SYSTEM ONE MODEL · BY TYPESAFE AI · 2026

Jev AI, decoded: pricing, access, benchmarks & news.

Jev doesn't write text — it returns typed decisions with calibrated probabilities. It launched on Sep 15, 2026 and 140,000+ people joined the waitlist within days. Everyone is asking the same questions: what is it, what does it cost, and how do I get in? This hub answers them — and keeps answering as things change.

193.6x
faster than frontier LLMs (self-reported)
444.6x
cheaper per workflow case (self-reported)
$0.042
per 1M input tokens — output free
140k+
waitlist users cleared in ~36 hours
01 · What is Jev

Jev, in 30 seconds

Jev reads a block of text (the state) plus questions you define, and returns one of three typed answers — a Choice from your options, an ordinal Score, or a Noul true/false probability — each with a confidence estimate. Because the answer shape is fixed in advance, it can't invent text, and it runs 20–200x faster than chat models at 40–400x lower cost. Your code sets confidence thresholds: act automatically when Jev is sure, escalate to a human or a frontier LLM when it isn't.

Read the full explainer →

02 · Latest news

Jev news, tracked daily

2026-09-20

Understand any Bluesky account (Jev)

Hacker News discussion — 3 points, 2 comments. Community reaction and first-hand usage reports in the thread. Read source →

Source: news.ycombinator.com
2026-09-20

What are you building with jev?

Hacker News discussion — 2 points, 6 comments. Community reaction and first-hand usage reports in the thread. Read source →

Source: news.ycombinator.com
2026-09-20

JEV: Ranking 6K+ peer-company candidates in ~40 seconds

Hacker News discussion — 2 points, 0 comments. Community reaction and first-hand usage reports in the thread. Read source →

Source: news.ycombinator.com

See the full timeline →

03 · Access

Get in without the waitlist

The official waitlist works, but three providers already serve Jev with instant API keys:

04 · Pricing

Pricing at a glance

JevTypical chat LLM
Input$0.042 / 1M tokens$0.25 – $3.00 / 1M tokens
Output$0 (free)$2 – $15 / 1M tokens
Latency70–500 ms2 – 80 s
ReturnsTyped decision + confidenceFree-form text

Full provider comparison + cost calculator →

05 · Start here

Explore the hub