral",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "macwhisper",
   "t": "elevenlabs",
   "role": "Handles larger files in the App Store version's Assistant cloud transcription.",
   "detail": "Scribe",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "macwhisper",
   "t": "metal",
   "role": "Apple's GPU framework, used to make local transcription fast.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "macwhisper",
   "t": "framer",
   "role": "Builds and serves the official macwhisper.com website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source",
   "seen": "2026-10-24"
  },
  {
   "s": "macwhisper",
   "t": "help-scout",
   "role": "Hosts the MacWhisper documentation and help articles.",
   "detail": "Help Scout Docs",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "macwhisper",
   "t": "impresskit",
   "role": "Hosts the terms of use and privacy policy linked from the App Store listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "openai-api",
   "role": "Writes most of the planning documents; the largest cost of the business.",
   "detail": "o1 and o3-mini (March 2025)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$2,800 a month (March 2025); US$2,134 (June 2025)",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "anthropic-api",
   "role": "Second model provider for the documents, and one of the two models inside the Codespace coding agent.",
   "detail": "Claude Sonnet 3.7 for documents; Claude Sonnet 4 in the Codespace agent",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$340 a month (February 2025); US$780 (June 2025)",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "google-gemini-api",
   "role": "Runs the Codie feature; free at the time, on credits.",
   "detail": "Gemini Flash, for the Codie feature",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "free (2025)",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "moonshot-ai",
   "role": "Paired with Claude Sonnet 4 in Codespace, the team's coding agent, to cut model cost.",
   "detail": "Kimi K2",
   "since": "August 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "next-js",
   "role": "Framework of the web app's front end.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-24"
  },
  {
   "s": "codeguide",
   "t": "cursor",
   "role": "Main AI code editor in which the team writes the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$20 a month (March 2025)",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "windsurf",
   "role": "Second AI code editor used to write the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$15 a month (February 2025)",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "claude",
   "role": "Chat app used to design the user interface components.",
   "detail": "Claude app",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$20 a month (February 2025); US$200 (June 2025)",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "v0",
   "role": "AI interface builder on the founder's monthly bill, used to build tools and pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$20 a month (June 2025)",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "bolt",
   "role": "AI app builder in which the founder made the first landing page in about 30 minutes.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$20 a month (June 2025)",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "make",
   "role": "Automation service in which the founder first chained his planning prompts, before the product existed.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "claude-code",
   "role": "Base of Codespace, the agent that the team says writes 99% of its own code.",
   "detail": "",
   "since": "August 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$35 to US$55 a day with the model APIs",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "supabase",
   "role": "Database and file storage of the product.",
   "detail": "PostgreSQL",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$25 a month (February 2025); US$45 (June 2025)",
   "grade": "C",
   "src": 3,
   "how": "source",
   "seen": "2026-10-24"
  },
  {
   "s": "codeguide",
   "t": "vercel",
   "role": "Hosts and deploys the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$48 a month (February 2025); US$40 (June 2025)",
   "grade": "C",
   "src": 3,
   "how": "source",
   "seen": "2026-10-24"
  },
  {
   "s": "codeguide",
   "t": "hetzner",
   "role": "Cloud server of the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$25 a month",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "clerk",
   "role": "User sign-in and accounts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "free (February 2025); US$25 a month (June 2025)",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "stripe",
   "role": "Takes the subscription payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "2.9% plus 30 cents a transaction",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "x",
   "role": "The founder's posts to his followers brought the waitlist and the users; there was no paid marketing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$16 a month for 2 accounts (June 2025)",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "rewardful",
   "role": "Runs the affiliate program that pays people who refer customers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$49 a month",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "convertkit",
   "role": "Sends emails to the users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$45 a month",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "google-workspace",
   "role": "Company email and office tools.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$18 a month",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "chatgpt",
   "role": "Chat subscription on the monthly bill; before CodeGuide the founder wrote the planning documents in it by hand.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$20 a month (June 2025)",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "chrome-web-store",
   "role": "Lists the CodeGuide browser extension, which had 135 users in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 19,
   "how": "source"
  },
  {
   "s": "codeguide",
   "t": "github",
   "role": "Hosts the public starter-kit repositories that CodeGuide offers to its users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "rankability",
   "t": "openai-api",
   "role": "Generated the AI content briefs and outlines in the January 2025 product.",
   "detail": "GPT",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "rankability",
   "t": "ibm-watson",
   "role": "Supplied NLP keyword and phrase recommendations for the content optimizer score.",
   "detail": "natural language processing",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "rankability",
   "t": "google-cloud",
   "role": "Supplied the second set of NLP recommendations for the content optimizer.",
   "detail": "named by the company only as Google's NLP",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "rankability",
   "t": "convertkit",
   "role": "Collected the email waitlist before the product launched.",
   "detail": "",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source"
  },
  {
   "s": "rankability",
   "t": "webflow",
   "role": "Hosted the marketing site in January 2025, seen in the archived page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "astro",
   "rtName": "Astro",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "rankability",
   "t": "astro",
   "role": "Builds the marketing site in October 2026, per the generator tag in the page source.",
   "detail": "v5.18.1",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-24"
  },
  {
   "s": "rankability",
   "t": "posthog",
   "role": "Product analytics script on the October 2026 site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-24"
  },
  {
   "s": "rankability",
   "t": "google-tag-manager",
   "role": "Loads tracking tags on the marketing site in 2025 and 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-24"
  },
  {
   "s": "rankability",
   "t": "meta-ads",
   "role": "Ad conversion tracking script on the January 2025 marketing site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-24"
  },
  {
   "s": "rankability",
   "t": "zoom",
   "role": "Ran the weekly mastermind calls with the co-founders included in every 2025 plan.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "react-native",
   "role": "The iPhone and Android app is built with it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "expo",
   "role": "Named in the terms as a third-party service inside the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "revenuecat",
   "role": "Tracks subscription revenue; the founder read the US$250,000 MRR figure from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "superwall",
   "role": "Runs the paywall screens that turn new users into subscribers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "posthog",
   "role": "Product analytics, listed in the interview's tool stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "sideshift",
   "role": "Marketplace used to find and recruit short-video creators.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "attio",
   "role": "CRM system used to manage the creator network.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "typeform",
   "role": "First step of the creator onboarding course.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "tiktok",
   "role": "Main channel for the creators' short videos that bring users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "instagram",
   "role": "Second main channel for the creators' short videos.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "youtube",
   "role": "Third short-video channel for the creator content.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "apple-app-store",
   "role": "Sells the app and bills its in-app subscriptions on iPhone.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "google-play",
   "role": "Sells the Android app and bills its subscriptions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "sprout",
   "t": "framer",
   "role": "Builds and hosts the marketing website, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 17,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "sprout",
   "t": "intercom",
   "role": "Hosts the help center for customers, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "meetoscar",
   "t": "appsumo",
   "role": "Sold one-time lifetime licenses at US$59, US$139 and US$299 to raise money for a larger development team.",
   "detail": "lifetime deal, 15 December 2025 to 13 February 2026",
   "since": "December 2025",
   "until": "February 2026",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "meetoscar",
   "t": "google-cloud",
   "role": "Hosts the product, which the founders named as their critical third-party dependency.",
   "detail": "named only as \"Google\" by the founders",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "meetoscar",
   "t": "google-workspace",
   "role": "The inbox the assistant reads and drafts in; the AppSumo FAQ of October 2026 says it now works with other major providers too.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "little-cat-ring-light",
   "t": "cursor",
   "role": "AI code editor in which the founder, who does not write code, built both iOS apps.",
   "detail": "",
   "since": "2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "little-cat-ring-light",
   "t": "apple-app-store",
   "role": "Sells the Pro app as a one-time paid download and distributes the free app.",
   "detail": "Paid download, CNY 1.00, China store",
   "since": "November 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 7,
   "how": "source"
  },
  {
   "s": "little-cat-ring-light",
   "t": "xiaohongshu",
   "role": "The founder posted the app on Xiaohongshu, where his notes and the comment threads brought most of the first users.",
   "detail": "",
   "since": "November 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "little-cat-ring-light",
   "t": "deepseek",
   "role": "AI model added to the Pro app in February 2025; the release note does not say what it does.",
   "detail": "Integrated in the Pro app, version 2.0.8; the feature is not named",
   "since": "February 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "little-cat-ring-light",
   "t": "wechat-mini-programs",
   "role": "Hosts a WeChat mini-program version of the free fill-light app.",
   "detail": "Mini-program version 小猫补光灯-花叔",
   "since": "November 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "dodo-payments",
   "role": "Takes the Cloud plan subscription payments; TrustMRR reads the revenue from this account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "trustmrr",
   "role": "Publishes the revenue, MRR and subscription numbers, read from the payment provider.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "google-analytics",
   "role": "Counts website visitors; the account is connected to the TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "google-search-console",
   "role": "Reports search impressions and clicks; connected to the TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "claude-code",
   "role": "One of the agent engines that each bot runs through, on the customer's own login.",
   "detail": "claude CLI",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "codex",
   "role": "One of the agent engines that each bot runs through, on the customer's own login.",
   "detail": "codex CLI",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "grok",
   "role": "One of the agent engines that each bot runs through, on the customer's own login.",
   "detail": "grok CLI from xAI",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "electron",
   "role": "Builds the desktop app for macOS, Windows and Ubuntu.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "react",
   "role": "Builds the chat interface of the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "vite",
   "role": "Builds and bundles the chat interface.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "tailwind-css",
   "role": "Styles the chat interface.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "boat",
   "role": "Provides the cloud computer that each bot can use; the README calls it a sponsor.",
   "detail": "boat.dev",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "composio",
   "role": "Connects the bots to Gmail, Slack, GitHub and other apps.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "cua-driver",
   "role": "Lets bots control the user's own computer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "elevenlabs",
   "role": "Provides hosted voices for bots that speak their replies.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "fish-audio",
   "role": "Provides hosted voices for bots that speak their replies.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "github",
   "role": "Hosts the open-source code and the public releases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "github-sponsors",
   "role": "Takes one-time and monthly donations to the open-source project.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "expo",
   "role": "Listed among the repository topics, for the phone apps.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "product-hunt",
   "role": "Launch on 13 October 2026, number 7 of the day.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 10,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "mausbot",
   "t": "discord",
   "role": "Runs the user support channel and the community server.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "x",
   "role": "Named by the founders as a marketing channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "reddit",
   "role": "Named by the founders as a marketing channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "linkedin",
   "role": "Named by the founders as a marketing channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "instagram",
   "role": "Named by the founders as a marketing channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "typescript",
   "role": "Main language of the app, as listed by the founders.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "react-native",
   "role": "Listed by the founders for the phone apps.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "next-js",
   "role": "Listed by the founders in the front-end stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "mausbot",
   "t": "swift",
   "role": "Listed by the founders in the front-end stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "swiftui",
   "role": "Listed by the founders in the front-end stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "kotlin",
   "role": "Listed by the founders in the front-end stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "node-js",
   "role": "Listed by the founders in the back-end stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "docker",
   "role": "Listed by the founders in the back-end stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "cloudflare",
   "role": "Listed by the founders in the back-end stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "mausbot",
   "t": "vercel",
   "role": "Listed by the founders in the back-end stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "mausbot",
   "t": "fly-io",
   "role": "Listed by the founders in the back-end stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "chatgpt",
   "role": "One of the AI models that receive the customers' prompts; the product records each answer for brand mentions, position, sentiment and cited sources.",
   "detail": "OpenAI; whether through the API or the app is not stated",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "claude",
   "role": "One of the AI models that receive the customers' prompts; the product records each answer for brand mentions, position, sentiment and cited sources.",
   "detail": "Anthropic; access method not stated",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "gemini",
   "role": "One of the AI models that receive the customers' prompts; the product records each answer for brand mentions, position, sentiment and cited sources.",
   "detail": "Google; access method not stated",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "deepseek",
   "role": "One of the AI models that receive the customers' prompts; the product records each answer for brand mentions, position, sentiment and cited sources.",
   "detail": "access method not stated",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "grok",
   "role": "One of the AI models that receive the customers' prompts; the product records each answer for brand mentions, position, sentiment and cited sources.",
   "detail": "xAI; access method not stated",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "perplexity",
   "role": "One of the AI models that receive the customers' prompts; the product records each answer for brand mentions, position, sentiment and cited sources.",
   "detail": "access method not stated",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "next-js",
   "role": "Web framework of the product, as the founder's TrustMRR profile states.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "node-js",
   "role": "Server runtime of the product, as the founder's TrustMRR profile states.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "supabase",
   "role": "Served the images and plan icons of the founder-era website from Supabase storage.",
   "detail": "Storage",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "stripe",
   "role": "Took the subscription payments; TrustMRR reads the verified revenue from this Stripe account.",
   "detail": "API key connected to TrustMRR",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "crisp",
   "role": "Live chat widget loaded on the founder-era website for customer support.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "fathom",
   "role": "Website analytics script loaded on the founder-era website.",
   "detail": "Fathom Analytics",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "google-ads",
   "role": "A Google Ads tag in the founder-era page source measures visitors from Google ads; no source states ad spend.",
   "detail": "conversion tag",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "linkedin-ads",
   "role": "A LinkedIn ads pixel in the founder-era page source measures visitors from LinkedIn ads; no source states ad spend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "trustmrr",
   "role": "Shows the Stripe-verified revenue publicly; the newsletter says the product was listed for sale there in January 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "promotekit",
   "role": "Ran the affiliate program with a 30% commission linked from the founder-era website footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "product-hunt",
   "role": "Launch site: featured launch on 3 June 2025, 8th of the day, and a second launch on 25 August 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 5,
   "how": "source"
  },
  {
   "s": "promptmonitor",
   "t": "there-s-an-ai-for-that",
   "role": "AI directory that lists the product; its featured badge appears on the founder-era home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "pattrn",
   "t": "openai-api",
   "role": "Runs the AI coach, goal plans and progress analysis sold in the Pro plan.",
   "detail": "o3-mini, GPT-4.1, o4-mini",
   "since": "March 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "pattrn",
   "t": "revenuecat",
   "role": "Records the App Store subscriptions; whatsthe.app reads the verified revenue from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "pattrn",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and sells the weekly, monthly, yearly and lifetime Pro purchases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "pattrn",
   "t": "whatsthe-app",
   "role": "Shows the app's RevenueCat revenue in public and lists the app for sale at US$110,000.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "pattrn",
   "t": "icloud",
   "role": "Synced habits and goals between devices; the company stopped offering it to new users after finding possible data loss.",
   "detail": "",
   "since": "April 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "pattrn",
   "t": "discord",
   "role": "Hosts a community server where users talk with each other, added with Pattrn 2.0.",
   "detail": "",
   "since": "July 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "pattrn",
   "t": "google-drive",
   "role": "Hosts the logos, screenshots and app videos offered to people who promote the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "revenuecat",
   "role": "Manages the App Store subscriptions and records every purchase; TrustMRR and whatsthe.app read the verified revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and collects the Glamour Plus subscription payments as in-app purchases.",
   "detail": "in-app purchases",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "trustmrr",
   "role": "Public profile that shows the app's revenue, MRR and subscriptions, read from RevenueCat.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "whatsthe-app",
   "role": "App revenue directory that lists the app with MRR and subscription figures from the same RevenueCat connection.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "meta-ads",
   "role": "Paid advertising campaigns in Turkey that the seller names as the source of its growth.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "instagram",
   "role": "Channel from which the app's release notes say its new users arrive.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "tiktok",
   "role": "Platform of the creator program: creators post videos with a discount code and tag the app's TikTok account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "swiftui",
   "role": "User-interface framework of the iPhone app, according to the seller-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "swift",
   "role": "Programming language of the iPhone app, according to the seller-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "expo",
   "role": "Listed as part of the app's frontend in the seller-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "node-js",
   "role": "Runtime of the app's server, according to the seller-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "express",
   "role": "Web framework of the app's server, according to the seller-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "digitalocean",
   "role": "Hosting for the app's server, according to the seller-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "glamour",
   "t": "lovable",
   "role": "The app's website glamourapp.net loads the GPT Engineer script, the builder now called Lovable, so it was made with that AI site builder.",
   "detail": "GPT Engineer script",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "lyro",
   "t": "fal",
   "role": "Hosts the two Google music models that write and sing every song, reached by API.",
   "detail": "Google music models, sold as Lyro High and Lyro Extra",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "lyro",
   "t": "ace-step",
   "role": "Runs the studio tools that work on the customer's own vocal or beat.",
   "detail": "open-source music model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "lyro",
   "t": "stripe",
   "role": "Takes the web subscription and top-up payments; TrustMRR reads its revenue figures from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lyro",
   "t": "apple-app-store",
   "role": "Sells and bills the plans and credits bought inside the Lyro app for iPhone.",
   "detail": "in-app purchases in the Lyro iPhone app",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "lyro",
   "t": "cloudflare-workers",
   "role": "Hosts the web app, by the founder's description on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lyro",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue and lists the business for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lyro",
   "t": "google-search-console",
   "role": "Measures the site's Google search impressions, connected to the TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lyro",
   "t": "google-analytics",
   "role": "Counts visits for visitors who allow it, next to the site's own first-party analytics.",
   "detail": "optional, off unless the visitor allows it",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "typeform",
   "role": "Collected each order's project details and the payment at launch, before any back end existed; the founder filled the orders by hand.",
   "detail": "",
   "since": "December 2022",
   "until": "December 2022",
   "rt": "stripe",
   "rtName": "Stripe",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "stripe",
   "role": "Took the payments for the logo packs in the back end built two days after launch.",
   "detail": "",
   "since": "December 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "heroku",
   "role": "Hosted the launch version of the site.",
   "detail": "",
   "since": "December 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "amazon-s3",
   "role": "Stored the generated logo files.",
   "detail": "",
   "since": "December 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "node-js",
   "role": "Language of the back end that called the image-generation service.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "chatgpt",
   "role": "Helped the founder convert API examples into code and set up file storage.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "jquery",
   "role": "JavaScript library loaded by the landing page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "google-fonts",
   "role": "Supplied the fonts that the logo editor added to a logo as text.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "crisp",
   "role": "Chat box on the site for customer questions and feedback.",
   "detail": "",
   "since": "December 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "bento",
   "role": "Sent the marketing and customer emails.",
   "detail": "",
   "since": "January 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "simple-analytics",
   "role": "Counted visits to the site from launch day.",
   "detail": "",
   "since": "December 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "google-analytics",
   "role": "Tracked purchases and other events added in January 2023.",
   "detail": "",
   "since": "January 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "google-optimize",
   "role": "Ran split tests of landing page variants.",
   "detail": "",
   "since": "January 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "google-tag-manager",
   "role": "Loaded tracking scripts on the landing page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "product-hunt",
   "role": "Launch site where the product finished first of the day, its main early source of buyers.",
   "detail": "",
   "since": "December 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "indie-hackers",
   "role": "Community where the founder posted the story of the build before the Product Hunt launch.",
   "detail": "",
   "since": "December 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "x",
   "role": "The founder's posts announced the 48-hour build and asked followers to support the launch.",
   "detail": "",
   "since": "December 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "makelogo",
   "t": "acquire-com",
   "role": "Marketplace where the founder listed the business and met the buyer; it did not handle the transfer of money.",
   "detail": "",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "superdev",
   "t": "acquire-com",
   "role": "Marketplace where the founder listed Superdev in August 2025, received five letters of intent and found the buyer; he had sold Reclips there before.",
   "detail": "",
   "since": "August 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "superdev",
   "t": "reddit",
   "role": "Where the first signups came from, before creator videos spread the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "superdev",
   "t": "tiktok",
   "role": "Creators posted short demo clips of apps being built with Superdev, which brought many users without paid ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "superdev",
   "t": "youtube",
   "role": "Creators posted demo videos of Superdev building apps in minutes, part of its unpaid growth.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "superdev",
   "t": "next-js",
   "role": "Web framework of the Superdev site, inferred from the /_next/static/ file layout in the archived page source of July 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "intentpost",
   "t": "stripe",
   "role": "Processes the subscription payments by card, ACH or wire transfer, according to the company's terms page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "intentpost",
   "t": "webflow",
   "role": "Builds and hosts the marketing website; the site project was created in early September 2025, by the site ID in the page source.",
   "detail": "",
   "since": "September 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "intentpost",
   "t": "chatgpt",
   "role": "Made the share image of the About and pricing pages on 6 September 2025, by the image file name in the page source.",
   "detail": "image generation",
   "since": "September 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "intentpost",
   "t": "google-analytics",
   "role": "Measures website traffic, according to the privacy section of the terms page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "intentpost",
   "t": "microsoft-clarity",
   "role": "Records how visitors use the website, according to the privacy section of the terms page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "intentpost",
   "t": "slack",
   "role": "Gives each customer a Slack support channel, listed as a feature of every plan.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "intentpost",
   "t": "acquire-com",
   "role": "The marketplace through which the founder sold the company before July 2026, at an undisclosed price.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "openai-api",
   "role": "Named by the seller in the backend technology list; no source names the model or what it does in the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "swift",
   "role": "Language of the iPhone app, according to the seller's technology list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "swiftui",
   "role": "Framework for the iPhone app's screens, according to the seller's technology list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "python",
   "role": "Language of the backend, according to the seller's technology list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "fastapi",
   "role": "Python framework of the backend, according to the seller's technology list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "google-cloud",
   "role": "Hosts the backend, according to the seller's technology list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "firebase",
   "role": "Part of the backend, according to the seller's technology list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "revenuecat",
   "role": "Records the in-app subscriptions; TrustMRR and whatsthe.app read the revenue from it through API keys.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "apple-app-store",
   "role": "Sells the app and its in-app subscriptions; the app is free to download.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "tiktok",
   "role": "Named by the seller as a marketing channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "tiktok-ads",
   "role": "Named by the seller as a paid marketing channel; no source gives the spend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "instagram",
   "role": "Named by the seller as a marketing channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "trustmrr",
   "role": "Shows the verified revenue to buyers and lists the app for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "whatsthe-app",
   "role": "Showed the verified revenue until 15 September 2026 and lists the app for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "boxer-ai",
   "t": "google-sites",
   "role": "Hosts the company's three-page website with the terms and privacy policy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "roastgpt",
   "t": "swiftui",
   "role": "Apple's interface framework, listed by the seller as the app's frontend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "roastgpt",
   "t": "apple-app-store",
   "role": "Sells the app and its single All Access in-app purchase at US$6.99.",
   "detail": "In-App Purchase",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "roastgpt",
   "t": "revenuecat",
   "role": "Records the App Store subscription payments; TrustMRR and whatsthe.app read the verified revenue from it through API keys.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "roastgpt",
   "t": "trustmrr",
   "role": "Shows the app's revenue read from RevenueCat on a public profile and carries its for-sale listing since January 2026.",
   "detail": "",
   "since": "January 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "roastgpt",
   "t": "whatsthe-app",
   "role": "App marketplace that shows the app's RevenueCat revenue and lists it for sale at US$100,000.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "roastgpt",
   "t": "flippa",
   "role": "Marketplace where the seller lists the app for sale at US$100,000.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "roastgpt",
   "t": "acquire-com",
   "role": "Marketplace where an undated listing offers the app for US$75,000.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "visualize-ai",
   "t": "fal",
   "role": "Runs the image-editing model that turns the user's room photo and prompt into the redesigned image, and hosts the output images.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "visualize-ai",
   "t": "openai-api",
   "role": "Generates short design metadata, such as titles, for each generated design.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "visualize-ai",
   "t": "expo",
   "role": "Listed among the third-party services the app is built with; Expo is a framework for iPhone and Android apps.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "visualize-ai",
   "t": "convex",
   "role": "Listed among the app's third-party services; it stores prompts, titles, image links and generation status as the backend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "visualize-ai",
   "t": "revenuecat",
   "role": "Records the App Store subscriptions; TrustMRR and whatsthe.app read the verified revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "visualize-ai",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and collects the weekly, monthly and yearly subscriptions as in-app purchases.",
   "detail": "in-app purchases",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "visualize-ai",
   "t": "trustmrr",
   "role": "Public profile that shows the app's revenue, MRR and subscriptions read from RevenueCat, and lists the app for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "visualize-ai",
   "t": "whatsthe-app",
   "role": "App revenue directory that shows the app's MRR from RevenueCat and its for-sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "visualize-ai",
   "t": "posthog",
   "role": "Product analytics that measure how the app is used.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "visualize-ai",
   "t": "meta-sdk",
   "role": "Measures purchase attribution and app events, together with RevenueCat.",
   "detail": "Meta/Facebook SDK",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "visualize-ai",
   "t": "tiktok",
   "role": "The seller lists TikTok as the app's marketing channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "visualize-ai",
   "t": "astro",
   "role": "Generates the one-page website visualizeai.app, as its page source shows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "inkfusion",
   "t": "fal",
   "role": "Processes users' text prompts and uploaded photos to generate tattoo designs, according to the terms; no source names the model.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "inkfusion",
   "t": "openai-api",
   "role": "Second AI provider that processes prompts and photos, according to the terms; no source names the model.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "inkfusion",
   "t": "mixpanel",
   "role": "Collects anonymized usage data about how users interact with the app, according to the privacy policy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "inkfusion",
   "t": "revenuecat",
   "role": "Records the in-app subscriptions; whatsthe.app reads the verified revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "inkfusion",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and sells its weekly and annual subscriptions as in-app purchases.",
   "detail": "",
   "since": "February 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "inkfusion",
   "t": "google-play",
   "role": "Distributes the Android version, with more than 10,000 downloads, and sells its in-app purchases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "inkfusion",
   "t": "tiktok",
   "role": "The seller names it as the only source of users, through two of the company's own accounts, with no paid ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "inkfusion",
   "t": "whatsthe-app",
   "role": "Shows the app's RevenueCat revenue to buyers and lists the app for sale at US$59,000.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coupleai",
   "t": "google-gemini-api",
   "role": "Reads each chat screenshot and writes the suggested reply, as the AI processor named in the privacy policy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "coupleai",
   "t": "supabase",
   "role": "Holds accounts and data and runs the function that receives each screenshot for analysis.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "coupleai",
   "t": "vercel",
   "role": "Hosts the website and web app, as listed among the processors in the privacy policy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "coupleai",
   "t": "revenuecat",
   "role": "Records the in-app subscription purchases; TrustMRR and whatsthe.app read revenue from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coupleai",
   "t": "stripe",
   "role": "Takes the payments for the web version of the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coupleai",
   "t": "apple-app-store",
   "role": "Sells the iPhone app and its four in-app subscription plans.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "coupleai",
   "t": "google-play",
   "role": "Distributes the Android version, which has more than 50,000 downloads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "coupleai",
   "t": "expo",
   "role": "Framework used to build the phone app, according to the seller's technology list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coupleai",
   "t": "react-native",
   "role": "Used to build the phone app for iPhone and Android, according to the seller's technology list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coupleai",
   "t": "tailwind-css",
   "role": "Styles the app's interface, according to the seller's technology list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coupleai",
   "t": "posthog",
   "role": "Product analytics library included in the web app's code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "coupleai",
   "t": "trustmrr",
   "role": "Shows the app's verified revenue and hosts its sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "coupleai",
   "t": "whatsthe-app",
   "role": "Shows RevenueCat-verified metrics and lists the app for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "fishing-ai",
   "t": "react-native",
   "role": "Framework the founder lists as the app's frontend in the TrustMRR tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "fishing-ai",
   "t": "apple-app-store",
   "role": "Sells the monthly and yearly subscriptions inside the free iPhone app.",
   "detail": "In-App Purchase",
   "since": "June 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "fishing-ai",
   "t": "revenuecat",
   "role": "Records the App Store subscription payments; TrustMRR and whatsthe.app read the verified revenue from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "fishing-ai",
   "t": "tiktok",
   "role": "The marketing channel the founder lists, with an account he says has 14,000 followers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "fishing-ai",
   "t": "trustmrr",
   "role": "Shows the app's revenue read from RevenueCat on a public profile and carries the for-sale listing since May 2026.",
   "detail": "",
   "since": "May 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "fishing-ai",
   "t": "whatsthe-app",
   "role": "A second marketplace for mobile apps that shows the RevenueCat metrics and an asking price for the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "resumeup-ai",
   "t": "openai-api",
   "role": "Writes and rewrites resume text and cover letters; the company names it as the service the product critically depends on.",
   "detail": "GPT-4",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "resumeup-ai",
   "t": "lemon-squeezy",
   "role": "Took the first payments after the Product Hunt launch, by the co-founder's account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "resumeup-ai",
   "t": "stripe",
   "role": "Shows the price table on the current pricing page and handles plan upgrades.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "resumeup-ai",
   "t": "product-hunt",
   "role": "Launch site used twice; the March 2025 launch of ResumeUp 2.0 was first of the day.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "resumeup-ai",
   "t": "appsumo",
   "role": "Sells a lifetime deal of the monthly plan, used to get users and reviews quickly.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "resumeup-ai",
   "t": "google-search",
   "role": "Blog posts and landing pages by freelance writers rank in Google and bring most of the traffic.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "resumeup-ai",
   "t": "aws",
   "role": "Hosts servers and databases, according to the company's home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "resumeup-ai",
   "t": "microsoft-azure",
   "role": "Hosts servers and databases together with AWS, according to the company's home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "resumeup-ai",
   "t": "reddit",
   "role": "Named by the co-founder as a tool that helped the product grow.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "resumeup-ai",
   "t": "indie-hackers",
   "role": "Named by the co-founder as a tool that helped the product grow.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "resumeup-ai",
   "t": "posthog",
   "role": "Product analytics named by the co-founder as a tool that helped the product grow.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "resumeup-ai",
   "t": "intercom",
   "role": "Customer support chat; named by the co-founder and listed as an integration on AppSumo.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "resumeup-ai",
   "t": "google-tag-manager",
   "role": "Loads tracking scripts on the company's website, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "resumeup-ai",
   "t": "globenewswire",
   "role": "Distributed the company's August 2026 press release on passing 500,000 users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "ai-peekaboo",
   "t": "chatgpt",
   "role": "Receives the customers' tracked prompts with real-time web search; the product records the answer, the brand mentions and the cited sources.",
   "detail": "OpenAI; captured through what the company calls dedicated infrastructure, not stated as the API",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "ai-peekaboo",
   "t": "google-gemini-api",
   "role": "Receives the customers' tracked prompts with Google search grounding, so the answers reflect current web results.",
   "detail": "model not named; queried with search grounding",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "ai-peekaboo",
   "t": "perplexity",
   "role": "Receives the customers' tracked prompts and answers with its own web search; the product records mentions and citations.",
   "detail": "access method beyond its native web search not stated",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "ai-peekaboo",
   "t": "google-ai-overviews",
   "role": "One of the tracked AI surfaces; its answer summaries are captured for each tracked prompt.",
   "detail": "captured from the search interface; Google offers no API for it",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "ai-peekaboo",
   "t": "google-ai-mode",
   "role": "One of the tracked AI surfaces; its conversational search answers are captured for each tracked prompt.",
   "detail": "captured from the search interface",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "ai-peekaboo",
   "t": "microsoft-copilot",
   "role": "A paid add-on surface; the consumer Copilot web answers are captured for the customers' prompts.",
   "detail": "consumer web version; paid add-on",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "ai-peekaboo",
   "t": "anthropic-api",
   "role": "A paid add-on: tracked prompts are sent to Claude through Anthropic's API with web search turned on.",
   "detail": "claude-sonnet-5 with web search; paid add-on",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "ai-peekaboo",
   "t": "stripe",
   "role": "Bills the subscriptions in advance; cancellations, cards and invoices go through the Stripe billing portal.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "ai-peekaboo",
   "t": "next-js",
   "role": "The framework of the website and app pages, as the public page source shows.",
   "detail": "seen through Clerk's Next.js SDK and /_next/static/ files in the page source",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "ai-peekaboo",
   "t": "clerk",
   "role": "Handles sign-in for the app, as the public page source shows.",
   "detail": "@clerk/nextjs SDK, version 6.33.3 in January 2026",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "ai-peekaboo",
   "t": "crisp",
   "role": "Customer support chat widget loaded on the archived home pages of September 2025 and January 2026.",
   "detail": "chat widget script",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "ai-peekaboo",
   "t": "google-analytics",
   "role": "Measures visits to the website, as the gtag script in the archived page source shows.",
   "detail": "GA4 tag through gtag.js",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "ai-peekaboo",
   "t": "microsoft-clarity",
   "role": "Records how visitors use the website, as the Clarity tag in the archived page source shows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "ai-peekaboo",
   "t": "g2",
   "role": "Review site where customers rate the product; the home page shows the rating and links testimonials to it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "ai-peekaboo",
   "t": "forbes-lab",
   "role": "Paid sponsored article in which both founders answer questions about brands in AI answers.",
   "detail": "sponsored content in Forbes Portugal, 9 February 2026",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "stripe",
   "role": "Takes the subscription payments on Stripe-hosted checkout pages; TrustMRR and IndiePage read the revenue from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "trustmrr",
   "role": "Public profile that shows Guidejar's revenue read from Stripe.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "indiepage",
   "role": "Founder's public profile page that shows Guidejar's Stripe revenue next to his earlier products.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "appsumo",
   "role": "Marketplace that sold a lifetime deal for Guidejar with a 50-50 revenue split and brought 950+ paid customers.",
   "detail": "",
   "since": "December 2023",
   "until": "March 2024",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "x",
   "role": "The founder launched Guidejar with a post on X and got his first two subscribers from his circle there.",
   "detail": "",
   "since": "October 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "reddit",
   "role": "The founder promoted the Black Friday lifetime deal there and kept commenting on Reddit to find users.",
   "detail": "",
   "since": "November 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "google-ads",
   "role": "Paid search ads with a return on ad spend of about 1.38, according to the founder.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$500 a month",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "apollo-io",
   "role": "Cold outreach automation tried early on without results, while revenue was US$80 a month.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$100 a month",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "google-cloud",
   "role": "Runs the database (Firestore), backend functions and media processing (Cloud Run) in the US region.",
   "detail": "Firestore, Cloud Run",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "firebase-authentication",
   "role": "Handles sign-in with email and password, Google and SAML.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "vercel",
   "role": "Hosts the web application with edge caching and Redis caching.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "guidejar",
   "t": "cloudflare",
   "role": "Stores and delivers the uploaded screenshots, recordings and audio.",
   "detail": "R2 and CDN",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "guidejar",
   "t": "aws",
   "role": "Renders the MP4 video exports of guides.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "openai-api",
   "role": "Language models behind the AI features such as guide rewriting and video-to-guide.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "vercel-ai-gateway",
   "role": "Routes the AI requests to the model providers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "elevenlabs",
   "role": "Generates the AI voiceovers for guides.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "algolia",
   "role": "Full-text search over guides and help centers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "tinybird",
   "role": "Analytical database, listed among the subprocessors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "posthog",
   "role": "Product analytics on how users use the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "google-analytics",
   "role": "Website traffic and usage analytics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "sentry",
   "role": "Error monitoring for the application.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "autosend",
   "role": "Sends the product's emails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "guidejar",
   "t": "crisp",
   "role": "Customer support chat.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "guidejar",
   "t": "dub",
   "role": "Tracks referrals for the affiliate and refer-and-earn programs.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "ai-suitup",
   "t": "stripe",
   "role": "Takes the card payments for the one-time headshot packs; the company is the seller of record.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "ai-suitup",
   "t": "trustmrr",
   "role": "Publishes the revenue read from the company's Stripe account and hosts the sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "ai-suitup",
   "t": "flux",
   "role": "Image model behind the paid headshot packs in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "ai-suitup",
   "t": "stable-diffusion",
   "role": "Image model behind the paid headshot packs in June 2024, later replaced by FLUX on the pricing cards.",
   "detail": "SDXL",
   "since": "",
   "until": "",
   "rt": "flux",
   "rtName": "Flux (Black Forest Labs)",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "ai-suitup",
   "t": "google-gemini-api",
   "role": "Generates the images in the free outfit and hairstyle tools.",
   "detail": "Gemini 3.1 Flash Image (Nano Banana 2)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "ai-suitup",
   "t": "framer",
   "role": "Site builder of the first version of aisuitup.com in March 2023.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "webflow",
   "rtName": "Webflow",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "ai-suitup",
   "t": "webflow",
   "role": "Site builder of the marketing site with the pricing cards and landing pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "ai-suitup",
   "t": "vercel",
   "role": "Hosts the separate app embedded in the free hairstyle try-on page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "ai-suitup",
   "t": "aws",
   "role": "Stores customer data for the team product, according to the teams page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "ai-suitup",
   "t": "rewardful",
   "role": "Runs the affiliate program that pays 25% of each referred sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "ai-suitup",
   "t": "paypal",
   "role": "Pays affiliate commissions every 15 days.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "ai-suitup",
   "t": "hotjar",
   "role": "Script on the home page that records how visitors use the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "ai-suitup",
   "t": "microsoft-clarity",
   "role": "Script on the home page that records visitor sessions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "vibe3d-ai",
   "t": "dodo-payments",
   "role": "Takes all payments worldwide as merchant of record and handles sales tax and VAT; the founder says conversion doubled after the switch.",
   "detail": "merchant of record",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vibe3d-ai",
   "t": "framer",
   "role": "Built the first marketing website, archived from August to December 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "vibe3d-ai",
   "t": "posthog",
   "role": "Product analytics and page-view tracking on the website, visible in its page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "vibe3d-ai",
   "t": "google-tag-manager",
   "role": "Loads a Google tag with a Google Ads account ID on the website, for measuring visits and ad conversions.",
   "detail": "Google Ads tag AW-17961606537",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "vibe3d-ai",
   "t": "react",
   "role": "Front-end library of the web app, as listed by the company on Peerlist.",
   "detail": "ReactJS",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vibe3d-ai",
   "t": "typescript",
   "role": "Programming language of the web app, as listed by the company on Peerlist.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vibe3d-ai",
   "t": "product-hunt",
   "role": "Official launch on 18 September 2025 with a 50% discount on paid plans.",
   "detail": "",
   "since": "September 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "vibe3d-ai",
   "t": "peerlist",
   "role": "Second launch listing in week 46 of 2025, with the claim of 12,000 designers in three months.",
   "detail": "Launchpad",
   "since": "November 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vibe3d-ai",
   "t": "g2",
   "role": "Collects customer reviews that the website links to as social proof, with a 4.6 rating shown on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "vibe3d-ai",
   "t": "indiepage",
   "role": "Public founder profile that shows a self-entered monthly revenue for Vibe3D, not connected to a payment processor.",
   "detail": "",
   "since": "October 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "brandaxis",
   "t": "chatgpt",
   "role": "Receives the customers' tracked prompts every day; the product records mentions, rank, sentiment and cited sources from its answers.",
   "detail": "OpenAI; read by scraping the consumer interface through residential proxies",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "brandaxis",
   "t": "google-ai-overviews",
   "role": "One of six consumer AI interfaces that the product scrapes daily to measure how often a brand is named.",
   "detail": "scraped from Google search results",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "brandaxis",
   "t": "perplexity",
   "role": "One of six consumer AI interfaces that the product scrapes daily to measure brand visibility and citations.",
   "detail": "consumer interface, scraped",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "brandaxis",
   "t": "microsoft-copilot",
   "role": "One of six consumer AI interfaces that customers can choose for daily tracking of their prompts.",
   "detail": "consumer interface, scraped; extra model on paid plans",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "brandaxis",
   "t": "google-ai-mode",
   "role": "One of six consumer AI interfaces that customers can choose for daily tracking of their prompts.",
   "detail": "consumer interface, scraped; extra model on paid plans",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "brandaxis",
   "t": "anthropic-api",
   "role": "Answers the tracked prompts for the Claude add-on, priced at US$2 per prompt a month because API answers cost more.",
   "detail": "Claude Sonnet",
   "since": "October 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "brandaxis",
   "t": "gemini",
   "role": "The CTO used it, with Mac minis running agents, to build the platform and its scraper alone.",
   "detail": "Google; also one of the six scraped models that customers can track",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "brandaxis",
   "t": "mac-mini",
   "role": "A couple of Mac minis ran as agents while the CTO built the platform.",
   "detail": "Apple; a couple of machines run as agents",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "brandaxis",
   "t": "stripe",
   "role": "Takes the subscription payments and returns the unused part of a cancelled plan automatically.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "brandaxis",
   "t": "astro",
   "role": "The marketing site and pricing page are built with Astro, as the page source shows.",
   "detail": "web framework",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "brandaxis",
   "t": "google-tag-manager",
   "role": "Loads the site's tracking tags on the marketing pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "brandaxis",
   "t": "google-analytics",
   "role": "Measures visits to the marketing site, configured inside the Tag Manager container.",
   "detail": "GA4, configured inside Google Tag Manager",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "brandaxis",
   "t": "calendly",
   "role": "Books 30-minute demo calls with the CEO from the pricing page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "brandaxis",
   "t": "linkedin",
   "role": "The CEO used his business networks and LinkedIn to reach founders and business owners after the first agency clients.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "indilingo",
   "t": "dodo-payments",
   "role": "Takes the web and Android subscription payments, with UPI for Indian users and cards elsewhere; TrustMRR reads revenue from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "indilingo",
   "t": "trustmrr",
   "role": "Publishes the revenue, MRR and subscription counts that it reads from the Dodo Payments account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "indilingo",
   "t": "apple-app-store",
   "role": "Sells the PRO subscriptions of the iPhone app as in-app purchases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "indilingo",
   "t": "google-play",
   "role": "Distributes the Android app, which was the company's first app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "indilingo",
   "t": "kotlin",
   "role": "Language of the Android app, according to the founder-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "indilingo",
   "t": "react",
   "role": "Used for the web frontend, according to the founder-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "indilingo",
   "t": "next-js",
   "role": "Web framework of the site and web app, according to the founder-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "indilingo",
   "t": "flask",
   "role": "Python web framework of the first backend, later replaced by FastAPI.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "fastapi",
   "rtName": "FastAPI",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "indilingo",
   "t": "fastapi",
   "role": "Python web framework of the current backend after the migration from Flask.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "indilingo",
   "t": "reddit",
   "role": "A post in the Sanskrit community became one of the subreddit's top posts and brought early users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "indilingo",
   "t": "instagram",
   "role": "One of the company's social channels for posts and short videos.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "indilingo",
   "t": "x",
   "role": "One of the company's social channels for posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "indilingo",
   "t": "linkedin",
   "role": "One of the company's social channels for posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "dodo-payments",
   "role": "Takes subscription, lifetime-deal and credit-pack payments and handles sales tax in other countries.",
   "detail": "",
   "since": "February 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "trustmrr",
   "role": "Publishes the revenue, MRR and subscriptions read from Dodo Payments, and hosts the sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "veo",
   "role": "Makes the 8-second motion video that every site turns into scroll frames.",
   "detail": "Veo 3.1, Veo 3.1 Fast",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "google-gemini-api",
   "role": "Listed as the AI engine and used for hero still images on all plans.",
   "detail": "Gemini 2.5, Gemini 2.5 Flash Image, Gemini 3.1 Flash Image",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "fal",
   "role": "Serves the Seedream image model and the LTX model that extends finished video clips.",
   "detail": "Seedream 4.5 (ByteDance), LTX 2.3 Fast",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "flux",
   "role": "Image models offered for hero images on Pro plans and above.",
   "detail": "Flux Dev, Flux Pro, Flux Schnell",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "kling",
   "role": "Image model offered for hero images on Pro plans and above.",
   "detail": "Kling Image V3",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "api-easy",
   "role": "Gives access to the Nano Banana image models on Premium plans.",
   "detail": "Nano Banana, Nano Banana Pro",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "topaz",
   "role": "Upscales generated media to 2K on Pro and 4K on Premium.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "next-js",
   "role": "Web framework of the Draftly app.",
   "detail": "Next.js 14",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "draftly",
   "t": "firebase",
   "role": "Backend of the app; published customer sites are uploaded to Firebase Storage.",
   "detail": "Firebase Storage",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "cloudflare",
   "role": "Serves the published customer sites from its content delivery network.",
   "detail": "Cloudflare CDN",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "claude",
   "role": "The founder used it to write the Dodo Payments integration in one session.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "cursor",
   "role": "AI code editor the founder used for the payments integration.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "instagram",
   "role": "Main customer channel: the brand account passed 30,000 followers and one creator's share sent about 170,000 visits.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "draftly",
   "t": "paypal",
   "role": "Pays commissions to affiliates, with bank transfer as the other option.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "stripe",
   "role": "Takes the monthly and quarterly subscription payments, trials and card retries.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "trustmrr",
   "role": "Publishes the revenue, MRR and subscription count read from the Stripe account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "next-js",
   "role": "Framework of the website and dashboard.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "google-search-console",
   "role": "The official Google API from which the server reads each customer's search data.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "google-analytics-data-api",
   "role": "The official Google API from which the Pro and Max plans read each customer's GA4 data.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "dataforseo",
   "role": "Licensed data provider for live Google and Bing search results, keywords and backlink profiles.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "chrome-ux-report",
   "role": "Source of the real-user Core Web Vitals data that the server returns.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "sanity",
   "role": "Content system that serves images and content on the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "openai-api",
   "role": "Runs the in-app support assistant, the blog article chat and the chat widget on the marketing pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "google-analytics",
   "role": "Counts visitors on the marketing pages; also connected to TrustMRR for the traffic figure.",
   "detail": "GA4",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "microsoft-clarity",
   "role": "Heatmaps and session recordings on the marketing pages and the sign-up funnel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "datafast",
   "role": "Web analytics script on the MCP landing page.",
   "detail": "tracking script loaded from datafa.st",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "github",
   "role": "Hosts the free open-source server whose users led to the paid hosted version.",
   "detail": "",
   "since": "2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "mcp-python-sdk",
   "role": "Library on which the free open-source server is built.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "advanced-gsc-mcp",
   "t": "python",
   "role": "Language of the free open-source server.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "recraft",
   "role": "Converts the uploaded raster image into an SVG vector for every paid conversion; also makes the AI logos.",
   "detail": "Vectorize; Recraft v3 for logos",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "google-gemini-api",
   "role": "Writes the SVG animations and the Etsy listings, alt text and blog articles that customers buy with credits; Veo makes premium videos.",
   "detail": "gemini-2.5-flash, gemini-2.5-flash-lite; Veo",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "kling",
   "role": "Generates image-to-video clips in the AI Studio.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "fal",
   "role": "Fallback provider for AI Studio video generation.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "stripe",
   "role": "Takes the one-file payments, credit purchases and subscriptions; TrustMRR reads the revenue from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "next-js",
   "role": "Framework of the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "vectosolve",
   "t": "typescript",
   "role": "Language of the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "tailwind-css",
   "role": "Styling of the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "react",
   "role": "Front-end library of the web app, per the founder's stack list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "vercel",
   "role": "Hosts the website and serves it through its CDN.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "vectosolve",
   "t": "supabase",
   "role": "Postgres database and authentication for the user accounts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "redis",
   "role": "Listed in the founder's backend stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "amazon-ses",
   "role": "Sends the transactional email.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "upstash",
   "role": "Rate-limits requests by IP address.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "sentry",
   "role": "Monitors errors in the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "google-oauth",
   "role": "Lets users sign in with a Google account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "datalenk",
   "role": "Measures visits and credits each purchase to the channel that brought the buyer; a product of the same company.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "google-analytics",
   "role": "Traffic analysis after cookie consent.",
   "detail": "GA4",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "vectosolve",
   "t": "microsoft-clarity",
   "role": "User-experience analysis after cookie consent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "vectosolve",
   "t": "google-ads",
   "role": "Conversion tracking and remarketing for paid ads, after cookie consent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "meta-ads",
   "role": "Conversion tracking and remarketing on Meta, after cookie consent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "pinterest-tag",
   "role": "Conversion tracking and remarketing on Pinterest, after cookie consent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "youtube",
   "role": "Publishes the company's own tutorial videos through the YouTube API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "google-search-console",
   "role": "Connected to TrustMRR, which reads the site's Google search impressions from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue and lists the business for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "paypal",
   "role": "Pays out affiliate commissions from a balance of US$50.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "vectosolve",
   "t": "awin",
   "role": "Affiliate network whose tracked links the company uses for paid partner entries in its comparison articles.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "tailride",
   "t": "stripe",
   "role": "Took the subscription payments in the founder's period; TrustMRR reads the revenue from this account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "tailride",
   "t": "trustmrr",
   "role": "Publishes the revenue verified from the Stripe account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "tailride",
   "t": "aws",
   "role": "Stored the user data inside the European Union.",
   "detail": "Spain region",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "tailride",
   "t": "google-apis",
   "role": "Gave the app access to customers' Gmail inboxes, the main source of invoices, under Google's user data policy.",
   "detail": "Gmail mailbox access",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "tailride",
   "t": "casa",
   "role": "Security assessment that the app passed for its mailbox access.",
   "detail": "Cloud Application Security Assessment Tier 2, App Defense Alliance",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "tailride",
   "t": "featurebase",
   "role": "Hosted the public board where customers requested integrations and saw the roadmap.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "tailride",
   "t": "google-tag-manager",
   "role": "Loaded the Google Analytics tag that measures visits to the website.",
   "detail": "Google Analytics tag (gtag.js)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "tailride",
   "t": "chrome-web-store",
   "role": "Listed the Tailride Chrome extension that collects invoices from supplier websites.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "stripe",
   "role": "Bills new subscriptions; TrustMRR reads the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "paddle",
   "role": "Billed the older subscriptions as merchant of record and still bills them; new subscriptions go to Stripe.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "stripe",
   "rtName": "Stripe",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "trustmrr",
   "role": "Publishes the payment-verified revenue, MRR and subscription counts of DecorAI.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "wordpress",
   "role": "Content system of the marketing site, according to the founder-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "decorai",
   "t": "react",
   "role": "Frontend library listed in the founder-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "sass",
   "role": "Stylesheet language listed in the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "php",
   "role": "Backend language listed in the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "mysql",
   "role": "Database listed in the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "nginx",
   "role": "Web server listed in the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "hetzner",
   "role": "Server hosting listed in the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "cloudflare",
   "role": "Network and caching layer in front of the site, listed in the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "decorai",
   "t": "facebook",
   "role": "Marketing channel listed by the founder on TrustMRR; results not stated.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "instagram",
   "role": "Marketing channel listed by the founder on TrustMRR; results not stated.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "linkedin",
   "role": "Marketing channel listed by the founder on TrustMRR; results not stated.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "pinterest",
   "role": "Marketing channel listed by the founder on TrustMRR; results not stated.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "tiktok",
   "role": "Marketing channel listed by the founder on TrustMRR; results not stated.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "x",
   "role": "Marketing channel listed by the founder on TrustMRR; results not stated.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "decorai",
   "t": "youtube",
   "role": "Marketing channel listed by the founder on TrustMRR; results not stated.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "lemon-squeezy",
   "role": "Took the subscription payments as merchant of record after paid plans started, until the move to Paddle.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "paddle",
   "rtName": "Paddle",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "paddle",
   "role": "Takes the subscription payments as merchant of record, in local currencies, and runs the 3-day trials.",
   "detail": "",
   "since": "2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "profitwell",
   "role": "Paddle's subscription analytics, used to track MRR, churn and failed trial payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "paddle-retain",
   "role": "Sends emails to customers whose card payments failed, to recover the subscription.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "usermaven",
   "role": "Product analytics with custom events, funnels and journeys to see which features trial users used.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "openai-api",
   "role": "Writes the slide text; the user picks the model per generation, with smaller models on cheaper plans.",
   "detail": "GPT-6 Luna, GPT-6.1 Sol, GPT-6 Astra",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "anthropic-api",
   "role": "Writes the slide text as an alternative model family; Opus is limited to the higher plans.",
   "detail": "Claude Haiku 5.5, Claude Sonnet 5.5, Claude Opus 5.5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "next-js",
   "role": "Web framework of the PostNitro app, per the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "postnitro",
   "t": "typescript",
   "role": "Programming language of the app's front end, per the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "node-js",
   "role": "Server runtime of the backend, per the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "express",
   "role": "Server framework of the backend API, per the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "prisma",
   "role": "Database access layer of the backend, per the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "supabase",
   "role": "Hosted database service of the backend, per the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "docker",
   "role": "Packages the backend services into containers, per the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "vercel",
   "role": "Hosts the web app, per the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "postnitro",
   "t": "sanity",
   "role": "Content system whose image CDN serves the pictures in the company blog posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "product-hunt",
   "role": "Launch site in November 2023: 9th product of the day, users grew from 670 to 1,389.",
   "detail": "",
   "since": "November 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "x",
   "role": "The founders found early users by joining conversations on hashtags and keywords, and found the Circleboom partner there.",
   "detail": "",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "circleboom",
   "role": "First partner to embed the PostNitro editor in its social media tool, bringing PostNitro to its users.",
   "detail": "",
   "since": "May 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "chatgpt-plugin-directory",
   "role": "Listing that lets ChatGPT users connect PostNitro in one click; approved by OpenAI in February 2026.",
   "detail": "",
   "since": "February 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "claude-connector-directory",
   "role": "Listing that lets Claude users connect PostNitro with OAuth sign-in and no API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "paypal",
   "role": "One of the methods for paying affiliate commissions each month.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "wise",
   "role": "One of the methods for paying affiliate commissions each month.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "postnitro",
   "t": "trustmrr",
   "role": "Shows the company's revenue read from its Lemon Squeezy and Paddle keys, and lists the business for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "presentia-ai",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue figures from this Stripe account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
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  },
  {
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  },
  {
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  },
  {
   "s": "presentia-ai",
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  },
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   "s": "presentia-ai",
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  },
  {
   "s": "presentia-ai",
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  {
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  },
  {
   "s": "presentia-ai",
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  },
  {
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  {
   "s": "chefgpt",
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  {
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  {
   "s": "chefgpt",
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  {
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  {
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   "role": "Toolchain used to build the iPhone and Android apps, per the founder's stack list.",
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  {
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  {
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   "s": "chefgpt",
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  {
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  {
   "s": "chefgpt",
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  {
   "s": "chefgpt",
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   "s": "colorize-cc",
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  },
  {
   "s": "colorize-cc",
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  },
  {
   "s": "colorize-cc",
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  {
   "s": "colorize-cc",
   "t": "astro",
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   "s": "archifruits",
   "t": "vercel",
   "role": "Listed in the privacy policy as a hosting provider.",
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   "rt": "",
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   "s": "myroomdesigner-ai",
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  {
   "s": "myroomdesigner-ai",
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   "s": "myroomdesigner-ai",
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   "how": "source",
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   "s": "myroomdesigner-ai",
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   "src": 20,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "myroomdesigner-ai",
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   "rtName": "",
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   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "myroomdesigner-ai",
   "t": "meta-ads",
   "role": "The privacy policy says the pixel is used to show Facebook ads to people who visited the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "myroomdesigner-ai",
   "t": "paddle",
   "role": "Named in the privacy policy as a service provider that handles card and payment information; TrustMRR shows Stripe as the current processor.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "stripe",
   "role": "Takes the website subscription and lifetime payments; TrustMRR reads the revenue figures from this account through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "trustmrr",
   "role": "Publishes the business's revenue, MRR, subscription count and traffic, read from Stripe and Google Analytics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "next-js",
   "role": "The web app is built with Next.js; its pages load scripts from the /_next/static/ folder.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "chessigma",
   "t": "stockfish",
   "role": "The chess engine that analyses every game and position, compiled to WebAssembly and run in the player's browser.",
   "detail": "Stockfish 17",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "openrouter",
   "role": "Sends the paid AI coach's questions to the language models that write the answers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "modal",
   "role": "Hosts the AI coach and other chess-processing services.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "vercel",
   "role": "Hosts the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "chessigma",
   "t": "supabase",
   "role": "Database, user sign-in and file storage.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "cloudflare",
   "role": "Content delivery network for images, fonts and the chess engine files.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "aws",
   "role": "Runs server-side analysis of the games that users import.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "google-cloud",
   "role": "Backend for Google sign-in.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "revenuecat",
   "role": "Keeps the purchase records and subscription access for the phone apps.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "google-adsense",
   "role": "Shows ads to free users; paid plans remove the ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "resend",
   "role": "Sends account verification, service and product emails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "discord",
   "role": "Community server where users give feedback; paid members get a direct line to the founders.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "posthog",
   "role": "EU-hosted product analytics of usage events.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "google-analytics",
   "role": "Measures website traffic; TrustMRR reads the visitor count from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "chessigma",
   "t": "google-search-console",
   "role": "Measures search impressions and clicks; connected to the TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "reddit",
   "role": "The founders posted the first version on Reddit at launch in March 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "chessigma",
   "t": "fourthwall",
   "role": "Runs the merchandise shop: checkout, payment, printing and shipping of Chessigma shirts and stickers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "polar",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "trustmrr",
   "role": "Publishes the Polar-verified revenue, MRR and subscription counts, and lists the business for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "google-search-console",
   "role": "Connected to TrustMRR, which shows the search impressions of the site from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "appsumo",
   "role": "Sells one-time lifetime licenses of the app since September 2026 and bills those sales itself.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 7,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "headroom-cli",
   "role": "The open-source compression engine by Tejas Chopra that the desktop app installs and runs.",
   "detail": "headroom-ai on PyPI",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "rtk",
   "role": "Compresses shell command output inside the local optimization pipeline.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "tauri",
   "role": "Desktop shell of the menu bar app for macOS, Windows and Linux.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "rust",
   "role": "Language of the always-on local intercept proxy that the coding agents connect to.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "python",
   "role": "Managed runtime that runs the compression backend on the user's computer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "github-actions",
   "role": "Builds and publishes the desktop releases on GitHub.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 8,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "github",
   "role": "Hosts the public desktop code and the release downloads for all three platforms.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "react",
   "role": "Frontend library, according to the founder-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "ruby-on-rails",
   "role": "Backend framework, according to the founder-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "aptabase",
   "role": "Collects anonymous usage events from the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "sentry",
   "role": "Collects crash reports from the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "simple-analytics",
   "role": "Counts page views on the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "headroom",
   "t": "google-ads",
   "role": "Conversion tracking on the website for visitors outside the EEA and UK, which points to paid Google ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "reddit",
   "role": "Marketing channel named by the founder on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "hacker-news",
   "role": "Marketing channel named by the founder on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "product-hunt",
   "role": "Marketing channel named by the founder on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "headroom",
   "t": "x",
   "role": "Marketing channel named by the founder on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "google-gemini-api",
   "role": "Extracts recipes from links, videos, photos and PDFs, translates recipes and estimates nutrition.",
   "detail": "Gemini models, including the Gemini Files API for videos",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "firebase-ai-logic",
   "role": "Connects the in-app AI chef, Maya, to Gemini directly from the app.",
   "detail": "Gemini",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "firebase",
   "role": "Sign-in, database, file storage, analytics and crash diagnostics for the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "google-cloud",
   "role": "Servers for the app's back end, together with Firebase.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "apify",
   "role": "Retrieves the posts, captions and videos behind TikTok, Instagram, Facebook and Pinterest links that users save.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "vercel",
   "role": "Hosts the recipeone.app website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "recipe-one",
   "t": "expo",
   "role": "Framework used to build the iPhone and Android app; also sends push notifications.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "superwall",
   "role": "Runs the paywalls and subscription management, and is the revenue source TrustMRR reads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "apple-app-store",
   "role": "Processes the in-app subscription purchases on iPhone and iPad.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "google-play",
   "role": "Processes the in-app subscription purchases on Android.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "mixpanel",
   "role": "Product analytics for app usage events.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "appstack",
   "role": "Attributes installs and purchases to advertising campaigns, and tracks affiliate referrals.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "posthog",
   "role": "Measures how the website is used and detects errors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "vercel-analytics",
   "role": "Measures website visits alongside PostHog.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "recipe-one",
   "t": "airtable",
   "role": "Stores the email addresses of people who join a waitlist on the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "apple-ads",
   "role": "Advertising platform the company uses to promote the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "meta-ads",
   "role": "Advertising on Meta's platforms to promote the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "google-ads",
   "role": "Advertising on Google to promote the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "tiktok-ads",
   "role": "Advertising on TikTok to promote the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "recipe-one",
   "t": "trustmrr",
   "role": "Publishes the app's revenue, read from Superwall, on a public profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "motionfly",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "motionfly",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription counts, and hosts the sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "motionfly",
   "t": "react",
   "role": "Front-end framework of the web editor, according to the founder-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "motionfly",
   "t": "node-js",
   "role": "Back-end runtime, according to the founder-written tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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  {
   "s": "elyxai",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "sheetai",
   "t": "google-gemini-api",
   "role": "One of the model providers that customers can connect with their own key.",
   "detail": "Gemini",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "sheetai",
   "t": "xai-api",
   "role": "One of the model providers that customers can connect with their own key.",
   "detail": "Grok",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "sheetai",
   "t": "deepseek",
   "role": "One of the model providers that customers can connect with their own key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "sheetai",
   "t": "replicate",
   "role": "Runs the image, video and music models that the add-on calls from spreadsheet rows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "sheetai",
   "t": "plausible",
   "role": "Website analytics script loaded on the SheetAI home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "sheetai",
   "t": "datafast",
   "role": "Website analytics script loaded on the SheetAI home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "sheetai",
   "t": "headway",
   "role": "Hosts the release notes that the site links as SheetAI updates.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "sheetai",
   "t": "rewardful",
   "role": "Ran the affiliate program; its page said in October 2026 that the program is no longer active.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 21,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "sheetai",
   "t": "youtube",
   "role": "The company publishes use-case videos for SheetAI on its own channel.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "sheetai",
   "t": "claude-code",
   "role": "The founder says he manages his products with it, without employed developers, by September 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "openai-api",
   "role": "Runs most of the AI work: reading meal text or photos and estimating ingredients, portions, calories and macros.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "revenuecat",
   "role": "Manages the in-app subscriptions on Android and iOS; its dashboard showed the revenue figures on camera.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "firebase",
   "role": "Backend of the app, together with Google Analytics 4.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "google-analytics",
   "role": "Tracks app events as part of the backend, named by the founder as GA4.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "google-cloud",
   "role": "Data warehouse in the founder's Google-based stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "google-play",
   "role": "Android store where about 80% of users install the app and where the best-performing ads appear.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "apple-app-store",
   "role": "iOS store that lists the app under Journable LLC, with the monthly and annual subscriptions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "google-ads",
   "role": "Main paid channel: app campaigns across Search, YouTube, Discover, display and the Play Store, fed with in-app events.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "just under US$500,000 all-time by March 2026",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "meta-ads",
   "role": "First paid campaigns after the launch, before the budget moved to Android and Google Ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "journable",
   "t": "product-hunt",
   "role": "Launch site on 1 May 2024; brought a couple hundred installs and the first two subscribers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "journable",
   "t": "claude-code",
   "role": "AI coding tool, together with Claude Cowork; the transcript spells it Cloud Code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$100 a month together with Claude Cowork",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "claude-cowork",
   "role": "AI assistant for operations work, paid together with Claude Code; the transcript spells it Cloud Cowork.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$100 a month together with Claude Code",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "github-copilot",
   "role": "AI coding assistant used by the team.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$39 a month",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "coderabbit",
   "role": "AI code review tool used by the team.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$30 a month",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "n8n",
   "role": "Automates operations tasks.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$24 a month",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "appfollow",
   "role": "App store optimization of the store listings, which also feed the Google app campaigns.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$180 a month",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "webflow",
   "role": "Hosts the company website and landing page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$18 a month",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "journable",
   "t": "termly",
   "role": "Hosts the privacy policy linked from the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "journable",
   "t": "paypal",
   "role": "Pays the monthly commissions of the affiliate program.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "essaygrader",
   "t": "product-hunt",
   "role": "The builder launched EssayGrader there on 8 February 2023; it finished 32nd of the day with 71 points.",
   "detail": "",
   "since": "February 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 12,
   "how": "source"
  },
  {
   "s": "essaygrader",
   "t": "acquire-com",
   "role": "The marketplace where the builder listed the business and where the buyer found and bought it in February 2024.",
   "detail": "",
   "since": "February 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "essaygrader",
   "t": "escrow-com",
   "role": "Held the buyer's cash payment during the sale of the business.",
   "detail": "",
   "since": "February 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "stripe",
   "role": "Takes the licence and yearly payments; TrustMRR reads the revenue from Stripe through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, monthly timeline and recurring revenue of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "autumn",
   "role": "Handles billing and purchases together with Stripe, according to the privacy policy.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "anthropic-api",
   "role": "Answers chats that use Slashspace's hosted models and runs the Orchestrator mode.",
   "detail": "hosted chat models and Orchestrator",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "openai-api",
   "role": "Answers hosted chats and, by default, writes the title of each new chat.",
   "detail": "hosted chat models and chat titles",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "amazon-bedrock",
   "role": "A third route for answering chats on Slashspace's hosted models.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "openrouter",
   "role": "Generates images for the hosted image tool, paid from the wallet.",
   "detail": "image generation",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "vercel",
   "role": "Hosts the website and routes hosted AI requests through Vercel AI Gateway.",
   "detail": "website hosting and AI Gateway",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "slashspace",
   "t": "trigger-dev",
   "role": "Runs background jobs: document conversion, image generation and Orchestrator conversations.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "clerk",
   "role": "Handles account sign-in.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "slashspace",
   "t": "convex",
   "role": "The main database for accounts, devices, licences, checkouts and credit use.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "supabase",
   "role": "Holds the accounts of older users as a legacy database.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "render",
   "role": "Hosts the company's servers together with Cloudflare.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "cloudflare",
   "role": "Hosts the company's servers together with Render.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "groq",
   "role": "Transcribes voice recordings and the audio of downloaded videos.",
   "detail": "transcription",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "google-gemini-api",
   "role": "Creates search embeddings from document and canvas text.",
   "detail": "embeddings",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "cohere",
   "role": "Ranks search results for queries over the user's material.",
   "detail": "reranking",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "turbopuffer",
   "role": "Stores indexed text and embeddings per account as the search database.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "aws",
   "role": "Stores uploaded documents, images and support attachments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "firecrawl",
   "role": "Fetches the text of web pages that users add to a canvas.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "pdfvector",
   "role": "Extracts text from documents.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "llamaparse",
   "role": "Extracts text from documents.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "scrape-creators",
   "role": "Fetches transcripts of videos and social posts added to a canvas.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "supadata",
   "role": "Fetches transcripts of videos and social posts added to a canvas.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "composio",
   "role": "Connects user accounts such as Gmail and Notion to chats as connectors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "upstash",
   "role": "Holds short-lived billing records while a hosted AI request runs.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "resend",
   "role": "Sends account and purchase emails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "loops",
   "role": "Sends product emails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "posthog",
   "role": "Product analytics for the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "sentry",
   "role": "Collects error reports and replays.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "discord",
   "role": "Runs the user community and delivers support requests to the team.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "linkedin",
   "role": "Measures ads from website visit data.",
   "detail": "ad measurement",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "dub",
   "role": "Tracks referrals from website visits.",
   "detail": "referral tracking",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "datafast",
   "role": "Website analytics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source",
   "seen": "2026-10-25"
  },
  {
   "s": "slashspace",
   "t": "product-hunt",
   "role": "The product was listed there, and the home page shows its 4.9 rating and day ranking.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "slashspace",
   "t": "uneed",
   "role": "A launch directory where the product was the first product of the day.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "myzia",
   "t": "next-js",
   "role": "The company website is built with Next.js; its page source loads files from the framework's /_next/ folder.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "myzia",
   "t": "cloudflare",
   "role": "The website is served through Cloudflare, whose email-obfuscation script appears in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "myzia",
   "t": "whatsapp",
   "role": "Sends Growth-plan customers visibility updates every 3 days, and the site links a WhatsApp number for contact.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "myzia",
   "t": "dang-ai",
   "role": "AI tool directory where MyZia is listed, shown as a Featured On badge on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "myzia",
   "t": "toolpilot-ai",
   "role": "AI tool directory where MyZia is listed, shown as a Featured On badge on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "buildpad",
   "t": "stripe",
   "role": "Takes the subscription payments; the founder also shared Stripe screenshots of MRR and total revenue on Hacker News.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "buildpad",
   "t": "hetzner",
   "role": "Hosts the service and stores user data on servers in Germany.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "buildpad",
   "t": "mailgun",
   "role": "Sends and processes the company's emails to users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "buildpad",
   "t": "meta-ads",
   "role": "Measures the company's paid advertising and targets its ads, together with Meta's Conversions API; not loaded for visitors in the EEA.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "buildpad",
   "t": "plausible",
   "role": "Web analytics script served from the company's own subdomain, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source"
  },
  {
   "s": "buildpad",
   "t": "next-js",
   "role": "The web app's pages are a Next.js build, as the /_next/static asset paths in the public page source show.",
   "detail": "Identified from the /_next/ asset paths, not stated by the company",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 14,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "buildpad",
   "t": "product-hunt",
   "role": "The October 2024 launch reached #4 of the day, brought 1,000 users in a week and the first paying customers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "buildpad",
   "t": "reddit",
   "role": "Validation survey posted in founder subreddits, regular posts there, and the first traffic source the founder listed in February 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "buildpad",
   "t": "x",
   "role": "Daily build-in-public posts in the Build in Public community on X brought early users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "buildpad",
   "t": "hacker-news",
   "role": "The founder posted revenue updates and two Show HN launches there between November 2024 and July 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "buildpad",
   "t": "google-search",
   "role": "Search traffic from the founders' SEO work; listed among the main traffic sources in February 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "openai-api",
   "role": "Generated the website text, and counted against the AI credits in each plan.",
   "detail": "ChatGPT (model not named)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "react",
   "role": "Front end of the website editor app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "node-js",
   "role": "Backend of the editor app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "firebase",
   "role": "Hosting and user login for the editor app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "wordpress",
   "role": "Ran the separate marketing site at webuilda.com, as its page source shows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "elementor",
   "role": "Page builder used to lay out the WordPress marketing site.",
   "detail": "Elementor Pro plugin",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "site-kit-by-google",
   "role": "WordPress plugin on the marketing site that connects it to Google's measurement services.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "paystack",
   "role": "Took the subscription payments and managed the subscriptions; its screenshots supported the sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "microsoft-excel",
   "role": "The founder computed revenue and retention by hand from exported payment data.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "google-analytics",
   "role": "Tracked customer acquisition, referral traffic, top pages and user growth.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "umami",
   "role": "Second web analytics tool for traffic and user behavior.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "product-hunt",
   "role": "Launch on 25 April 2024 that the founder said brought hundreds of sign-ups in the first week.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "microlaunch",
   "role": "Launch directory where the founder listed the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "betalist",
   "role": "Launch directory where the founder listed the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "devhunt",
   "role": "Launch directory where the founder listed the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "build-in-public",
   "role": "Launch site where the founder listed the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "indie-hackers",
   "role": "Community site where the founder listed the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "affordhunt",
   "role": "Launch directory where the founder listed the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "startupsfyi",
   "role": "Startup directory where the founder listed the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "hacker-news",
   "role": "News site where the founder posted the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "saashub",
   "role": "Software directory where the founder listed the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "reddit",
   "role": "Used to validate the idea and to reach niche communities interested in startup tools.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "x",
   "role": "The founder showed sneak previews to his audience before the Product Hunt launch.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "linkedin",
   "role": "The founder contacted Product Hunt hunters there before the launch.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "trustpilot",
   "role": "The founder read negative reviews of competitors there to find their weaknesses before building.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "microns",
   "role": "Marketplace where the business was listed, reviewed and sold for US$7,200, with its in-app messages and transfer service.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "google-workspace",
   "role": "Calls and presentations with buyers during the sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "webuilda",
   "t": "quickscreen",
   "role": "Mac app for recording screen videos for the buyer's due diligence.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "micmonster",
   "t": "microsoft-text-to-speech",
   "role": "Appears to supply the stock neural voices that MicMonster sells, judging by the voice names in the page source.",
   "detail": "neural voices; 456 voice entries listed in June 2023; the Microsoft service is not named",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "micmonster",
   "t": "jvzoo",
   "role": "Took the one-time payments for the US$57 offer on the first archived sales page.",
   "detail": "",
   "since": "April 2021",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "micmonster",
   "t": "elementor",
   "role": "Built the pages of the WordPress marketing site.",
   "detail": "WordPress page builder",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "micmonster",
   "t": "generatepress",
   "role": "The WordPress theme of the marketing site.",
   "detail": "WordPress theme",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "micmonster",
   "t": "rank-math",
   "role": "Added structured data for search engines to the pages of the site.",
   "detail": "WordPress SEO plugin",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "micmonster",
   "t": "cloudflare",
   "role": "Served the website and protected email addresses on its pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "micmonster",
   "t": "google-analytics",
   "role": "Measured visitors to the website.",
   "detail": "Universal Analytics and GA4 tags",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "micmonster",
   "t": "meta-ads",
   "role": "Tracked site visitors for Facebook advertising and remarketing.",
   "detail": "Facebook pixel",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "micmonster",
   "t": "vimeo",
   "role": "Hosted the demo video embedded on the 2021 home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "micmonster",
   "t": "acquire-com",
   "role": "The marketplace on which the founder listed and sold the business, with a letter of intent in under 10 days.",
   "detail": "",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copycopter",
   "t": "openai-api",
   "role": "Writes the video scripts and the image prompts for each scene.",
   "detail": "GPT models",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "copycopter",
   "t": "elevenlabs",
   "role": "Produces the synthetic voiceovers, 45 voices in 29 languages by January 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "copycopter",
   "t": "product-hunt",
   "role": "The builder launched the product there to turn early attention into paying customers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "copycopter",
   "t": "x",
   "role": "The builder posted about the product there, which led to its spread among Douyin users, and first offered it for sale there.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "copycopter",
   "t": "telegram",
   "role": "A chat group for early adopters, replaced by a public changelog page in March 2024.",
   "detail": "",
   "since": "",
   "until": "March 2024",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "copycopter",
   "t": "acquire-com",
   "role": "The marketplace where the builder listed the business and found the buyer, and where the buyer later found offers for the resale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "copycopter",
   "t": "meta-ads",
   "role": "The buyer's main growth channel: daily ad campaigns with small budgets, raised as results improved.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copycopter",
   "t": "instagram",
   "role": "The buyer opened new accounts for the product and posted video content every day for six months.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copycopter",
   "t": "tiktok",
   "role": "The buyer posted daily from new accounts and tested TikTok ads, which worked less well than Meta ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copycopter",
   "t": "discord",
   "role": "Customer support channel offered on the Growth, Pro and Massive plans in January 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "copycopter",
   "t": "google-tag-manager",
   "role": "Tag loader for site analytics, visible in the page source of the builder's 2024 site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "openai-api",
   "role": "Wrote the chatbot answers from the customer's documents; the founder named GPT-3.5 and GPT-4 in May 2023.",
   "detail": "GPT-3.5, GPT-4",
   "since": "May 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "pinecone",
   "role": "Stored the vector embeddings of customer documents for search.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "langchain",
   "role": "Listed by Starter Story among the tools used to build the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "python",
   "role": "Language of the backend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "fastapi",
   "role": "Web framework of the Python backend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "svelte",
   "role": "Framework of the web frontend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "typescript",
   "role": "Language of the web frontend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "supabase",
   "role": "Listed by Starter Story, spelled Superbase, among the tools the product used.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "vercel",
   "role": "Listed by Starter Story among the platforms the product used, likely for hosting the frontend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "stripe",
   "role": "Took the subscription payments, at first through Stripe's hosted checkout pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "appsumo",
   "role": "Sold a lifetime deal that Starter Story says made more than six figures in net profit in two months.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "product-hunt",
   "role": "First launch site; Starter Story reports second product of the day and nearly US$1,000 MRR in the first week.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "google-ads",
   "role": "Paid search ads on product keywords after the launches, reported at 2.5 to 3 times return on spend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "facebook",
   "role": "Small Facebook groups helped spread the word about the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "discord",
   "role": "Community server where users talked with the founders and gave feedback.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "google-analytics",
   "role": "Listed by Starter Story as the analytics tool.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "rewardful",
   "role": "Ran the affiliate program; the archived pricing page links to its affiliate signup.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "chatnode",
   "t": "acquire-com",
   "role": "Marketplace through which the founders sold the company in June 2024, according to Starter Story.",
   "detail": "",
   "since": "June 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "openai-api",
   "role": "Writes the Future Self mentor's chat and voice replies and generates the avatar from the user's photo.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "claude",
   "role": "AI assistant the two founders, who could not code, used to build their first mobile app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "cursor",
   "role": "AI code editor used with Claude to build the first version of the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "firebase-authentication",
   "role": "Manages user accounts and sign-in on iOS and Android.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "google-cloud-firestore",
   "role": "Stores account data, goals, roadmaps and conversation history.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "vercel",
   "role": "Hosts a copy of the company website at a vercel.app address, the address Starter Story lists.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "myfutureself",
   "t": "apple-app-store",
   "role": "Apple bills the iPhone subscriptions and handles cancellations and refunds.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "google-play",
   "role": "Google bills the Android subscriptions and handles cancellations and refunds.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "superwall",
   "role": "Manages the subscriptions and the paywall screens inside the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "apple-push-notification-service",
   "role": "Sends reminders and check-ins to iPhone users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "firebase-cloud-messaging",
   "role": "Sends reminders and check-ins to Android users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "firebase-analytics",
   "role": "Records usage analytics in the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "firebase",
   "role": "Reports app crashes.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "posthog",
   "role": "Product and subscription analytics, website page-view counts and masked screen recordings of app sessions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "appsflyer",
   "role": "Measures which marketing campaigns bring installs and subscriptions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "instagram",
   "role": "Free posts that brought the first users, later creators' daily posts about the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "tiktok",
   "role": "Free posts that brought the first users; creators in the self-improvement niche post about the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "reddit",
   "role": "Free posts in communities about mindset and self-improvement brought early users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "myfutureself",
   "t": "meta-ads",
   "role": "Paid ads on Meta, added after organic posts and creators, to scale distribution.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "playlistai",
   "t": "openai-api",
   "role": "The language model that turns a user's sentence into a list of songs; the exact model is not stated.",
   "detail": "",
   "since": "January 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 11,
   "how": "source"
  },
  {
   "s": "playlistai",
   "t": "chatgpt",
   "role": "Hosts a PlaylistAI plugin so desktop users can generate playlists inside ChatGPT conversations.",
   "detail": "PlaylistAI plugin",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "playlistai",
   "t": "spotify-web-api",
   "role": "Creates the generated playlists in the user's Spotify account; the app depends on it to exist.",
   "detail": "",
   "since": "August 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "playlistai",
   "t": "apple-music",
   "role": "Second music service in which the app saves playlists; the App Store description lists it with Spotify, Deezer and Amazon Music.",
   "detail": "",
   "since": "January 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "playlistai",
   "t": "apple-vision-framework",
   "role": "Reads artist names from a photo of a festival poster to build a playlist.",
   "detail": "",
   "since": "August 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "playlistai",
   "t": "apple-app-store",
   "role": "Bills the Pro upgrade, listed as several Unlock all features purchases on the App Store page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 6,
   "how": "source"
  },
  {
   "s": "playlistai",
   "t": "x",
   "role": "The founder's posts, including a launch demo video, brought most of the users, he said in April 2023.",
   "detail": "",
   "since": "January 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "playlistai",
   "t": "hacker-news",
   "role": "The founder posted LineupSupply in August 2022 and PlaylistAI in January 2023 as Show HN launches.",
   "detail": "Show HN",
   "since": "August 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "the-multiverse-ai",
   "t": "stripe",
   "role": "Took the card payments for headshot orders; its data later fed the revenue total on IndiePage.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "the-multiverse-ai",
   "t": "indiepage",
   "role": "Showed the business's all-time Stripe revenue and listed the product as for sale on the founder's profile.",
   "detail": "all-time revenue leaderboard",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 8,
   "how": "source"
  },
  {
   "s": "the-multiverse-ai",
   "t": "flux",
   "role": "Image model named in the FAQ as one of the models that generated the headshots before the sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "the-multiverse-ai",
   "t": "aws",
   "role": "Ran the service on a serverless setup, so costs arose mainly when orders came in.",
   "detail": "serverless",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "the-multiverse-ai",
   "t": "rewardful",
   "role": "Tracked the affiliate writers who received 30% of each sale they sent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "the-multiverse-ai",
   "t": "ahrefs",
   "role": "Found top-ranking articles and Reddit threads to approach for inclusion and comments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "the-multiverse-ai",
   "t": "reddit",
   "role": "Comments with links in headshot threads brought the first US$500 of revenue.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "the-multiverse-ai",
   "t": "google-search",
   "role": "A best-of article that ranked first on Google brought buyers and journalists.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "the-multiverse-ai",
   "t": "linkedin",
   "role": "Companies on free trials were asked to post their team headshots on LinkedIn.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "the-multiverse-ai",
   "t": "product-hunt",
   "role": "Listed the product, whose rating there the home page showed as social proof.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "the-multiverse-ai",
   "t": "miro",
   "role": "The remote co-founders planned the product roadmap on a shared board.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "the-multiverse-ai",
   "t": "flippa",
   "role": "Marketplace where the founders listed the business and closed an all-cash sale within about a month.",
   "detail": "",
   "since": "2025",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "stable-diffusion",
   "role": "Image model that draws the QR Code Art pictures while keeping the code scannable.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "controlnet",
   "role": "Guides the image model with the QR code pattern so the generated picture still scans.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR, subscriptions and Search Console figures of the business.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "indiepage",
   "role": "Shows the founder's Stripe-read revenue on a public leaderboard and profile.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "google-search-console",
   "role": "Connected to TrustMRR to report Google Search impressions for the SEO-driven site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "nuxt",
   "role": "Web framework for the site and the web app.",
   "detail": "Nuxt 3",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "qr-code-ai",
   "t": "vue-js",
   "role": "Front-end framework under Nuxt for the site and app.",
   "detail": "Vue 3",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "typescript",
   "role": "Programming language of the site and app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "cursor",
   "role": "AI code editor the founders use to build the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "claude-code",
   "role": "AI coding agent the founders list as one of their editors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "mongodb",
   "role": "Main database of the application, per the TrustMRR tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "redis",
   "role": "In-memory data store in the back end, per the TrustMRR tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "clickhouse",
   "role": "Column database in the back end, per the TrustMRR tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "digitalocean",
   "role": "Hosting provider named in the site's humans.txt.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "scaleway",
   "role": "Cloud provider named as a partner in the site footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "product-hunt",
   "role": "Launch site used for the first launch in June 2023 and the 2.0 launch in July 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "rewardful",
   "role": "Affiliate tracking script loaded in the web app for the 30% recurring affiliate program.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "qr-code-ai",
   "t": "paypal",
   "role": "Pays the monthly affiliate commissions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 17,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "apple-app-store",
   "role": "Sold the 2023 iPhone app Premium subscription through Apple billing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "posthog",
   "role": "Product analytics library bundled in the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "qr-code-ai",
   "t": "microsoft-clarity",
   "role": "Session recording tag inserted by the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "stripe",
   "role": "Takes the subscription payments, in three separate Stripe accounts for different products.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "claude-code",
   "role": "The founder's main AI coding agent for building the product on stream.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$800 a month",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "claude",
   "role": "Anthropic subscriptions that the founder uses to run Claude models in his coding agents, three at once in July 2026.",
   "detail": "Claude Fable 5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "codex",
   "role": "OpenAI's coding agent, used next to Claude Code to build the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "aws",
   "role": "Hosts the backend, including Cognito for sign-in.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$1,500 a month",
   "grade": "C",
   "src": 4,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "bridgemind",
   "t": "cloudflare",
   "role": "Content delivery, web application firewall and Turnstile bot checks.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "bridgemind",
   "t": "sendgrid",
   "role": "Sends the service's emails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "posthog",
   "role": "Product analytics on the website and in the macOS app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "sentry",
   "role": "Monitors errors in the API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "openrouter",
   "role": "Routes the hosted AI features, paid by credits, to several model providers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "openai-api",
   "role": "Provides models for the hosted voice features.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "xai-api",
   "role": "Provides models for the hosted voice features.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "together-ai",
   "role": "One of the providers for cloud transcription.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "groq",
   "role": "One of the providers for cloud transcription.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "fireworks-ai",
   "role": "One of the providers for cloud transcription.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 15,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "nvidia-parakeet",
   "role": "On-device speech-to-text model inside BridgeVoice.",
   "detail": "Parakeet V3",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "whisper",
   "role": "Alternative on-device speech-to-text model inside BridgeVoice.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "microsoft-mai-transcribe",
   "role": "Cloud transcription model for 60 languages in BridgeVoice.",
   "detail": "MAI-Transcribe-2",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "youtube",
   "role": "Hosts the daily build streams that bring the customers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "x",
   "role": "The founder also streams and posts on X.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "twitch",
   "role": "A third platform for the live streams.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "discord",
   "role": "Hosts the community where feature requests and bug reports come in; Pro users get a role.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "obs",
   "role": "Streaming software; the founder built an overlay that shows live ARR from the Stripe accounts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "skool",
   "role": "Hosts the founder's paid BridgeMind community.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 18,
   "how": "source"
  },
  {
   "s": "bridgemind",
   "t": "github",
   "role": "Hosts the open-source BridgeClip code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 19,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from the Stripe account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription counts of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "distil-whisper",
   "role": "Speech recognition model that turns podcast audio into timestamped transcripts.",
   "detail": "distil-large-v3",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "google-gemini-api",
   "role": "Answers the AI chat questions about podcast episodes.",
   "detail": "Gemini",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "google-cloud",
   "role": "Stores files and sends the service emails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "linode",
   "role": "Runs the servers and databases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "cloudflare",
   "role": "Hosts and delivers the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "tapesearch",
   "t": "auth0",
   "role": "Handles account sign-in and stores passwords.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "google-tag-manager",
   "role": "Measures visits and sign-ups on the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "tapesearch",
   "t": "meta-ads",
   "role": "Measures visits and sign-ups on the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "tapesearch",
   "t": "google-ads",
   "role": "The marketing channel that the founder lists on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "react",
   "role": "Front end of the web app, as listed on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "python",
   "role": "Back end of the service, as listed on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "next-js",
   "role": "React framework that serves the website; its asset paths are visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "tapesearch",
   "t": "crisp",
   "role": "Chat box on the website, where users request podcasts and features.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "tapesearch",
   "t": "hacker-news",
   "role": "The founder launched the product there with a Show HN post on 9 January 2023.",
   "detail": "",
   "since": "January 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "podping",
   "role": "Notification system that tells Tapesearch about new episodes, so they are transcribed within minutes.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "apple-podcasts",
   "role": "Its rating counts decide which popular podcasts are included in the index.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "tapesearch",
   "t": "github",
   "role": "Tracks the development issues of the Tapesearch code, according to the site's llms.txt file.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "stripe",
   "role": "Takes the subscription and lifetime payments; TrustMRR reads the account through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription counts of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "openai-api",
   "role": "Wrote resume content in the AI writer from December 2020; the company does not name the models it uses today.",
   "detail": "GPT-3",
   "since": "December 2020",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "wordpress",
   "role": "Hosted the first product, a resume template sold from a simple site, before the 2019 web application.",
   "detail": "",
   "since": "2015",
   "until": "2019",
   "rt": "a-web-application-built-by-an-agency",
   "rtName": "a web application built by an agency",
   "cost": "",
   "grade": "C",
   "src": 0,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "webflow",
   "role": "Builds and hosts the marketing site; the founder says he built it alone.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "rezi",
   "t": "reddit",
   "role": "The founding post and the viral events that brought the largest waves of sign-ups; the company runs its own subreddit.",
   "detail": "",
   "since": "2015",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "appsumo",
   "role": "Deal site that gave the lifetime plan away during the pandemic; about a fifth of users in mid-2020 came from it.",
   "detail": "",
   "since": "April 2020",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "stackcommerce",
   "role": "Deal and content partner that sold Rezi through publishers from January 2020.",
   "detail": "",
   "since": "January 2020",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "product-hunt",
   "role": "Three launches from September 2019; the LinkedIn-to-resume extension became product of the day.",
   "detail": "",
   "since": "September 2019",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "hacker-news",
   "role": "Show HN posts for the 2019 relaunch and later features, such as ATS Hack Mode in June 2024.",
   "detail": "",
   "since": "September 2019",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "linkedin",
   "role": "Company content channel; 98 posts and 36 short videos in 2023, and the founder's own posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "sendgrid",
   "role": "Sends the product's emails, according to the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "intercom",
   "role": "Customer support chat, according to the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "rezi",
   "t": "instagram",
   "role": "Social channel listed by the founder on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "youtube",
   "role": "Social channel listed by the founder; the company published a video on the history of the resume in 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "tiktok",
   "role": "Social channel listed by the founder on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "google-workspace",
   "role": "Office tools, according to the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "slack",
   "role": "Team messaging, according to the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "asana",
   "role": "Task management, according to the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "notion",
   "role": "Notes and documents, according to the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "calendly",
   "role": "Meeting scheduling, according to the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "airtable",
   "role": "Spreadsheet database, according to the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "chartmogul",
   "role": "Subscription analytics, according to the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "meta-ads",
   "role": "Paid ads run by an agency for about a year, stopped because they never paid back.",
   "detail": "",
   "since": "",
   "until": "2024",
   "rt": "",
   "rtName": "",
   "cost": "about US$15,000 a month for a year, all paid channels together",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "figma",
   "role": "Design tool, according to the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "rewardful",
   "role": "Runs the affiliate program, according to the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "rezi",
   "t": "ahrefs",
   "role": "SEO research and rank tracking, according to the founder's tool list on Starter Story.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "sway-ai",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and takes the subscription, photo pack and profile scan payments as in-app purchases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "sway-ai",
   "t": "instagram",
   "role": "Where the founder built an audience and sold manual dating-profile reviews before the app existed.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "sway-ai",
   "t": "tiktok",
   "role": "Short slideshow posts, made in batches, that brought users to the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "sway-ai",
   "t": "figma",
   "role": "Used to design a month of TikTok slideshows in one batch.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "sway-ai",
   "t": "microsoft-excel",
   "role": "Used with Figma to produce a month of TikTok slideshows in one batch.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "hairly-ai",
   "t": "revenuecat",
   "role": "Records the App Store subscriptions; TrustMRR and whatsthe.app read the verified revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "hairly-ai",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and collects the weekly and yearly subscription payments as in-app purchases.",
   "detail": "in-app purchases (StoreKit)",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "hairly-ai",
   "t": "google-gemini-api",
   "role": "Analyses the hair in the user's photo before a new hairstyle image is generated.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "hairly-ai",
   "t": "fal",
   "role": "Generates the image of the user's face with the new hairstyle.",
   "detail": "fal.ai",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "hairly-ai",
   "t": "lovable",
   "role": "Builds the studio website, which carries the app's privacy policy and terms.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "hairly-ai",
   "t": "swiftui",
   "role": "The studio says it builds its native iOS apps with Swift and SwiftUI.",
   "detail": "Swift",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "hairly-ai",
   "t": "trustmrr",
   "role": "Public profile that shows the app's revenue, MRR and subscriptions, read from RevenueCat.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "hairly-ai",
   "t": "whatsthe-app",
   "role": "App revenue directory that lists the app with MRR figures from the same RevenueCat connection and an asking price.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "3d-agent",
   "t": "stripe",
   "role": "Takes the card payments for the monthly and yearly plans, with Drexfy as the seller.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "3d-agent",
   "t": "paddle",
   "role": "Sells the plans as merchant of record to customers in China who pay with Alipay.",
   "detail": "",
   "since": "August 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "3d-agent",
   "t": "trustmrr",
   "role": "Shows the revenue, MRR and subscriptions read from the Stripe account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "3d-agent",
   "t": "openai-api",
   "role": "Runs the agent in new chats since July 2026.",
   "detail": "GPT-5.6 Sol",
   "since": "July 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "3d-agent",
   "t": "google-gemini-api",
   "role": "Default model for the image generation inside the app.",
   "detail": "Nano Banana 2.1",
   "since": "October 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "3d-agent",
   "t": "xai-api",
   "role": "One of the image models that users can pick in the app.",
   "detail": "Grok Imagine Image 2.0",
   "since": "October 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "3d-agent",
   "t": "mai-image",
   "role": "One of the image models that users can pick in the app.",
   "detail": "MAI-Image-2.6",
   "since": "October 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "3d-agent",
   "t": "seedance",
   "role": "Generates the AI videos made in the app.",
   "detail": "Seedance 2.5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "3d-agent",
   "t": "blender",
   "role": "The 3D program in which the agent builds every model; the app installs its own Blender extension.",
   "detail": "Blender 4.2 or later",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "3d-agent",
   "t": "python",
   "role": "Language of the Blender operators and of the scripts that the agent runs in Blender.",
   "detail": "Blender Python API",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "3d-agent",
   "t": "discord",
   "role": "Hosts the community and the support tickets.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "3d-agent",
   "t": "vercel-blob",
   "role": "Stores the videos and poster images shown on the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "3d-agent",
   "t": "cal-com",
   "role": "Booked the calls that gave waitlist visitors early access in October 2025.",
   "detail": "",
   "since": "October 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "vaultaire",
   "t": "codex",
   "role": "Coding agent that, with Claude, wrote the iOS app and the website text.",
   "detail": "",
   "since": "March 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "vaultaire",
   "t": "claude",
   "role": "Coding agent that wrote the app and site, and that runs the daily guide-writing loop each morning.",
   "detail": "",
   "since": "March 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "vaultaire",
   "t": "swift",
   "role": "Language of the native iPhone and iPad app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vaultaire",
   "t": "uikit",
   "role": "Apple's interface framework used for the app's screens.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "vaultaire",
   "t": "cloudkit",
   "role": "Stores the encrypted backups and sync records in the user's own iCloud account, so the company runs no vault servers.",
   "detail": "iCloud",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "vaultaire",
   "t": "cloudflare",
   "role": "Listed in the founder's stack by Starter Story; what it does for the business is not described.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "vaultaire",
   "t": "apple-app-store",
   "role": "Distributes the app and takes the weekly, monthly, yearly and lifetime Pro payments.",
   "detail": "In-app purchases",
   "since": "March 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "vaultaire",
   "t": "gum",
   "role": "Pulls Google search and Keyword Planner data each morning so an agent can pick the next guide to write.",
   "detail": "the founder's own open-source command-line tool",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vaultaire",
   "t": "google-keyword-planner",
   "role": "Source of the keyword data that chooses which search each daily guide targets.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "vaultaire",
   "t": "google-search",
   "role": "Organic web search brings most of the traffic to the guides, which link to the App Store.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "vaultaire",
   "t": "app-store-connect",
   "role": "Dashboard of downloads, daily revenue and conversion that the founder showed in the interview.",
   "detail": "App Store Analytics",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "chatgpt",
   "role": "The first free version sent requests through each visitor's own ChatGPT account, so the founder paid nothing for the model.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "openai-api",
   "role": "Generates the replies and rewrites in the paid version run on the company's servers.",
   "detail": "GPT-4o, GPT-4o mini",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "anthropic-api",
   "role": "Claude models offered in the paid plans next to OpenAI and Google models.",
   "detail": "Claude Sonnet 3.5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "google-gemini-api",
   "role": "Gemini models offered in the free and paid plans.",
   "detail": "Gemini Flash",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "plasmo",
   "role": "Browser extension framework used for the extension in 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "wxt",
   "rtName": "WXT",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "wxt",
   "role": "Browser extension framework of the extension by November 2024.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "react",
   "role": "User interface library for the extension.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "typescript",
   "role": "Programming language of the extension and the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "tailwind-css",
   "role": "Styling framework of the extension and the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "next-js",
   "role": "Framework of the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "jetwriter-ai",
   "t": "postgresql",
   "role": "Database of the web app and accounts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "supabase",
   "role": "Hosted service that runs the PostgreSQL database.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "vercel",
   "role": "Hosts the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "jetwriter-ai",
   "t": "firebase-authentication",
   "role": "Handles user logins.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "cloudflare-r2",
   "role": "Stores files.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "stripe",
   "role": "Takes the subscription payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "mixpanel",
   "role": "Product analytics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "axiom",
   "role": "Collects application logs.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "cloudflare-web-analytics",
   "role": "Measures website visits.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "jetwriter-ai",
   "t": "vs-code",
   "role": "Code editor used by the team.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "github",
   "role": "Hosts the code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "figma",
   "role": "Design tool used by the team.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "notion",
   "role": "Team wiki, documents and project management.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "slack",
   "role": "Team communication.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "google-workspace",
   "role": "Team video calls.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "reddit",
   "role": "The founder shared the extension on Reddit, and says it grew from there.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "jetwriter-ai",
   "t": "chrome-web-store",
   "role": "The store where users find and install the extension; it listed 500,000 users in October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "openai-api",
   "role": "Wrote and rewrote text in the earlier app, called with each user's own OpenAI key.",
   "detail": "GPT-3, later GPT-3.5 and GPT-4",
   "since": "2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "anthropic-api",
   "role": "Claude models were one of the providers the earlier app could use, configured by the user.",
   "detail": "Claude",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "google-gemini-api",
   "role": "Gemini models were one of the providers the earlier app could use, configured by the user.",
   "detail": "Gemini",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "aws",
   "role": "Runs the open-source models behind the company's own Elephas AI service in the 2026 app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "cloudflare",
   "role": "Hosts the gateway that forwards Elephas AI requests, and stores the encrypted sync data.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "supabase",
   "role": "Stores the account records of the 2026 app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "icloud",
   "role": "Syncs the earlier app's data between a user's Apple devices inside the user's own account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "posthog",
   "role": "Stores anonymous usage reports from the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "google-analytics",
   "role": "Measures how the company website is used.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "elephas",
   "t": "meta-ads",
   "role": "Tracks website visits, listed among the website analytics tools.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "elephas",
   "t": "microsoft-clarity",
   "role": "Records how visitors use the company website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "plausible",
   "role": "Measures website traffic.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "elephas",
   "t": "gumroad",
   "role": "Sold the licences and subscriptions of the earlier app on the company website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "apple-app-store",
   "role": "Sells the earlier app and its subscriptions on Mac, iPhone and iPad.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "setapp",
   "role": "One of the stores that sold the earlier app, a subscription bundle of Mac apps.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "swift",
   "role": "Language of the native Mac app.",
   "detail": "",
   "since": "2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "hacker-news",
   "role": "The first beta was posted there and reached the front page, bringing the first paying users.",
   "detail": "",
   "since": "June 2022",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "reddit",
   "role": "Demonstrations in niche communities brought the first customers and the first US$3,000 a month.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "google-search",
   "role": "Search pages became the main source of new customers after Reddit.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "product-hunt",
   "role": "A launch there reached the top ranks of the day, according to Starter Story's summary.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "elephas",
   "t": "discord",
   "role": "A private community for early users to give feedback, according to Starter Story's summary.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "goodie-ai",
   "t": "revenuecat",
   "role": "Records the App Store and Google Play subscriptions; TrustMRR and whatsthe.app read the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "goodie-ai",
   "t": "apple-app-store",
   "role": "Sells the iPhone and iPad app and collects the in-app subscription payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "goodie-ai",
   "t": "google-play",
   "role": "Sells the Android version of the app with in-app purchases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "goodie-ai",
   "t": "tiktok",
   "role": "Named by the founder as one of the app's marketing channels.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "goodie-ai",
   "t": "meta-ads",
   "role": "Named by the founder as a marketing channel: paid advertisements on Facebook and Instagram.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "goodie-ai",
   "t": "instagram",
   "role": "Named by the founder as one of the app's marketing channels.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "goodie-ai",
   "t": "trustmrr",
   "role": "Publishes the app's verified revenue and its sale listing at US$100,000.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "goodie-ai",
   "t": "whatsthe-app",
   "role": "Lists the app for sale and shows revenue metrics read from RevenueCat.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "goodie-ai",
   "t": "osome",
   "role": "Prepared the company's unaudited micro-entity accounts for the period to 31 July 2025.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "agentkit",
   "t": "polar",
   "role": "Takes card and PayPal payments for the kits; TrustMRR reads the verified revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "agentkit",
   "t": "sepay",
   "role": "Takes bank-transfer payments in Vietnamese dong from buyers in Vietnam.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "agentkit",
   "t": "claude-code",
   "role": "The coding agent that the first kit, ClaudeKit, was built on and for; the kits run inside it.",
   "detail": "Claude Sonnet 4.5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "agentkit",
   "t": "vercel",
   "role": "Hosts the company website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "agentkit",
   "t": "resend",
   "role": "Sends the transactional emails, such as order details, to buyers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "agentkit",
   "t": "google-analytics",
   "role": "Measures website visits and usage.",
   "detail": "GA4",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "agentkit",
   "t": "umami",
   "role": "A second, privacy-focused website analytics tool.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "agentkit",
   "t": "google-tag-manager",
   "role": "Delivers the analytics tags on the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "agentkit",
   "t": "github",
   "role": "Delivered the kits to early buyers through repository invitations, now kept for legacy migration and support.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "agentkit",
   "t": "github-actions",
   "role": "Publishes the releases of the kits and the command-line tool automatically.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "agentkit",
   "t": "discord",
   "role": "Hosts the buyers' community.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "agentkit",
   "t": "trustmrr",
   "role": "Publishes the company's verified revenue read from Polar.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lenz-ai",
   "t": "trustmrr",
   "role": "Publishes the app's revenue, MRR and subscriptions read from Superwall, and hosts the sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lenz-ai",
   "t": "superwall",
   "role": "Runs the paywall and subscription data; TrustMRR reads the verified revenue from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lenz-ai",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and bills its weekly, monthly, yearly and credit purchases.",
   "detail": "in-app purchases",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "lenz-ai",
   "t": "swift",
   "role": "Language of the native iPhone app, according to the founder's tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lenz-ai",
   "t": "supabase",
   "role": "Backend of the app, according to the founder's tech stack on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lenz-ai",
   "t": "nano-banana",
   "role": "Image model that applies the camera-style edits, according to the founder's profile text.",
   "detail": "Google image model",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lenz-ai",
   "t": "tiktok",
   "role": "Only marketing channel: templated slideshows posted from several accounts, with no paid ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "lenz-ai",
   "t": "whatsthe-app",
   "role": "Second marketplace where the founder lists the app for sale with Superwall-verified figures.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "lenz-ai",
   "t": "notion",
   "role": "Hosts the app's terms of use and privacy policy pages.",
   "detail": "notion.site pages",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "stripe",
   "role": "Takes the subscription payments, trials, plan changes and cancellations.",
   "detail": "Checkout and Customer Portal",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "trustmrr",
   "role": "Publishes the MRR, subscriptions and revenue read from the Stripe account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "indiepage",
   "role": "Second public revenue leaderboard that lists Alchie's last-30-days revenue.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "datafast",
   "role": "Website visitor analytics connected to the TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "anthropic-api",
   "role": "Sonnet runs the interview; Opus writes and reviews the posts.",
   "detail": "Claude Sonnet 5.5 and Claude Opus 5.5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "openai-api",
   "role": "Listed as the second AI provider whose API costs start with each subscription.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "speechmatics",
   "role": "Real-time speech-to-text for the voice interviews, with native French support.",
   "detail": "Real-Time API",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "deepgram",
   "role": "Fallback speech-to-text for uploaded audio files when the real-time service fails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "next-js",
   "role": "Framework of the web app, with React Server Components and Tailwind CSS.",
   "detail": "Next.js 16",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "alchie",
   "t": "vercel",
   "role": "Hosts the web app on EU servers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "alchie",
   "t": "supabase",
   "role": "Database, login and file storage, hosted in Paris.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "zernio",
   "role": "Connects the user's LinkedIn account and sends the scheduled posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "linkedin",
   "role": "The platform on which every post is published; the product exists for its users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "posthog",
   "role": "Product analytics with data in the EU and opt-in cookie consent.",
   "detail": "PostHog Cloud EU",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "loops",
   "role": "Transactional and nurturing emails to users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "postmark",
   "role": "Receives the meeting reports sent in by email.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "sentry",
   "role": "Error monitoring for the front end and back end.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "alchie",
   "t": "whatsapp",
   "role": "Group for Argent and Or subscribers to share tips, ask for features and reshare posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "revenuecat",
   "role": "Records the App Store and Google Play subscriptions; TrustMRR reads the verified revenue from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "trustmrr",
   "role": "Publishes the revenue, MRR and subscriptions read from RevenueCat.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "apple-app-store",
   "role": "Sells the NerdSip Gold monthly and yearly subscriptions on iPhone.",
   "detail": "in-app purchases",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "google-play",
   "role": "Distributes the Android app and its subscriptions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "vertex-ai",
   "role": "Google's model platform that writes the courses and makes images, voice and embeddings.",
   "detail": "Gemini models",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "google-gemini-api",
   "role": "One API key that gives the app text, image, video, voice and embedding models.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "google-search",
   "role": "Live search results that each AI-written course is grounded in for fact-checking.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "convex",
   "role": "Back end of the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "react-native",
   "role": "Cross-platform framework of the iPhone and Android app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "node-js",
   "role": "Server-side language runtime in the stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "three-js",
   "role": "Used for the 3D avatar with equippable items inside the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "remotion",
   "role": "Generates the long-form YouTube videos programmatically.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "tiktok",
   "role": "Four NerdSip accounts post fact slideshows; also small paid ad tests.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "youtube",
   "role": "Long-form videos made with Remotion that bring viewers to the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "reddit",
   "role": "Small paid ad test, part of less than US$500 of total ad spend.",
   "detail": "Reddit ads",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "tinylaunch",
   "role": "Paid directory listing bought for the domain rating.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "verifiedtools",
   "role": "Paid directory listing bought for the domain rating.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "peerpush",
   "role": "Directory where the app is listed.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "foundrlist",
   "role": "Directory where the app is listed.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "nerdsip",
   "t": "product-hunt",
   "role": "Launch site where the app was featured, according to the founder-written profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "nerdsip",
   "t": "google-search-console",
   "role": "Tracks the website's search impressions and clicks.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "harmar-ai",
   "t": "stripe",
   "role": "Takes the subscription payments through Stripe Checkout; TrustMRR reads the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "harmar-ai",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription count, and hosts the sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "harmar-ai",
   "t": "google-gemini-api",
   "role": "Provides the AI models that produce the captions; no source names the model.",
   "detail": "model not named",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "harmar-ai",
   "t": "google-sign-in",
   "role": "Lets customers sign in with a Google account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "harmar-ai",
   "t": "telegram",
   "role": "Second sign-in option for customer accounts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "harmar-ai",
   "t": "supabase",
   "role": "Holds the customer accounts and project data.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "harmar-ai",
   "t": "cloudflare-r2",
   "role": "Stores the uploaded videos and files; the API hands out signed upload links to it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "harmar-ai",
   "t": "railway",
   "role": "Runs part of the service.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "harmar-ai",
   "t": "vercel",
   "role": "Runs part of the service.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "harmar-ai",
   "t": "next-js",
   "role": "Web framework of the site; the page source loads its scripts from the Next.js /_next/ folder.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "harmar-ai",
   "t": "brevo",
   "role": "Sends the transactional email to customers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "harmar-ai",
   "t": "npm",
   "role": "Distributes the harmar-ai package, a command-line tool and MCP server for the paid API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "harmar-ai",
   "t": "instagram",
   "role": "The founder's Armenian AI posts on Instagram built the audience that asked for the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "harmar-ai",
   "t": "youtube",
   "role": "The founder's Armenian AI videos on YouTube built the audience that asked for the product.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "stripe",
   "role": "Takes the plugin's subscription and one-time license payments; TrustMRR reads the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription counts of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "alipay",
   "role": "Accepted next to cards for the one-time Supporter license.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "obsidian",
   "role": "The host app; the plugin exists inside Obsidian and its community plugin list brought the downloads.",
   "detail": "community plugin store",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "github",
   "role": "Hosts the open-source code (AGPL-3.0) and collects sponsorships for the project.",
   "detail": "public repository and GitHub Sponsors",
   "since": "2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "typescript",
   "role": "Language of the plugin and of the web app, named in the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "electron",
   "role": "Desktop app framework, listed in the tech stack; Miyo is the company's desktop app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "next-js",
   "role": "Web framework of the company's sites, listed in the tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "react",
   "role": "User-interface library, listed in the tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "python",
   "role": "Backend language, listed in the tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "fastapi",
   "role": "Python web framework of the backend that serves the hosted models and licenses, per the tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "google-cloud",
   "role": "Cloud hosting named in the tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "postgresql",
   "role": "Database named in the tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "railway",
   "role": "Hosting platform named in the tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "resend",
   "role": "Email sending service named in the tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "vercel",
   "role": "Hosting of the Next.js sites, named in the tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "deepinfra",
   "role": "Hosts the open-weight models sold in the Plus plan, in the US with zero data retention.",
   "detail": "DeepSeek V4.1 Flash, GLM-5.3-Flash, MiniMax M3",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "deepseek",
   "role": "The default hosted chat model of the Plus plan.",
   "detail": "DeepSeek V4.1 Flash 1017, sold as Copilot Plus Flash",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "tailwind-css",
   "role": "Styling of the plugin's interface, visible as a config file in the public repository.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "esbuild",
   "role": "Bundler that builds the plugin, visible as a config file in the public repository.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "jest",
   "role": "Test framework of the plugin, visible as a config file in the public repository.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "claude-code",
   "role": "AI coding agent the team itself uses on the code base, shown by the instruction files in the public repository.",
   "detail": "CLAUDE.md and .claude folder in the repository",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "cursor",
   "role": "AI code editor the team uses, shown by its rules folder in the public repository.",
   "detail": ".cursor/rules in the repository",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "discord",
   "role": "Community and support channel, started with the Copilot Plus alpha in 2024.",
   "detail": "",
   "since": "2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "copilot-for-obsidian",
   "t": "youtube",
   "role": "The company's channel publishes demo and release videos; 12 videos in 2024.",
   "detail": "",
   "since": "2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "stripe",
   "role": "Takes the company's subscription payments and runs the billing engine that charges the agencies' clients.",
   "detail": "Stripe Connect for the agencies' billing; the company's own account for its plans",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription counts of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "voiceflow",
   "role": "The chatbot platform the first product was built around; ChatDash still reads Voiceflow projects and knowledge bases.",
   "detail": "",
   "since": "2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "retell-ai",
   "role": "One of the three voice agent platforms whose agents ChatDash delivers; the business depends on them to exist.",
   "detail": "voice agents",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "vapi",
   "role": "Voice agent platform whose agents, phone numbers and calls ChatDash manages for agencies.",
   "detail": "voice agents",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "elevenlabs",
   "role": "Voice agent platform supported for delivery and knowledge-base management.",
   "detail": "voice agents",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "openai-api",
   "role": "Runs the text agents that clients edit inside the dashboard and the SaaS Mode text provider.",
   "detail": "Assistants API; model chosen per assistant",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "albato",
   "role": "Automation service that powers the Visual Workflow Builder, excluded from the HIPAA agreement.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "react",
   "role": "User-interface library of the web app, visible in the public bundle.",
   "detail": "single-page application",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "react-flow",
   "role": "Node-and-edge editor library behind the visual workflow builder, visible in the public bundle.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "mui",
   "role": "Component library used in the web app, visible in the public bundle.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "daily-co",
   "role": "Real-time calling library that powers web-based calls with the voice agents, visible in the public bundle.",
   "detail": "browser calling library",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "socket-io",
   "role": "Real-time messaging library in the web app, visible in the public bundle.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "featurebase",
   "role": "Hosts the help center, roadmap, changelog and feedback board.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "supademo",
   "role": "Interactive product demos embedded on the site and offered in the cancellation flow.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "senja",
   "role": "Hosts the wall of video testimonials embedded on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "chatdash",
   "t": "firstpromoter",
   "role": "Affiliate tracking script loaded on every page; runs the referral program.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "chatdash",
   "t": "google-tag-manager",
   "role": "Loads the site's analytics and advertising tags.",
   "detail": "two containers",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-26"
  },
  {
   "s": "chatdash",
   "t": "google-ads",
   "role": "The tag manager container loads Google Ads conversion scripts, which shows the company advertises on Google.",
   "detail": "conversion tracking",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "cal-com",
   "role": "Booking page for one-on-one sessions with the founder, linked from the cancellation flow.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "discord",
   "role": "Community for agency owners, named in the support article.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "chatdash",
   "t": "youtube",
   "role": "Tutorial videos and a channel linked from the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "myreader",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from this account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "myreader",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue and hosts the for-sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "myreader",
   "t": "python",
   "role": "Backend language, according to the founder's tech stack fields.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "myreader",
   "t": "javascript",
   "role": "Frontend language, according to the founder's tech stack fields.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "myreader",
   "t": "bootstrap",
   "role": "CSS and JavaScript framework of the marketing site, loaded through the Landkit theme files.",
   "detail": "Landkit theme",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "myreader",
   "t": "jquery",
   "role": "JavaScript library loaded by the marketing site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "myreader",
   "t": "rewardful",
   "role": "Runs the affiliate program; its tracking script is on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "myreader",
   "t": "paypal",
   "role": "Pays affiliate commissions on the 2nd of each month.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "myreader",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and sells the plans as in-app purchases.",
   "detail": "",
   "since": "September 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "myreader",
   "t": "product-hunt",
   "role": "Launch platform on 3 July 2023, number 10 of the day.",
   "detail": "",
   "since": "July 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "kortex",
   "t": "dodo-payments",
   "role": "Checkout and subscriptions; TrustMRR reads the revenue from this account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "kortex",
   "t": "trustmrr",
   "role": "Publishes the payment-verified revenue and hosted the for-sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "kortex",
   "t": "google-analytics",
   "role": "Site analytics, connected to TrustMRR through its API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "kortex",
   "t": "javascript",
   "role": "Language of the Chrome extension, according to the founder's tech stack fields.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "kortex",
   "t": "firebase",
   "role": "Sign-in through Google OAuth and storage of prompts, folders, notes and automation rules.",
   "detail": "Authentication and Cloud Firestore",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "kortex",
   "t": "cloudflare-r2",
   "role": "Stores the generated podcast and audio-overview files.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "kortex",
   "t": "astro",
   "role": "Static site framework of the marketing site, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "kortex",
   "t": "google-gemini-notebook",
   "role": "The Google product the extension lives on; every feature works inside the user's own notebooks.",
   "detail": "formerly NotebookLM",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "kortex",
   "t": "chrome-web-store",
   "role": "Distribution channel of the extension: 100,000 users, Featured badge.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "kortex",
   "t": "product-hunt",
   "role": "Two launches, 9 December 2025 (number 5 of the day) and 14 January 2026.",
   "detail": "",
   "since": "December 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 13,
   "how": "source"
  },
  {
   "s": "kortex",
   "t": "appsumo",
   "role": "Sells lifetime licences at US to US; AppSumo pays the company and gives it licence keys.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 12,
   "how": "source"
  },
  {
   "s": "kortex",
   "t": "discord",
   "role": "Community server for users, linked from the About page and AppSumo updates.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "chariot",
   "t": "stripe",
   "role": "Takes the subscription and credit payments; TrustMRR reads the revenue from this Stripe account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chariot",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription counts, and hosts the sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chariot",
   "t": "next-js",
   "role": "The web framework of the Chariot site and app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 16,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "chariot",
   "t": "vercel",
   "role": "Hosts and serves the Chariot site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 16,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "chariot",
   "t": "rewardful",
   "role": "Runs the self-serve affiliate program that pays 30% of referred customers' payments for 12 months.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "chariot",
   "t": "google-tag-manager",
   "role": "Loads the site's tracking tags.",
   "detail": "container GTM-WR2HL7BC, loaded through chariotai.com/metrics",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
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  },
  {
   "s": "chariot",
   "t": "google-analytics",
   "role": "Measures site visitors; connected to TrustMRR, which reports 10,494 visitors in 30 days.",
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  },
  {
   "s": "chariot",
   "t": "facebook",
   "role": "A marketing channel named on the founder-written TrustMRR profile.",
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   "rt": "",
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  },
  {
   "s": "chariot",
   "t": "instagram",
   "role": "A marketing channel named on the TrustMRR profile; the site links its Instagram account.",
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   "rt": "",
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  },
  {
   "s": "chariot",
   "t": "tiktok",
   "role": "A marketing channel named on the TrustMRR profile; the home page shows three TikTok creator videos.",
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   "rt": "",
   "rtName": "",
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  },
  {
   "s": "chariot",
   "t": "youtube",
   "role": "A marketing channel named on the founder-written TrustMRR profile.",
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   "rt": "",
   "rtName": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "chariot",
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   "role": "The models behind the earlier Chariot product, an API that added chat to other developers' apps.",
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  },
  {
   "s": "chariot",
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   "role": "Hosts the company's public code: a Node.js library for the 2023 Chariot API.",
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  },
  {
   "s": "cnvs",
   "t": "stripe",
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   "detail": "",
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  },
  {
   "s": "cnvs",
   "t": "trustmrr",
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  },
  {
   "s": "cnvs",
   "t": "swift",
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  },
  {
   "s": "cnvs",
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   "role": "The terminal engine inside the app that runs the agents' command-line tools.",
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  },
  {
   "s": "cnvs",
   "t": "apple-on-device-model",
   "role": "Writes a short title for each agent's task on the Mac, with no key and no per-request cost.",
   "detail": "Apple Intelligence",
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  },
  {
   "s": "cnvs",
   "t": "nvidia-parakeet",
   "role": "Recognizes the user's voice commands on the Mac.",
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  },
  {
   "s": "cnvs",
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  {
   "s": "cnvs",
   "t": "astro",
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  {
   "s": "cnvs",
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  {
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  },
  {
   "s": "cnvs",
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  {
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  {
   "s": "ferndesk",
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  },
  {
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  {
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  },
  {
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  {
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  },
  {
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  {
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  {
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  {
   "s": "ferndesk",
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  {
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   "role": "Website visit statistics without cookies.",
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  },
  {
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  {
   "s": "voibe",
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  },
  {
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  {
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  },
  {
   "s": "voibe",
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  },
  {
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  },
  {
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  {
   "s": "voibe",
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  },
  {
   "s": "voibe",
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  },
  {
   "s": "voibe",
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   "role": "Product and website analytics.",
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  },
  {
   "s": "voibe",
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   "role": "Product and website analytics.",
   "detail": "",
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  },
  {
   "s": "voibe",
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   "role": "Website analytics, after cookie consent.",
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  },
  {
   "s": "voibe",
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   "role": "Live chat widget for customer support.",
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  {
   "s": "voibe",
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   "role": "Advertising campaigns whose performance the site measures after cookie consent.",
   "detail": "",
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  },
  {
   "s": "voibe",
   "t": "reddit-ads",
   "role": "Advertising campaigns whose performance the site measures after cookie consent.",
   "detail": "",
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  },
  {
   "s": "voibe",
   "t": "x",
   "role": "The site measures advertising campaigns on X after cookie consent; the founder also posts revenue updates on X.",
   "detail": "",
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  {
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  },
  {
   "s": "fluently",
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  },
  {
   "s": "fluently",
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  },
  {
   "s": "fluently",
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  },
  {
   "s": "fluently",
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   "detail": "short-form videos",
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  },
  {
   "s": "fluently",
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   "role": "Short-video platform in the founder's growth account; App Store reviews also mention Instagram ads.",
   "detail": "short-form videos (\"IG\" in the founder's post)",
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  },
  {
   "s": "fluently",
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   "detail": "short-form videos (\"YT\" in the founder's post)",
   "since": "",
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  },
  {
   "s": "fluently",
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  },
  {
   "s": "pdf-vector",
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   "role": "Runs Claude for the AI document understanding behind the parse, ask and extract APIs.",
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  },
  {
   "s": "pdf-vector",
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   "detail": "Gemini",
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  },
  {
   "s": "pdf-vector",
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  },
  {
   "s": "pdf-vector",
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   "role": "Lists an installable PDF Vector skill so AI coding agents can call the API.",
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   "how": "source"
  },
  {
   "s": "docv",
   "t": "openai-api",
   "role": "The page source names it as the default AI provider in the administrator settings; the terms say third-party AI providers write the content.",
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  },
  {
   "s": "docv",
   "t": "stripe",
   "role": "Takes the card payments for the weekly and monthly plans.",
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  {
   "s": "docv",
   "t": "react",
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  {
   "s": "docv",
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  {
   "s": "docv",
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   "how": "source"
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  {
   "s": "docv",
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  {
   "s": "docv",
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  },
  {
   "s": "baller-ai",
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  },
  {
   "s": "baller-ai",
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  },
  {
   "s": "baller-ai",
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  {
   "s": "baller-ai",
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  {
   "s": "baller-ai",
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  },
  {
   "s": "baller-ai",
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  {
   "s": "baller-ai",
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   "detail": "barcode nutrition data",
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  {
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  {
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  },
  {
   "s": "aesty",
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   "s": "aesty",
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  {
   "s": "aesty",
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  },
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   "s": "aesty",
   "t": "vercel",
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   "s": "aesty",
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  {
   "s": "aesty",
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   "s": "aesty",
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   "s": "aesty",
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   "detail": "Pinterest Tag and Conversions API",
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   "s": "aesty",
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  {
   "s": "aesty",
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  },
  {
   "s": "aesty",
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   "s": "aesty",
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   "s": "aesty",
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   "s": "aesty",
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   "role": "The current website and style quiz are a Next.js application, as the page scripts show.",
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   "s": "aesty",
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   "how": "source"
  },
  {
   "s": "captureflow",
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   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "captureflow",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription counts of the business.",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "captureflow",
   "t": "openai-api",
   "role": "Drafts the posts from the user's input, by the founder-written tech stack.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "captureflow",
   "t": "anthropic-api",
   "role": "Named in the founder-written tech stack among the AI providers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "captureflow",
   "t": "supabase",
   "role": "Backend and database, by the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "captureflow",
   "t": "vercel",
   "role": "Hosting, by the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "captureflow",
   "t": "aws",
   "role": "Cloud infrastructure, by the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "captureflow",
   "t": "resend",
   "role": "Sends the product's email, by the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "captureflow",
   "t": "next-js",
   "role": "The web app's framework, by the founder-written tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "captureflow",
   "t": "react",
   "role": "The app's user-interface library, by the founder-written tech stack.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
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   "how": "source"
  },
  {
   "s": "captureflow",
   "t": "typescript",
   "role": "The app's programming language, by the founder-written tech stack.",
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   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "captureflow",
   "t": "tailwind-css",
   "role": "Styles the app's pages, by the founder-written tech stack.",
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   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "captureflow",
   "t": "google-analytics",
   "role": "Connected to TrustMRR, which reports the site's traffic from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "A",
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   "how": "source",
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  },
  {
   "s": "captureflow",
   "t": "datafast",
   "role": "Connected to TrustMRR as a second traffic source for the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "captureflow",
   "t": "google-search-console",
   "role": "Connected to TrustMRR, which reads the site's search impressions from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "captureflow",
   "t": "linkedin",
   "role": "Listed by the founder as a marketing channel; also where the product publishes the user's posts.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "opentweet",
   "t": "paddle",
   "role": "Takes the subscription payments as seller of record; TrustMRR reads the verified revenue from this Paddle account.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "opentweet",
   "t": "trustmrr",
   "role": "Publishes the Paddle-verified revenue, MRR and subscription counts of the business.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "opentweet",
   "t": "next-js",
   "role": "The web app's framework, by the founder-written tech stack.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
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  },
  {
   "s": "opentweet",
   "t": "mongodb",
   "role": "The product's database, by the founder-written tech stack.",
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   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "opentweet",
   "t": "auth0",
   "role": "Handles user sign-in, by the founder-written tech stack.",
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   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "opentweet",
   "t": "docker",
   "role": "Packages and runs the service, by the founder-written tech stack.",
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   "since": "",
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   "rt": "",
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   "src": 1,
   "how": "source"
  },
  {
   "s": "opentweet",
   "t": "x-api",
   "role": "OpenTweet connects each user's X account and publishes every post through the official X API.",
   "detail": "official X API",
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  },
  {
   "s": "opentweet",
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   "role": "One of the AI providers behind the writer; the MCP server is built on Anthropic's Model Context Protocol.",
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   "rtName": "",
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   "src": 2,
   "how": "source"
  },
  {
   "s": "opentweet",
   "t": "openai-api",
   "role": "One of the AI providers the writer can use to draft posts.",
   "detail": "GPT models",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "src": 2,
   "how": "source"
  },
  {
   "s": "opentweet",
   "t": "google-gemini-api",
   "role": "One of the AI providers the writer can use to draft posts.",
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   "until": "",
   "rt": "",
   "rtName": "",
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  },
  {
   "s": "opentweet",
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   "role": "One of the AI providers the writer can use to draft posts (Grok).",
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   "rt": "",
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   "src": 2,
   "how": "source"
  },
  {
   "s": "opentweet",
   "t": "google-analytics",
   "role": "Connected to TrustMRR, which reports the site's traffic from it.",
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   "since": "",
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   "rt": "",
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  },
  {
   "s": "memo-ai",
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   "how": "source"
  },
  {
   "s": "memo-ai",
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   "rt": "",
   "rtName": "",
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   "how": "source"
  },
  {
   "s": "memo-ai",
   "t": "llama",
   "role": "A third language model named in the 2024 product.",
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   "rt": "",
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   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "memo-ai",
   "t": "google-gemini-api",
   "role": "One of the models a user can choose for answers grounded in the uploaded documents.",
   "detail": "Gemini",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "memo-ai",
   "t": "next-js",
   "role": "The web framework of the Memo website and app.",
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   "rt": "",
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   "grade": "B",
   "src": 14,
   "how": "source",
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  },
  {
   "s": "memo-ai",
   "t": "vercel",
   "role": "Hosts and serves the Memo website.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 14,
   "how": "source",
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  },
  {
   "s": "memo-ai",
   "t": "wise",
   "role": "Pays the affiliates who refer subscribers.",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "memo-ai",
   "t": "tiktok",
   "role": "Platform where affiliates and the company post content that sends students to Memo.",
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   "rt": "",
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   "src": 13,
   "how": "source"
  },
  {
   "s": "memo-ai",
   "t": "instagram",
   "role": "One of the platforms where affiliates post content that links to Memo.",
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   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "memo-ai",
   "t": "x",
   "role": "One of the platforms where affiliates post content that links to Memo.",
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   "since": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "memo-ai",
   "t": "senja",
   "role": "Embeds the wall of user testimonials shown on the home and pricing pages.",
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   "rt": "",
   "rtName": "",
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   "src": 9,
   "how": "source"
  },
  {
   "s": "memo-ai",
   "t": "featurebase",
   "role": "Loads the feedback and feature-request widget on the site.",
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   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
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   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "tencent-cloud",
   "role": "Supplies the Hunyuan3D model that the company calls the backbone of its core 3D generation, under a partnership.",
   "detail": "Tencent HY 3D Global (Hunyuan3D)",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "meshy-api",
   "role": "One of the 3D generation engines users can pick, sold inside 3D AI Studio's credits.",
   "detail": "Meshy 6",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "tripo",
   "role": "Tripo's 3D generation models, offered in the app and the company's own API, through what it calls an API partnership.",
   "detail": "Tripo P1, Tripo P2",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "hyper3d-rodin",
   "role": "Deemos's Rodin model, offered as one of the 3D generation engines with several quality tiers.",
   "detail": "Rodin Gen-2.5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "microsoft-trellis",
   "role": "Open-source image-to-3D model offered as the cheapest engine for fast drafts.",
   "detail": "TRELLIS 2",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "bytedance-seed3d",
   "role": "ByteDance's image-to-3D model, offered in beta as one of the engines.",
   "detail": "Seed3D 1.0",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "hitem3d",
   "role": "High-resolution 3D model from Math Magic, offered as the engine for 3D printing detail.",
   "detail": "Hitem3D 2.1",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "pixal3d",
   "role": "Single-image 3D reconstruction model listed as one of the engines.",
   "detail": "Pixal3D",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "google-gemini-api",
   "role": "Image generation and editing models for reference pictures, offered in the app and the API.",
   "detail": "Gemini 3 Pro, Gemini 3.1 Flash, Gemini 2.5 Flash",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "bytedance-seedream",
   "role": "An image generation and editing model offered next to the Gemini models.",
   "detail": "Seedream V5 Lite",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "next-js",
   "role": "Web framework of the 3D AI Studio site and app, listed in its third-party notices.",
   "detail": "Next.js 16",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "3d-ai-studio",
   "t": "react",
   "role": "User interface library of the web app, listed in its third-party notices.",
   "detail": "React 19",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "three-js",
   "role": "Draws the interactive 3D model viewer in the browser, listed in the third-party notices.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "react-flow",
   "role": "Library for node-based editors, listed in the third-party notices; the product has a node editor called Flow.",
   "detail": "@xyflow/react",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "posthog",
   "role": "Product analytics in the web app, listed in the third-party notices.",
   "detail": "posthog-js",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "vercel-analytics",
   "role": "Web analytics package listed in the third-party notices.",
   "detail": "@vercel/analytics",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "sentry",
   "role": "Error tracking for the Next.js app, listed in the third-party notices.",
   "detail": "@sentry/nextjs",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 14,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "lemon-squeezy",
   "role": "Hosts the affiliate program that pays a commission per referred sale.",
   "detail": "affiliate hub",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 16,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "google-search",
   "role": "Brings most new users to the site's guide and comparison pages; over 80 percent of sign-ups in July 2025.",
   "detail": "",
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   "rt": "",
   "rtName": "",
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   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "reddit",
   "role": "The founder shared his progress there in the early phase to reach first users.",
   "detail": "",
   "since": "",
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   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 3,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "discord",
   "role": "Community server with more than 3,000 members where users report bugs and request features.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
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   "src": 3,
   "how": "source"
  },
  {
   "s": "3d-ai-studio",
   "t": "trustpilot",
   "role": "Collects public customer reviews that the site shows as a rating on its pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "chatprd",
   "t": "stripe",
   "role": "Took the first subscription payments at US$1 a month from launch day.",
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   "since": "November 2023",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chatprd",
   "t": "chatgpt",
   "role": "The founder developed the first PRD prompt in ChatGPT before turning it into a product.",
   "detail": "",
   "since": "2023",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chatprd",
   "t": "openai-gpt-store",
   "role": "A free ChatPRD GPT in the store brought reach before and alongside the paid web app.",
   "detail": "custom GPT",
   "since": "November 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chatprd",
   "t": "vs-code",
   "role": "Code editor in which the founder built the first web app during Thanksgiving week 2023.",
   "detail": "",
   "since": "November 2023",
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   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "chatprd",
   "t": "x",
   "role": "Launch and building in public on the founder's account, which eBiz Facts says had about 21,000 followers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "chatprd",
   "t": "youtube",
   "role": "A YouTube review and the company's own channel are part of its marketing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chatprd",
   "t": "slack",
   "role": "A Slack community where users share feature ideas and feedback.",
   "detail": "community",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chatprd",
   "t": "openai-api",
   "role": "Premium language model offered in the paid plans.",
   "detail": "GPT-6.1 Sol",
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   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "chatprd",
   "t": "anthropic-api",
   "role": "Premium Claude models offered in the paid plans.",
   "detail": "Claude Opus 5.5, Claude Sonnet 5.5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "chatprd",
   "t": "codex",
   "role": "The founder uses it for ChatPRD engineering work such as auditing and speeding up the test suite.",
   "detail": "OpenAI Codex",
   "since": "2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "chatprd",
   "t": "github-actions",
   "role": "Runs ChatPRD's continuous-integration tests, whose logs Codex reviewed.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "chatprd",
   "t": "vitest",
   "role": "Test framework of the ChatPRD code base, named in the founder's test audit note.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "ombra-tattoo",
   "t": "fal",
   "role": "Generates the tattoo designs, cover-ups and try-on images from the user's choices and photo, according to the terms; no source names the model.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "ombra-tattoo",
   "t": "revenuecat",
   "role": "Manages the subscriptions and credit purchases on both stores; TrustMRR and whatsthe.app read the verified revenue from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "ombra-tattoo",
   "t": "apple-app-store",
   "role": "Sells the app's weekly and yearly subscriptions and credit packs on iPhone.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "ombra-tattoo",
   "t": "google-play",
   "role": "Sells the Android version's subscriptions and credit packs.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "ombra-tattoo",
   "t": "sentry",
   "role": "Records crash and error reports from the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "ombra-tattoo",
   "t": "meta-ads",
   "role": "Listed by the seller as a marketing channel; the app reports each paid checkout to Meta for ad measurement.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "ombra-tattoo",
   "t": "meta-sdk",
   "role": "Runs in the iPhone app to measure ads and receives a purchase event after each paid checkout.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "ombra-tattoo",
   "t": "instagram",
   "role": "Listed by the seller as a marketing channel; the site links to the app's own Instagram account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "ombra-tattoo",
   "t": "pinterest",
   "role": "The company's site links to the app's own Pinterest account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "ombra-tattoo",
   "t": "trustmrr",
   "role": "Shows the app's revenue, read from RevenueCat, and lists the app for sale.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "ombra-tattoo",
   "t": "whatsthe-app",
   "role": "Shows the app's revenue, verified with RevenueCat, and lists the app for sale at US$20,000.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "openai-api",
   "role": "Generates the coloring pages from prompts and uploaded photos; the founder says he now uses it mostly for image generation.",
   "detail": "image generation",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "replicate",
   "role": "Runs image-generation workloads, with requests spread between Replicate and fal.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "fal",
   "role": "Second image-generation provider; the founder says he uses both fal and Replicate.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "octoai",
   "role": "Earlier provider of image-generation workloads, left after NVIDIA acquired it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "replicate",
   "rtName": "Replicate",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "cerebras",
   "role": "Runs the prompt improver fast enough to offer real-time prompt improvements in the interface.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "stability-ai",
   "role": "Used at launch to work out the prompts that produce coloring sheets; the founder calls it Stability Dreambooth.",
   "detail": "Dreambooth",
   "since": "September 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "next-js",
   "role": "Framework of the app dashboard; the first version was mostly Next.js.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "astro",
   "role": "Framework of the marketing site after it moved from Next.js for better page performance.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "laravel",
   "role": "Runs the backend jobs, queues and rate limits after traffic spikes.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "wordpress",
   "role": "Content management system for the site's pages and posts.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "cursor",
   "role": "The founder's code editor with AI agents for building ColorBliss.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "github",
   "role": "Hosts the code that Laravel Forge deploys.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "supabase",
   "role": "Backend database and login service since the first version.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "netlify",
   "role": "Hosts the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "colorbliss",
   "t": "laravel-forge",
   "role": "Sets up the servers and deploys the Laravel backend from GitHub.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "stripe",
   "role": "Takes the subscription and credit payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "product-hunt",
   "role": "Launch site in the first week of October 2023, where ColorBliss ended 14th for the day.",
   "detail": "",
   "since": "October 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "there-s-an-ai-for-that",
   "role": "AI directory listing that, according to its own newsletter, gave ColorBliss early organic visibility.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 8,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "meta-ads",
   "role": "Facebook ads aimed at parents of preschoolers at launch; the founder found them expensive with no paid users in the first month.",
   "detail": "",
   "since": "September 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$101 in the first month",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "pinterest",
   "role": "Pinterest ads in the first month, cheaper per view than Facebook and with better conversion, according to the founder.",
   "detail": "",
   "since": "October 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "US$36.14 in the first month",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "typeframes",
   "role": "Made the first text-based ad creative.",
   "detail": "",
   "since": "October 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "loom",
   "role": "Recorded the ad video in which the founder shows and explains the product.",
   "detail": "",
   "since": "October 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "pipeboard",
   "role": "Manages the Meta ads from inside Cursor; the founder says he is still trying it out.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "ahrefs",
   "role": "Keyword and backlink research for search optimization, after Semrush.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "semrush",
   "role": "Keyword research that found the coloring page searches before the product was built.",
   "detail": "",
   "since": "September 2023",
   "until": "",
   "rt": "ahrefs",
   "rtName": "Ahrefs",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "bento",
   "role": "Sends the email communications.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "resend",
   "role": "Sends the login and account emails in the Supabase and Next.js sign-in flows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "posthog",
   "role": "Product analytics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "colorbliss",
   "t": "sentry",
   "role": "Error monitoring.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "google-tag-manager",
   "role": "Advertisement tracking on the site.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "colorbliss",
   "t": "linear",
   "role": "Tracks the features planned for ColorBliss.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "summify",
   "t": "reddit",
   "role": "The founder posted the launch on Reddit, and he says Reddit posts helped bring the first US$500 of monthly revenue.",
   "detail": "",
   "since": "October 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "summify",
   "t": "linkedin",
   "role": "The founder's LinkedIn posts, with Reddit, helped bring the first US$500 of monthly revenue, he wrote.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "summify",
   "t": "google-ads",
   "role": "Three two-week ad campaigns that drove traffic to the site, according to the founder.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "summify",
   "t": "product-hunt",
   "role": "Product page on Product Hunt, linked with a follow badge from the founder-era home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "summify",
   "t": "futurepedia",
   "role": "AI directory listing, shown as a badge on the founder-era home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "summify",
   "t": "foundr-ai",
   "role": "Directory listing, shown as a badge on the founder-era home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "summify",
   "t": "there-s-an-ai-for-that",
   "role": "AI directory listing linked from a featured badge on the founder-era home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "summify",
   "t": "senja",
   "role": "Collects and shows user testimonials in the \"What our users say\" section of the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "summify",
   "t": "google-tag-manager",
   "role": "Loads the site's tracking tags, visible in the founder-era page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "summify",
   "t": "tally",
   "role": "Form behind the Affiliate Program link in the founder-era footer.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "summify",
   "t": "indie-logs",
   "role": "The founder's public build log for Summify, with entries in November and December 2023.",
   "detail": "",
   "since": "November 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "replicate",
   "role": "Hosts the founder's public open-source upscaler, with 30.7 million runs, and runs GPU jobs for the paid service.",
   "detail": "Nvidia A100 GPUs",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 9,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "fal",
   "role": "Runs GPU inference for the paid upscaling jobs, according to the site's subprocessor list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "modal",
   "role": "Runs GPU inference for the paid upscaling jobs, according to the site's subprocessor list.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "openai-api",
   "role": "Writes image descriptions and improves prompts, only when a customer uses those endpoints.",
   "detail": "image description and prompt enhancement",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "stable-diffusion",
   "role": "Open image model under the open-source Clarity upscaler; the founder learned it before building the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "flux",
   "role": "Model behind the Flux upscaling mode, which is offered only in the paid app and API since March 2025.",
   "detail": "",
   "since": "March 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "stable-diffusion-web-ui",
   "role": "Base of the open-source upscaler code, the AUTOMATIC1111 web interface for Stable Diffusion.",
   "detail": "AUTOMATIC1111",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "cog",
   "role": "Replicate's container tool in which the open-source upscaler is packaged.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "github",
   "role": "Hosts the open-source upscaler that points users to the paid app; 5.2 thousand stars by October 2026.",
   "detail": "",
   "since": "March 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "comfyui",
   "role": "The founder ships a ComfyUI API node that sends jobs to the paid API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "x",
   "role": "The founder announces features and new projects on his X account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "cloudflare-r2",
   "role": "Stores inputs and outputs and delivers them.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "google-cloud",
   "role": "Runs the API backend and job processing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "firebase",
   "role": "Handles authentication and stores job metadata and user records.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "stripe",
   "role": "Processes the subscription and credit payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "clarity-ai",
   "t": "mailersend",
   "role": "Sends transactional email to account holders.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "clarity-ai",
   "t": "rewardful",
   "role": "Tracks the affiliate program.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "gliglish",
   "t": "openai-api",
   "role": "Transcribes what the learner says; the founder named Whisper as the speech recognition model behind it.",
   "detail": "Whisper",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "cursor",
   "role": "The founder writes the code with it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "python",
   "role": "The language of the web app's server.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "heroku",
   "role": "Hosted the web app in 2023; the server crashed when a video in India brought a wave of traffic.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "microsoft-azure",
   "rtName": "Microsoft Azure",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "postgresql",
   "role": "The database of the web app, which hit its limits during the traffic wave from India.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "microsoft-azure",
   "role": "Hosts the web app, the founder said in his list of top tools.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "vue-js",
   "role": "Front-end framework of the web app, self-hosted by version 3.5.",
   "detail": "Vue 3",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "socket-io",
   "role": "Keeps a live connection between the browser and the server for the spoken conversation.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "tailwind-css",
   "role": "Styles the pages of the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "front",
   "role": "Answers customer support email.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "simple-analytics",
   "role": "Measures site traffic, the founder said; the page source loads its script.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "posthog",
   "role": "Product analytics script loaded on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "google-analytics",
   "role": "Google's tag with a measurement ID is loaded on the home page.",
   "detail": "Google tag, gtag.js",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "rollbar",
   "role": "Error tracking; a comment in the page source cites a Rollbar item about a failing script host.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 7,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "sublime-text",
   "role": "Holds the backlog, notes and to-do lists as Markdown files.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "chatgpt",
   "role": "The founder argued with it about what to write before his Hacker News post.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "product-hunt",
   "role": "Launch on 10 March 2023 that brought 546 visitors and no sales.",
   "detail": "",
   "since": "March 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "reddit",
   "role": "A post in r/learnfrench brought 1,500 visitors in May 2023.",
   "detail": "",
   "since": "May 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "hacker-news",
   "role": "A Show HN post on 7 June 2023 brought 2,500 visitors and 143 free sign-ups.",
   "detail": "",
   "since": "June 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "tiktok",
   "role": "Videos by people interested in AI brought traffic and made the site spread, the founder said.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "instagram",
   "role": "Videos by people interested in AI brought traffic and made the site spread, the founder said.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "x",
   "role": "The founder posts about building Gliglish in public on his account.",
   "detail": "Twitter",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "gliglish",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and sells the monthly and yearly plans as in-app purchases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "openai-api",
   "role": "Scores each collected mention for relevance to the customer's company; the co-founder named it a critical dependency.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "next-js",
   "role": "Framework of the marketing website, as the page source shows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "octolens",
   "t": "vercel",
   "role": "Hosts the servers, according to the privacy policy's list of subprocessors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "octolens",
   "t": "planetscale",
   "role": "Hosts the database with account and organization data.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "inngest",
   "role": "Runs background jobs that the privacy policy calls database orchestration.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "tinybird",
   "role": "Analytics database that holds mention and usage data.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "clerk",
   "role": "Handles sign-in and authentication data.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "stripe",
   "role": "Takes subscription payments and stores billing details.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "appsumo",
   "role": "Sold the 2024 lifetime deal: slightly over US$200,000 gross in 60 days, about US$40,000 expected net, the co-founder wrote.",
   "detail": "",
   "since": "September 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "around 70% of gross sales as revenue share",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "hacker-news",
   "role": "Show HN posts in May and July 2024 introduced the product.",
   "detail": "",
   "since": "May 2024",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "tolt",
   "role": "Script loaded on the home page for the referral program, which pays 50% of referred revenue for 12 months.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "octolens",
   "t": "google-ads",
   "role": "The home page loads a Google Ads tag, which measures ad conversions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "crisp",
   "role": "Customer support chat.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "loops",
   "role": "Sends marketing and product emails.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "posthog",
   "role": "Product and revenue analytics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "mixpanel",
   "role": "Product analytics.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "octolens",
   "t": "plausible",
   "role": "Website traffic analytics script loaded on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "octolens",
   "t": "ahrefs",
   "role": "Measured the website's domain rating, which rose from 10 to 23 during the AppSumo campaign.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "practiceme",
   "t": "revenuecat",
   "role": "Records the App Store subscription payments; TrustMRR and whatsthe.app read the verified revenue from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "practiceme",
   "t": "stripe",
   "role": "Takes the card payments for the web plan at US$19 a month; TrustMRR reads this account too.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "practiceme",
   "t": "apple-app-store",
   "role": "Sells the weekly and yearly Pro subscriptions inside the free iPhone and iPad app.",
   "detail": "In-App Purchase",
   "since": "September 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "practiceme",
   "t": "google-play",
   "role": "Distributes the Android app and processes its in-app payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "practiceme",
   "t": "swift",
   "role": "Language the founder lists for the app's frontend in the TrustMRR tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "practiceme",
   "t": "firebase",
   "role": "Backend service the founder lists in the TrustMRR tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "practiceme",
   "t": "next-js",
   "role": "Framework of the website and web app, visible in the page code of practiceme.app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "practiceme",
   "t": "google-search-console",
   "role": "Measures the site's Google search impressions; TrustMRR reads it and showed 460,920 impressions in 30 days.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "practiceme",
   "t": "google-analytics",
   "role": "Measures website visitors; TrustMRR reads it and showed 41,090 visitors in 30 days.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "practiceme",
   "t": "trustmrr",
   "role": "Shows the app's revenue, read from RevenueCat and Stripe, and its search traffic on a public profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "practiceme",
   "t": "whatsthe-app",
   "role": "A marketplace for mobile apps that shows the app's RevenueCat metrics on a public listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "converly",
   "t": "openai-api",
   "role": "Writes the tutor's replies, corrects the learner and produces the spoken voice, called through the developer's own server.",
   "detail": "conversation replies, corrections and synthesized speech; model not named",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "converly",
   "t": "apple-speech-recognition",
   "role": "Transcribes what the learner says so that the app can answer and correct it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "converly",
   "t": "apple-app-store",
   "role": "Sells the weekly, monthly, three-month and yearly subscriptions inside the free iPhone and iPad app.",
   "detail": "In-App Purchase",
   "since": "June 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "converly",
   "t": "revenuecat",
   "role": "Manages the App Store subscriptions; whatsthe.app reads the verified revenue from it.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "converly",
   "t": "amplitude",
   "role": "Records app usage and onboarding answers, hosted in the European Union, to show how the app is used.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "converly",
   "t": "webflow",
   "role": "Hosts the support site with the contact form that the App Store page links to.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "converly",
   "t": "notion",
   "role": "Hosts the app's privacy policy as a public page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "converly",
   "t": "whatsthe-app",
   "role": "A marketplace for mobile apps that shows the app's RevenueCat metrics on a public listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "fairwayfx",
   "t": "revenuecat",
   "role": "Records the in-app subscriptions; whatsthe.app reads the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "fairwayfx",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app and processes the payments for its weekly and yearly plans.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "fairwayfx",
   "t": "google-play",
   "role": "Distributes the Android version and processes its payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "fairwayfx",
   "t": "firebase-analytics",
   "role": "Collects anonymous usage events such as recordings, ball tracking, edits and exports.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "fairwayfx",
   "t": "firebase-authentication",
   "role": "Gives each device an anonymous user ID for analytics and crash reports.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "fairwayfx",
   "t": "sentry",
   "role": "Collects crash reports and performance data from the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "fairwayfx",
   "t": "whatsthe-app",
   "role": "Shows the app's RevenueCat-verified revenue, MRR and subscription counts under its old name.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "ekto",
   "t": "apple-app-store",
   "role": "Sells the app and processes its weekly, monthly, quarterly and yearly subscriptions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "ekto",
   "t": "app-store-connect-api",
   "role": "Gives whatsthe.app read access to the app's sales, so that the revenue is verified.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "ekto",
   "t": "whatsthe-app",
   "role": "Publishes the app's net revenue, MRR, subscriptions and downloads read from Apple.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "ekto",
   "t": "apple-ads",
   "role": "Paid search ads inside the App Store, one of three marketing channels entered on the listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "ekto",
   "t": "next-js",
   "role": "Web framework of the developer's website with the app page and policies, as the page source shows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 6,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "econic",
   "t": "openai-api",
   "role": "One of the two model providers that generate the summaries, narratives, classifications and signals from public macroeconomic data.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "econic",
   "t": "anthropic-api",
   "role": "The second model provider behind the agents' summaries and signals, reached through OpenRouter.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "econic",
   "t": "openrouter",
   "role": "Aggregator API through which the app calls the OpenAI and Anthropic models.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "econic",
   "t": "stripe",
   "role": "Takes the monthly and yearly PRO subscription payments; TrustMRR reads the revenue from it by API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "econic",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription count of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "econic",
   "t": "posthog",
   "role": "Product analytics and masked session recordings of how people use the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "econic",
   "t": "sentry",
   "role": "Collects error traces and request metadata from the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "econic",
   "t": "resend",
   "role": "Sends the app's transactional email.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "econic",
   "t": "railway",
   "role": "Hosting and infrastructure provider for the service.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "econic",
   "t": "neon",
   "role": "Hosted PostgreSQL database of the service.",
   "detail": "PostgreSQL",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "econic",
   "t": "redis",
   "role": "In-memory data store from providers that the privacy policy does not name.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "econic",
   "t": "astro",
   "role": "Framework that builds the public marketing website, according to the page's generator tag.",
   "detail": "version 5.17.1",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "econic",
   "t": "instagram",
   "role": "The only marketing channel listed on the company's TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "blitzcut-ai",
   "t": "revenuecat",
   "role": "Records the in-app subscriptions; TrustMRR and whatsthe.app read the revenue from it through API keys.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "blitzcut-ai",
   "t": "apple-app-store",
   "role": "Distributes the iPhone, iPad and Mac app and takes the in-app subscription and lifetime payments.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "blitzcut-ai",
   "t": "google-play",
   "role": "Distributes the Android version of the app and takes its purchases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "blitzcut-ai",
   "t": "stripe-managed-payments",
   "role": "Sells the weekly, monthly and yearly plans on the website; the buyer then logs in to the app with the same email.",
   "detail": "with Link for checkout and receipts",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "blitzcut-ai",
   "t": "openai-api",
   "role": "One of the outside AI providers behind the app's AI features, according to the privacy policy.",
   "detail": "model not named",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "blitzcut-ai",
   "t": "icloud",
   "role": "Syncs editing projects between the Mac and iOS versions of the app.",
   "detail": "",
   "since": "May 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "blitzcut-ai",
   "t": "trustmrr",
   "role": "Publishes the app's revenue, MRR and subscriptions as read from RevenueCat.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "blitzcut-ai",
   "t": "whatsthe-app",
   "role": "Lists the app with revenue and MRR read from RevenueCat, last updated on 1 October 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "blitzcut-ai",
   "t": "mixpanel",
   "role": "Analytics component loaded by the company's website, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR reads the revenue from it through an API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription count of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "datafast",
   "role": "Counts site visitors and tracks clicks on pricing and sign-up buttons.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "google-search-console",
   "role": "Reports how the site appears in Google search; connected to the TrustMRR profile.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "github",
   "role": "Hosts the code repository whose contribution counts TrustMRR shows.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "next-js",
   "role": "Front-end framework of the web app and site, per the founder's tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "textwork",
   "t": "python",
   "role": "Back-end language, per the founder's tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "sqlite",
   "role": "Database of the back end, per the founder's tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "redis",
   "role": "In-memory data store in the back end, per the founder's tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "graphql",
   "role": "API query layer of the back end, per the founder's tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "openai-api",
   "role": "One of the language model services that run the texting agent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "anthropic-api",
   "role": "One of the language model services that run the texting agent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "xai-api",
   "role": "One of the language model services that run the texting agent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "nvidia",
   "role": "Hosted inference for AI models used by the product.",
   "detail": "hosted model inference",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "elevenlabs",
   "role": "Turns voice memos into text and answers into speech.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "twilio",
   "role": "Sends and receives the SMS and MMS messages of the agent's conversations.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "sendblue",
   "role": "Carries the iMessage and SMS conversations with a company's number.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "tavily",
   "role": "Web search that the AI agent can call during a conversation.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "brave-search-api",
   "role": "A second web search service for the AI agent.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "cloudflare",
   "role": "Stores media such as photos sent by text and serves files through its network.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "textwork",
   "t": "resend",
   "role": "Sends the transactional emails, such as report summaries.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "textwork",
   "t": "carto",
   "role": "Supplies the map tiles shown in the dashboard.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "karumi",
   "t": "react",
   "role": "Builds the user interfaces of the Karumi web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "karumi",
   "t": "fastapi",
   "role": "Python framework for the back-end APIs of the web app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "karumi",
   "t": "python",
   "role": "Language of the back end and of the real-time AI work, in asynchronous style.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "karumi",
   "t": "postgresql",
   "role": "Database named in the stack that product engineers are asked to work with.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "karumi",
   "t": "redis",
   "role": "In-memory data store named in the stack that product engineers are asked to work with.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "karumi",
   "t": "aws",
   "role": "Cloud infrastructure where the company deploys and monitors its features.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "karumi",
   "t": "vercel",
   "role": "Serves the marketing website and its Vercel Analytics script, as the page source shows.",
   "detail": "Vercel Analytics",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "karumi",
   "t": "astro",
   "role": "Web framework of the marketing website, visible in the asset paths of the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "karumi",
   "t": "sanity",
   "role": "Content platform that stores and serves the images of the marketing website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "karumi",
   "t": "g2",
   "role": "Software review site where Karumi collects ratings and links to them from its home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "realtyops",
   "t": "stripe",
   "role": "Takes the subscription payments and the vendor placement fees; TrustMRR reads the revenue from it by API key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "realtyops",
   "t": "trustmrr",
   "role": "Publishes the Stripe-verified revenue, MRR and subscription count of the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "realtyops",
   "t": "anthropic-api",
   "role": "Third-party AI provider named in the privacy policy as processing customer documents for the analysis.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "realtyops",
   "t": "posthog",
   "role": "Product analytics provider loaded in the website's page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "realtyops",
   "t": "google-analytics",
   "role": "Web analytics tag loaded on the public website.",
   "detail": "gtag.js",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "realtyops",
   "t": "mux",
   "role": "Serves the demo videos and their thumbnails on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "realtyops",
   "t": "uppbeat",
   "role": "Licensed music used in the product demo videos.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "video3",
   "t": "fal",
   "role": "Runs the video and image models; the app sends the user's photos, prompts and settings to it for each generation.",
   "detail": "Nano Banana Pro and Pixverse are named in the version 1.0.2 notes; no source says which model runs which feature",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "video3",
   "t": "revenuecat",
   "role": "Records the in-app subscriptions; whatsthe.app reads the app's revenue from it with a read-only key.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "video3",
   "t": "whatsthe-app",
   "role": "Shows the app's RevenueCat-verified MRR, 28-day revenue and subscriptions, and lists the app for sale at US$60,000.",
   "detail": "",
   "since": "July 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "video3",
   "t": "apple-app-store",
   "role": "Distributes the iPhone and iPad app and takes the weekly and yearly plans and the coin packs as in-app purchases.",
   "detail": "",
   "since": "January 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "video3",
   "t": "google-play",
   "role": "Distributes the Android version, with more than 50,000 downloads, and takes its in-app purchases.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 5,
   "how": "source"
  },
  {
   "s": "video3",
   "t": "react-native",
   "role": "Framework of the app, so one codebase ships to iOS and Android.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "video3",
   "t": "expo",
   "role": "Toolchain used with React Native to build and ship the phone app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "video3",
   "t": "typescript",
   "role": "Programming language of the app's code.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "video3",
   "t": "google-play-services",
   "role": "Third-party service that the terms list as used by the app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "chartpro-plus",
   "t": "apple-app-store",
   "role": "Sells the weekly and yearly subscriptions and the token packs inside the free iPhone app.",
   "detail": "In-App Purchase",
   "since": "November 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "chartpro-plus",
   "t": "revenuecat",
   "role": "Manages the App Store subscriptions; whatsthe.app read the verified revenue from it until the API key expired.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chartpro-plus",
   "t": "flutter",
   "role": "Framework for the app's interface, according to the seller's tech stack on the sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chartpro-plus",
   "t": "firebase",
   "role": "Backend of the app, according to the seller's tech stack on the sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "chartpro-plus",
   "t": "termsfeed",
   "role": "Generated and hosts the app's terms and conditions and privacy policy.",
   "detail": "Terms and Conditions Generator, Privacy Policy Generator",
   "since": "October 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "chartpro-plus",
   "t": "whatsthe-app",
   "role": "A marketplace for mobile apps that shows the app's RevenueCat metrics publicly and lists the app for sale.",
   "detail": "",
   "since": "December 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "language-confidence",
   "t": "stripe",
   "role": "Takes the API plan payments through Stripe payment links; the owner connected the Stripe account to the Flippa listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "language-confidence",
   "t": "google-analytics",
   "role": "Measures website traffic; the owner connected it to the Flippa listing so buyers can see the traffic.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "language-confidence",
   "t": "flippa",
   "role": "Marketplace where the owner lists the business for sale, with an asking price of US$150,000.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 2,
   "how": "source"
  },
  {
   "s": "language-confidence",
   "t": "next-js",
   "role": "Framework of the company website, visible in the server response headers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "language-confidence",
   "t": "vercel",
   "role": "Hosts the company website, visible in the server response headers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "language-confidence",
   "t": "mui",
   "role": "React component library used for the buttons and layout of the website, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 9,
   "how": "source"
  },
  {
   "s": "language-confidence",
   "t": "oxford-languages",
   "role": "Partner behind the International Phonetic Alphabet scoring of pronunciation in the API.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "language-confidence",
   "t": "slack",
   "role": "Support channel for API customers on the Startup and Scaleup plans.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "language-confidence",
   "t": "whatsapp",
   "role": "Support channel offered to Enterprise API customers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "language-confidence",
   "t": "zalo",
   "role": "Support channel offered to Enterprise API customers; Zalo is a messaging app used mainly in Vietnam.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "language-confidence",
   "t": "wechat",
   "role": "Support channel offered to Enterprise API customers.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "stripe",
   "role": "Takes the subscription payments; TrustMRR and Flippa both read the verified revenue from the Stripe account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "trustmrr",
   "role": "Published the Stripe-verified MRR, subscriptions and total revenue from December 2025 to August 2026, and carried a for-sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "flippa",
   "role": "Marketplace where the owner listed the business for sale in October 2026, with revenue vetted and Stripe connected.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "anthropic-api",
   "role": "Claude models behind the Copilot that writes the n8n workflows; the app screens show Sonnet 4.5.",
   "detail": "Claude Sonnet 4.5",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "n8n",
   "role": "The automation platform that the product writes workflows for and deploys them into; the business exists only for n8n users.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "next-js",
   "role": "Web framework of the Synta app, according to the founder's TrustMRR tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "synta",
   "t": "react",
   "role": "Front-end library of the Synta app, according to the founder's TrustMRR tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "typescript",
   "role": "Programming language of the front end, according to the founder's TrustMRR tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "google-cloud",
   "role": "Cloud platform for the backend, according to the founder's TrustMRR tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "firebase",
   "role": "Backend service of the app, according to the founder's TrustMRR tech stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "github",
   "role": "Hosts the open-source rules and prompts repository that teaches AI coding agents to use Synta MCP.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "n8n-community",
   "role": "Forum where a Synta account presented Synta MCP to n8n users in April 2026.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 10,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "x",
   "role": "Listed by the founder among the marketing channels on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "linkedin",
   "role": "Listed by the founder among the marketing channels on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "synta",
   "t": "reddit",
   "role": "Listed by the founder among the marketing channels on TrustMRR.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "value-ai",
   "t": "apple-app-store",
   "role": "Sells and bills the weekly, monthly and annual Premium subscriptions inside the iPhone app; App Store search also brings most downloads.",
   "detail": "in-app purchases",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 3,
   "how": "source"
  },
  {
   "s": "value-ai",
   "t": "apple-ads",
   "role": "Paid ads in App Store search, one of the two main sources of downloads; advertising is the largest cost.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "value-ai",
   "t": "ebay",
   "role": "Supplies the sold-price data behind the estimates and receives the listings that the app writes and uploads for users.",
   "detail": "sold listings and the user's eBay seller account",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "value-ai",
   "t": "notion",
   "role": "Hosts the app's support page and privacy policy, which the App Store listing links to; the app has no website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "value-ai",
   "t": "flippa",
   "role": "Marketplace where the owner listed the app for sale in October 2026 at US$52,000, with revenue vetted by Flippa's team.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "visio",
   "t": "google-gemini-api",
   "role": "Performs the generative AI processing that applies the chosen hairstyle, colour, outfit or style to the user's photo.",
   "detail": "generative AI service; the model is not named",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "visio",
   "t": "cloudflare",
   "role": "Stores uploaded photos for a short time during processing and delivers the edited results to the phone.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "visio",
   "t": "cloudflare-images",
   "role": "Serves the before-and-after example images on the visioai.app guide website.",
   "detail": "imagedelivery.net",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "visio",
   "t": "apple-app-store",
   "role": "Sells the weekly, monthly and yearly subscriptions and credit packs; the listing says most installs come from App Store search.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "visio",
   "t": "google-play",
   "role": "Distributes the Android version and bills its Visio Pro subscriptions.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "visio",
   "t": "instagram",
   "role": "Channel for the paid university-student ambassador program and the app's own account.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "visio",
   "t": "tiktok",
   "role": "Second channel of the paid student ambassador program, which asks applicants for TikTok videos.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "visio",
   "t": "google-analytics",
   "role": "Counts visitors on the visioai.app guide website.",
   "detail": "GA4 tag",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "visio",
   "t": "flippa",
   "role": "Marketplace where the owner lists the app for sale at US$42,000, with revenue, primary expenses and traffic vetted by Flippa.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "langlang",
   "t": "google-gemini-api",
   "role": "Translates the WhatsApp messages that the app reads on the screen.",
   "detail": "Gemini",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$20 a month for the translation API, as the seller states",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "langlang",
   "t": "kotlin",
   "role": "Language of the native Android app.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "langlang",
   "t": "adapty",
   "role": "Manages the in-app subscriptions and the paywall.",
   "detail": "Adapty SDK",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "langlang",
   "t": "google-play",
   "role": "Store that distributes the Android app and collects its in-app purchases.",
   "detail": "",
   "since": "June 2021",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 4,
   "how": "source"
  },
  {
   "s": "langlang",
   "t": "firebase",
   "role": "App analytics, handed to a buyer with the business.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "langlang",
   "t": "google-analytics",
   "role": "Website and app statistics, named by the seller among the assets.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "langlang",
   "t": "clicky",
   "role": "Web statistics script loaded on the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 5,
   "how": "source"
  },
  {
   "s": "langlang",
   "t": "flippa",
   "role": "Marketplace where the app is listed for sale, with a vetted revenue figure and an asking price.",
   "detail": "",
   "since": "April 2026",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "genlook",
   "t": "google-gemini-api",
   "role": "Generates the try-on image of the shopper wearing the product.",
   "detail": "Nano Banana image model for the try-ons; Gemini models also translate the website through the Scribe CMS",
   "since": "2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "about US$5,000 a month (August 2026)",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "genlook",
   "t": "claude",
   "role": "Part of the founder's software subscriptions, listed with Cursor in a stack of about EUR 700 a month.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "genlook",
   "t": "cursor",
   "role": "AI code editor in the founder's software stack.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "genlook",
   "t": "shopify-app-store",
   "role": "Where the app is listed; its ranking brought most of the organic traffic, the founder said.",
   "detail": "",
   "since": "September 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "genlook",
   "t": "shopify-billing",
   "role": "Bills Shopify stores for the subscriptions and the usage charges.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 11,
   "how": "source"
  },
  {
   "s": "genlook",
   "t": "chatgpt",
   "role": "Merchants ask it how to add try-on, and it recommends Genlook first, the founder said.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "genlook",
   "t": "posthog",
   "role": "Website analytics, named in the cookie settings in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "genlook",
   "t": "google-analytics",
   "role": "Website analytics, named in the cookie settings in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "genlook",
   "t": "meta-ads",
   "role": "Measures the company's ads, by the cookie settings in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "genlook",
   "t": "crisp",
   "role": "Chat window for support on the website, visible in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "genlook",
   "t": "cal-com",
   "role": "Books demo calls with stores, linked from the home page buttons.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "genlook",
   "t": "paypal",
   "role": "Pays affiliate commissions, with bank transfer as the other option.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 12,
   "how": "source"
  },
  {
   "s": "genlook",
   "t": "github",
   "role": "Hosts the code of Scribe, the open-source CMS that runs the Genlook website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 13,
   "how": "source"
  },
  {
   "s": "gymstreak",
   "t": "flutter",
   "role": "Cross-platform framework in which the founder wrote and designed the app for iPhone and Android.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gymstreak",
   "t": "sketch",
   "role": "Used for storyboards of the app's screens, not for full designs.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gymstreak",
   "t": "figma",
   "role": "Used with Sketch for storyboards of the app's screens.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gymstreak",
   "t": "revenuecat",
   "role": "Runs the in-app subscriptions; its cohort lifetime-value view set how much the founder spent on ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gymstreak",
   "t": "upwork",
   "role": "Marketplace where the founder hires, tracks and pays his contractors.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gymstreak",
   "t": "meta-ads",
   "role": "Main paid channel for new users, with ads tuned to pay back on the day of the spend.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gymstreak",
   "t": "tiktok-ads",
   "role": "Second main paid channel for new users, next to Facebook ads.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "gymstreak",
   "t": "apple-app-store",
   "role": "Sells the iPhone app and bills the Premium subscription; the founder says the app was also featured there.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "gymstreak",
   "t": "google-play",
   "role": "Sells the Android app and bills the Premium subscription.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 8,
   "how": "source"
  },
  {
   "s": "inspired-so",
   "t": "bubble",
   "role": "No-code builder in which the whole app was made, including payments and analytics.",
   "detail": "",
   "since": "2021",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 3,
   "how": "source"
  },
  {
   "s": "inspired-so",
   "t": "openai-api",
   "role": "Wrote the blog-post and marketing-copy ideas from the founder's prompts.",
   "detail": "GPT-3",
   "since": "2021",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "inspired-so",
   "t": "openai-playground",
   "role": "Where the founder developed and tested the content-marketing prompts before building the app.",
   "detail": "",
   "since": "2021",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "inspired-so",
   "t": "acquire-com",
   "role": "Marketplace where the founder listed the app and domain and found the buyer.",
   "detail": "",
   "since": "2021",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 1,
   "how": "source"
  },
  {
   "s": "inspired-so",
   "t": "namecheap",
   "role": "Registrar of the inspired.so domain, which showed a Namecheap parking page in April 2021.",
   "detail": "",
   "since": "April 2021",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "stripe",
   "role": "Takes the card payments for the website's monthly and yearly plans and one-time credits.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "translatemom",
   "t": "revenuecat",
   "role": "Records the app-store subscription payments, which TrustMRR reads next to Stripe.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "trustmrr",
   "role": "Publishes the revenue, MRR and subscription count read from Stripe and RevenueCat, and hosts the sale listing.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "A",
   "src": 1,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "google-analytics",
   "role": "Counts the website visitors; connected to TrustMRR for the traffic figure.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 1,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "whisper",
   "role": "Wrote down the speech in the videos in the first version of the bot.",
   "detail": "OpenAI speech recognition model",
   "since": "May 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "google-translate",
   "role": "Translated the transcribed speech in the first version of the bot.",
   "detail": "",
   "since": "May 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 3,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "deepl",
   "role": "One of the translation engines that users can choose.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 7,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "openai-api",
   "role": "Advanced model offered on the Plus and Pro plans.",
   "detail": "GPT-4o",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 5,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "google-gemini-api",
   "role": "Optional transcription model that costs 2 credits a minute instead of 1.",
   "detail": "Gemini 3.1 Pro Preview",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 6,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "x",
   "role": "Platform of the free translation bot that replies to videos and brought the product its users.",
   "detail": "@TranslateMom bot account",
   "since": "May 2023",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 2,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "product-hunt",
   "role": "Launch site used on 17 November 2025; the launch got 13 points and was not featured.",
   "detail": "",
   "since": "November 2025",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 2,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "github",
   "role": "Public repository for the documentation, the issue tracker and the roadmap; the core code is closed.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 9,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "sveltekit",
   "role": "Web framework of the website, visible in its page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source",
   "seen": "2026-10-27"
  },
  {
   "s": "translatemom",
   "t": "cloudflare-stream",
   "role": "Serves the example videos on the home page.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "google-cloud-functions",
   "role": "Serves the public task data behind the transcript pages.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "plausible",
   "role": "Web analytics script, served from the company's own subdomain.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "posthog",
   "role": "Product analytics, configured with a project key and a session-replay setting in the page source.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 10,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "crisp",
   "role": "Support chat module loaded by the website.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 4,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "trustpilot",
   "role": "Review site whose customer reviews the home page quotes.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "apple-app-store",
   "role": "Distributes the iPhone app, whose subscriptions RevenueCat records.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "translatemom",
   "t": "dang-ai",
   "role": "AI tool directory that lists the product; the home page shows its badge.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "C",
   "src": 4,
   "how": "source"
  },
  {
   "s": "1clickwebsite-ai",
   "t": "vercel",
   "role": "Seen on the business's home page: hosting response header.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
   "src": 0,
   "how": "code",
   "seen": "2026-10-15"
  },
  {
   "s": "3ak-track-field",
   "t": "next-js",
   "role": "Seen on the business's home page: framework files.",
   "detail": "",
   "since": "",
   "until": "",
   "rt": "",
   "rtName": "",
   "cost": "",
   "grade": "B",
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