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Jev

An AI model from TypeSafe AI that answers structured questions inside software with typed decisions and confidence scores, for classifying, routing and scoring data.

What Jev is

Written from its maker's own pages, read on 27 October 2026.

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.

Made by
TypeSafe AI
Price
Pay per use: US$42 per billion input tokens (US$0.042 per million); output tokens are free (read 27 October 2026)

Who uses it, and for what

One row per story. The grade is for the claim that the business uses this tool, not for its revenue.

StoryWhat it does thereWhenCost statedGradeSource
GenPPTReplaced hard-coded AI logic; he wrote that regular LLM calls became about 10 times faster and 50% cheaper. by typesafe.aisince September 2026CIlias Ism's posts on X, 22 May to 15 October 2026

Grade A: the tool's maker or a payment processor confirms the use. Grade B: an independent report, or the tool is visible in public code. Grade C: the founder or the company says so.

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