Jev is HERE. How to use it

In this episode, I talk with Ryan Vogel about Jev, a new type of AI built for classification. Ryan shows how Jev takes an input plus an output schema and returns a probability for each choice in about 200 milliseconds. He demos Jev sorting 1,700 emails for 18 cents total, then covers lead scoring, support routing, video clipping, and browser control. I push him on the startup angle: find a business with an expensive queue of incoming information and put Jev at the front of it. You leave with a clear mental model, real use cases, and a simple way to try it today.

Links Mentioned:

Jev/Typeface AI: https://typesafe.ai

AI Gateway: https://vercel.com/ai-gateway

Timestamps

00:00 – Intro

02:27 – What Jev Is and Why It Matters

04:32 – Email Triage Demo

07:19 – Jev as an AI Decision Maker

15:46 – How to Use Jev in a Business

20:48 – Startup Idea: Local Services Matching and Instant Quotes

22:51 – Use Case 1: Bitcoin Signal Test and Limits