Jev is HERE. How to use it
Shownotes
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
24:03 – Use Case 2: Auto-Clipping Long Videos
25:27 – Use Case 3: Browser Control: Flight Pick in 7.1 Seconds
26:18 – How to Get Access
27:25 – Closing Thoughts
Key Points
- Jev is a classifier: an input and an output schema go in, and a probability for each choice comes out.
- Ryan's demo scores 1,700 emails for 18 cents total.
- Each Jev query takes about 200 milliseconds, whatever the input and output structure.
- Use Jev at any point where a business makes fast, repeatable decisions on incoming data.
- Keep Jev in an advisory role, and save frontier models for high-intelligence tasks like trading.
- Instant access runs through the Vercel Gateway, and a waitlist covers direct access.
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