TypeSafe Jev · System-1 decision model

Jev AI — typed decisions from raw text, in milliseconds

Paste an email, a comment, a request, a lead, or any feedback. Jev AI returns a typed decision — category, yes/no, or score — with calibrated confidence, in milliseconds. No text generation, no parsing, no hallucination.

Live decisionEmail / support triage

Hi — I've emailed twice about a double charge on my invoice and nobody replied. I need this refunded today or I'm disputing with my bank.

Is UrgentYes · 94%
RouteBilling100%
SeverityModerate · 1.1077%
typesafe/jev-1.13-20260917241 ms

Run a decision now

Choose a use-case preset or the generic classifier, paste your text, and Jev returns a typed decision with calibrated confidence.

0 chars
Your typed decision appears hereCategory · yes/no · score, each with confidence
Typed decision + calibrated confidence — nothing to parse, nothing to hallucinate.

Real files in, real decisions out

Real decisions, captured live

Every card below is an actual Jev run — the pasted text, the typed decision it returned, and the measured latency and cost. Nothing here is mocked up.

Anatomy of a typed Jev decision — a choice (route) with probabilities, a boolean (is_urgent) with calibrated confidence, and a score (severity), each machine-usable
What one Jev decision looks like: typed fields, calibrated confidence, nothing to parse.
Email / support triage241 ms

Hi — I've emailed twice about a double charge on my invoice and nobody replied. I need this refunded today or I'm disputing with my bank.

Is UrgentYes · 94%
RouteBilling100%
SeverityModerate · 1.1077%
typesafe/jev-1.13-20260917$0.000020
Content moderation199 ms

honestly this whole community is trash and everyone posting here is an idiot who should just quit

Is ViolationYes · 92%
CategoryHarassment96%
ActionRemove81%
typesafe/jev-1.13-20260917$0.000020
Request / agent routing492 ms

Our checkout page throws a 500 on Safari after the last deploy — customers cannot pay. Need this looked at ASAP.

TeamEngineering100%
PriorityHigh · 2.00100%
Needs HumanYes · 93%
typesafe/jev-1.13-20260917$0.000020
Lead scoring185 ms

Hi, I run infrastructure for a 4,000-person fintech. We are evaluating vendors this quarter to replace our in-house classifier and have budget approved. Can we get a call with your team and enterprise pricing?

QualityHot · 1.9390%
Is QualifiedYes · 85%
SegmentEnterprise98%
typesafe/jev-1.13-20260917$0.000020
Sentiment tagging212 ms

The product mostly works but the export keeps timing out on large files, and support took 4 days to reply. Pricing feels fair though.

SentimentNeutral88%
Is ActionableYes · 95%
ThemePerformance99%
typesafe/jev-1.13-20260917$0.000021

Paste, evaluate, decide

How it works

How Jev AI works: raw text goes in, the System-1 core evaluates it against typed questions in milliseconds, and a typed decision with calibrated confidence comes out
01

Paste your scenario text + pick typed questions

Drop in the email, comment, request, lead, or feedback. Choose a use-case preset or define your own typed questions (yes/no, choice, or score).

02

Jev evaluates with its System-1 core

The TypeSafe Jev model evaluates the text against each typed question in a single millisecond-scale pass — it never free-writes, so there is nothing to parse and nothing to hallucinate.

03

Get a typed decision + calibrated confidence

Back comes a structured decision for every question — the chosen category, boolean probability, or score — each with a calibrated confidence you can threshold on, plus latency and cost.

Frequently asked

What is Jev AI?

Jev is TypeSafe AI’s System-1 decision model. Instead of generating text, it evaluates a piece of context against typed questions and returns typed answers — a category, a yes/no probability, or a score — each with calibrated confidence. Jev AI wraps that model into ready-to-run tool pages for real use cases.

How do I use Jev AI?

Paste your scenario text (an email, comment, request, lead, or feedback), pick a use-case preset or define your own typed questions, and run it. Jev AI returns a structured decision in milliseconds — no prompt engineering and no output to parse.

How is Jev AI different from an LLM classifier?

A general LLM free-writes an answer you then have to parse, and it can hallucinate. Jev AI only ever returns typed values against the questions you define, with calibrated confidence — so the output is machine-usable as-is and there is nothing to hallucinate.

Does Jev AI hallucinate?

No. Jev AI does not generate free text; it returns typed decisions (choice / boolean / score) constrained to the criteria you specify, each with a probability. That structure is what removes the hallucination surface.

How fast and how expensive is Jev AI?

Decisions return in roughly 200 milliseconds and cost a small fraction of a cent per call. The samples shown on this page were captured live from real Jev AI runs, including their measured latency and cost.

Turn raw text into a decision you can act on

Try Jev AI on your own email, ticket, comment, lead, or feedback — one typed decision, with confidence, in milliseconds.