Jev is TypeSafe AI's System One frontier model: unstructured state in, typed probabilistic decisions out. Instead of generating text, Jev returns Choice, Score, and Noul answers with calibrated probabilities your code can act on. Parallel sampling delivers ~70-500ms responses, about 20-200x faster and 40-400x cheaper than comparable LLM workflows, with output tokens free. Now available to everyone at console.typesafe.ai with no waitlist.
Jev from Typesafe is taking over the tech community like the first launches of ChatGPT, Claude Code, and the drops that made everyone stop and rebuild what they were shipping.
Jev is now open to everyone. No waitlist. Start in the console:
Jev is TypeSafe AI's System One model for typed decisions, not chat. You send unstructured state and get Choice, Score, and Noul answers with calibrated probabilities your software can act on. Parallel sampling lands those judgments in about 70 to 500ms, roughly 20 to 200x faster and 40 to 400x cheaper than comparable LLM workflows, with output tokens free.
I luckily had early access via the Netlify AI Gateway, traded some sleep this weekend, and built an arcade for Typesafe's Jev. [Not one but 7](https://jevarcade.netlify.app/) interactive games that show what it can do.
Hii @thisiskp_ Excited to try this. One usecase i think is with trying it on enterprise knowledge graph and ontologies built on antcluster. Its like putting probablities in case of determinism.
I've been following this team for a while and it's pretty exciting to see it taking the internet by storm. The model itself is pretty good. We're evaluating it internally and it's super impressive! So fast.
For uses as a classifier it’s just…better. More reliable, way faster and cheaper.
Doesn’t do chat or code
They post trained LLMs to work like machines instead of please humans (“RLCD” vs RLHF)
It outputs json. Categories and probabilities. Not tokens in sequence. And it outputs huge jsons nearly instantly and for free.
Enjoying Jev so far. I used Jev to create an AI business partner. It helps with decisions before forwarding to openrouter. I like that it is able to challenge me, disagree, and give better advice. Not a yes men like using just LLMs.
The calibrated probabilities are interesting how does Jev handle decisions when the model’s confidence is low?
Will definitely use this more. I got early access on their site from the waitlist and it was great.
About Jev on Product Hunt
“Fast, structured AI decisions for software automation”
Jev launched on Product Hunt on September 21st, 2026 and earned 389 upvotes and 11 comments, earning #2 Product of the Day. Jev is TypeSafe AI's System One frontier model: unstructured state in, typed probabilistic decisions out. Instead of generating text, Jev returns Choice, Score, and Noul answers with calibrated probabilities your code can act on. Parallel sampling delivers ~70-500ms responses, about 20-200x faster and 40-400x cheaper than comparable LLM workflows, with output tokens free. Now available to everyone at console.typesafe.ai with no waitlist.
Jev was featured in API (98.7k followers), Developer Tools (519.8k followers) and Artificial Intelligence (479.1k followers) on Product Hunt. Together, these topics include over 219k products, making this a competitive space to launch in.
Who hunted Jev?
Jev was hunted by KP. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how Jev stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
KP
Hey PH community 👋
Excited to hunt Jev today.
Jev from Typesafe is taking over the tech community like the first launches of ChatGPT, Claude Code, and the drops that made everyone stop and rebuild what they were shipping.
Jev is now open to everyone. No waitlist. Start in the console:
https://console.typesafe.ai
Jev is TypeSafe AI's System One model for typed decisions, not chat. You send unstructured state and get Choice, Score, and Noul answers with calibrated probabilities your software can act on. Parallel sampling lands those judgments in about 70 to 500ms, roughly 20 to 200x faster and 40 to 400x cheaper than comparable LLM workflows, with output tokens free.
I luckily had early access via the Netlify AI Gateway, traded some sleep this weekend, and built an arcade for Typesafe's Jev. [Not one but 7](https://jevarcade.netlify.app/) interactive games that show what it can do.
Typesafe's open access post:
https://x.com/typesafeai/status/...
Release blog with the receipts:
https://typesafe.ai/blog/introdu...
Tagging @diogo_almeida if you're here.
Give the console a spin, try a game, and tell the team which decisions you want to automate with Jev 🚀