I’m using Jev more than Opus 5.5 or GPT-6. Here’s why.

By How I AI Podcast

Categories: AI, Product

Summary

Jev, a new decision-making model from Type-Safe AI, is outperforming larger models like GPT-6 and Opus 5.5 for classification and real-time tasks—costing just 4 cents per million input tokens with no output charges, enabling $100K+ value work for under $10.

Key Takeaways

  1. Jev charges only 4 cents per million input tokens with zero output token fees, making it drastically cheaper than standard LLMs that charge heavily on output—enabling massive ROI on decision-making tasks.
  2. Jev returns type-safe values (choices, scores 1-10, or yes/no booleans) rather than open-ended text, making it ideal for triage, classification, and routing decisions with guaranteed structured outputs.
  3. Use Jev for high-agency decision loops: bug triage, severity ranking, content moderation, and real-time routing. Standard LLMs excel at generation; Jev excels at classification and conditional logic.
  4. Jev's speed enables real-time processing loops where larger models aren't performant—this unlocks use cases in live moderation, instant routing, and rapid data classification at scale.
  5. Jev is currently free on Vercel's AI Gateway while at list price it remains highly cost-effective, making it practical for immediate integration into production systems for founders building cost-conscious AI products.

Related topics

Transcript Excerpt

Jev, Jev, Jev. Welcome to Jev week on How I AI. We have seen a lot of new models be released in the last five days. We saw Opus 5.5, we saw GPT-6 Soul, GPT-6 Luna, Muse is blowing up the timeline, everybody still loves their Grok bots, and yet there is one thing that I want to talk about in AI right now, and that is this fast, cheap, doesn't speak system one decision model from Type-Safe AI. As soon as I saw this trending on X, as soon as I saw it launched, I immediately started testing it. Now, what I will say is, more than any other model I've experienced lately, Jev has been the one that has exploded use cases, personal productivity use cases, code use cases, product use cases. Today, I'm going to give you a very quick whirlwind tour of what Jev is, what it will give you back, and what …

More from How I AI Podcast