What is Jev? A decision model, not another chatbot
A plain-language explanation of Jev by TypeSafe AI and of the difference between a model’s decision and the execution of an action.
Open guideJev is an AI model that returns decisions instead of paragraphs. Understand what it can do, calculate the costs and prepare your first integration.
An independent guide to TypeSafe AI’s model. We keep facts separate from marketing. Source of the explanation: TypeSafe.
Per million input tokens.
S01 · as of 23 September 2026
Bounded answers for software.
S02
No big promises. With explanations, examples and links to the original sources.
A plain-language explanation of Jev by TypeSafe AI and of the difference between a model’s decision and the execution of an action.
Open guideHow to build a Choice, Score or Noul question, what the answers mean, and why a score is not a precisely measured quantity.
Open guideProposed pilots for online shop catalogs, product search and customer inquiries, with no false promises about automation.
Open guideNews, how-tos and research. A source for every claim.
The Jev-LiteMAS preprint let Jev route agents and screen intermediate results. Generative-model tokens fell by 12.7 to 54.6%, while accuracy stayed close.
Read articleA preprint compared Jev 1.13 with GPT-6 Astra on RAG claim verification. Accuracy was similar and Jev far cheaper, but it passed unsupported claims more often.
Read articleA preprint from 12 October 2026 reports that jev-1.13.0 probabilities depend on which other options a Choice question lists. What it means for online shops.
Read articleThey run in your browser. Do not enter sensitive data; none of the tools here calls Jev.
Enter your call volume and input length. You get a transparent estimate in USD.
Open toolAssemble a Choice, Score or Noul question and export the request body.
Open toolMove the threshold across hand-made examples. You will also see a confident mistake.
Open toolA model can return an allowed category and still be wrong. That is why we explain limits and testing before we start talking about automation.
Vendor documentation, another author’s measurement and our own proposal are not the same thing. The register also lists sources whose full content could not be retrieved.
No fictitious reviews, no promises of flawlessness and no passing off a simulation as live AI.
How we work with sources ↗No. It is an independent Slovak guide. Jev is made by TypeSafe AI.
No. The calculator does arithmetic, the builder creates JSON and the simulator uses hand-prepared values. A live API would require a separate server-side integration.
Before a live pilot, you need to review the data flow, contracts, data minimization and permissions. To start, we suggest public product data. More on security.
The right choice depends on the task, the errors, the costs and the oversight. That is why we are preparing a methodology for a Slovak-language test instead of a general leaderboard. How to test.