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.aiAI Gateway: https://vercel.com/ai-gatewayTimestampsKey PointsJev 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.The #1 tool to find startup ideas/trends - https://www.ideabrowser.comLCA helps Fortune 500s and fast-growing startups build their future - from Warner Music to Fortnite to Dropbox. We turn 'what if' into reality with AI, apps, and next-gen products https://latecheckout.agency/FIND ME ON SOCIALX/Twitter: https://twitter.com/gregisenbergInstagram: https://instagram.com/gregisenberg/LinkedIn: https://www.linkedin.com/in/gisenberg/FIND RYAN ON SOCIALX: https://x.com/ryanvogelYoutube: https://www.youtube.com/@vogeldev/videos