SEO and AI search
Search engine optimization (SEO) is the work that brings a website higher in Google. These tools do that work, or measure how AI assistants mention a business.
SEO and AI search holds 12 of the 252 stories on Aiolum: 2 run by a solo founder and 10 by a team of 2 to 10. Together they report US$3M in verified outcomes; the largest is SEObot, US$888K in the last 12 months, October 2026. 6 headline numbers carry evidence grade A (disclosed or verified), 0 grade B (independent press) and 1 grade C (founder claim), and 5 are grade D (reported, not verified). The median story reached its headline number 14 months after launch. The founders are in 8 countries, most often USA and Canada. The most common main channel is the founder's posts and audience (4 of 12). The tools named most often in their sources are Stripe (10), Google Analytics (7) and Google Tag Manager (7).
Verified, number by number
Evidence gradesA disclosed or payment-verifiedB independent pressC the founder's own figuresD reported, not verifiedHow we verify
Filter: team, grade, outcome and more
More filters: main channel, size and time
The revenue trend compares the latest months in the sources with the months before them. Falling means revenue is about 15% or more below the best recent months, or the sources report a fall. The headline number is the yearly figure or the sale value on each card.
12 of 252 stories shown
The founder had about 117,000 followers on X and more than 20 other products for the same customers, so the tool had buyers before it had a public launch. It sold a finished result, a published article, for about US$3.50 to US$5.44. Payment records show about US$100,000 a month at the end of 2025 and a fall in every month since January 2026.
Read the storyThe founder had an audience before the product existed: a daily YouTube show about SEO since 2023 and an X account that has 62,000 followers today, so the first customers cost nothing. A developer co-founder built the software with AI coding tools. The product started as one plain rank tracker at US$19 a month, grew into a bundle at US$57 to US$2,997 a month, and by July 2025 the first payment of a new customer from a paid ad covered the cost of that ad.
Read the storyIt sells what a search agency sells, the research, the pages, the publishing and the rewrites, as a monthly service run mostly by software, for a fraction of an agency fee. Agencies resell it under their own brand. In 2026 it added visibility in AI answers, and verified revenue more than doubled between March and July 2026.
Read the storyFour owners of marketing agencies built it for their own clients, who asked whether AI recommended them. They launched it with plans made for agencies and a 30% lifetime commission for agencies that resell it. The average subscription now pays about US$206 a month, close to the price of the agency plans.
Read the storyOne co-founder, Paul Vengeons, had worked as an SEO consultant in France since 2020 and had more than 10,000 followers on X, and the agents follow his method. The answers come from the customer's own Search Console data, the price is a fraction of Semrush or an agency, and the co-founders post free SEO guides every day that send readers to a 7-day free trial.
Read the storyThe founder first gave away the same idea as free open-source code, which collected about 2,000 GitHub stars, and he already had a free Chrome extension with at least 10,000 users among search specialists. The paid version removes the installation work and adds data that the free code does not have. Most of the first buyers came from that existing audience.
Read the storyThe founder built it in about three days to remove the part of blogging he hated, keyword research and content planning. Then he took partners, SEO people who had the audience he did not have, and they promoted it. Revenue reached US$7,000 to US$8,000 a month about eight months after the launch, and he sold the product after he had stopped working on it.
Read the storyNathan Gotch had taught SEO for more than ten years through a YouTube channel, a book and a paid program for agency owners, Gotch SEO Academy. Gaps.com wrote that he launched Rankability to the audience he had built, and the Academy's SEO method used the tool. He paid for two years of outside development with his own money, a sum that gaps.com reported as US$426,111, before most software founders would have reached revenue.
Read the storyFelix Norton runs a digital marketing agency in Cape Town and, by his account, heard a client say in 2024 that ChatGPT had recommended the agency. His co-founder, Freddie O'Donnell, a former senior developer at Twitch, built the tracker alone in about a month, according to the founders. They launched it on 4 May 2026 and priced it about 30% below the competitors that the pricing page names. The first customers came from the agency's own clients, the founder said, and a Starter Story header listed US$10,000 in revenue a month one month after launch.
Read the storyTwo co-founders launched it in September 2025, when brands had started to ask how AI assistants describe them and few tools measured it. It sold to agencies from the start, with archived agency plans of US$100 and US$200 a month listed in September 2025, and an Austin agency announced a partnership in December 2025. In January 2026 the founder posted on Hacker News that it had reached US$8,000 in monthly recurring revenue about five months after launch, and that the co-founders were considering a sale because their objectives differed.
Read the storyAccording to the newsletter that told his story, the founder saw visitors arrive at his job board from ChatGPT in May 2025 and built the tool that he wanted for himself in about three weeks. He launched it on Product Hunt on 3 June 2025, kept shipping weekly through months of slow sales, and cut his prices from a range of US$99 to US$499 a month (July 2025) to US$29 to US$129 a month (January 2026), according to the archived pricing pages. Stripe data on TrustMRR lists revenue of US$2,054 in November 2025 and US$2,648 in December 2025. A newsletter reported that he then listed the product for US$100,000 and sold it nine days later for US$85,000.
Read the storyThe founder said that he already ran a development agency, Web5 Solution, and saw its clients fail to adapt to AI answer engines. He said he sold the product as a paid service from the first day, through direct conversations with business owners and agencies he already knew, and that this gave over 150 paid clients in the first two months.
Read the storyThe next verified one-person AI business goes here. Same structure, same evidence grades.
Browse by what the product does
Patterns to copy
Every number on these cards carries an evidence grade. How Aiolum verifies explains the four grades and the five parts of each story.