9 things you’ll actually do with Jev

Resources: https://thenextnewthing.ai/l/jev-reaction-sept26
Presented by Zapier: https://zapier.com/
Andrew Warner breaks down the most useful real-world ways people are using Jev for fast, cheap decision-making.

Andrew Warner reviews the best Jev demos and use cases he found across YouTube, focusing on where the model is actually useful: classifying email, routing tasks between models, triaging support tickets, qualifying leads, searching agent memory, scoring video clips, controlling smart-home actions, and filtering content ideas. The bigger idea is that Jev is not a general-purpose writing model — it works best as a fast decision engine that returns probabilities and makes constrained choices cheaply enough to sit inside larger agent workflows.

Links featured:

Nate Herk — https://www.youtube.com/watch?v=ymgH8jS6Wb8&t=515s
Lukas Margerie — https://www.youtube.com/watch?v=ZZcI9Bfe8AM&t=156s
Nate Herk — https://www.youtube.com/watch?v=ymgH8jS6Wb8&t=328s
Mayank Aggarwal — https://www.youtube.com/watch?v=d9lCIVc5AyU&t=634s
David Ondrej — https://www.youtube.com/watch?v=f6We53TnkbU&t=772s
Jay E — https://www.youtube.com/watch?v=tTnUcSj-QPA&t=305s
Moritz — https://www.youtube.com/watch?v=Nq_lu5QT-fI&t=693s
Greg Isenberg — https://www.youtube.com/watch?v=4mTLpuQpB80&t=1443s
Matthew Berman — https://www.youtube.com/watch?v=2z-7pIj57f8&t=391s
Nate Herk — https://www.youtube.com/watch?v=ymgH8jS6Wb8&t=597s
Moritz — https://www.youtube.com/watch?v=Nq_lu5QT-fI&t=359s
Syntax — https://www.youtube.com/watch?v=QbYBRjOaGOo&t=940s
Eric Siu — https://www.youtube.com/watch?v=fdsJT0BCkvA&t=183s
Eric Siu — https://www.youtube.com/watch?v=B9QCiV9MN6A&t=196s
Greg Isenberg — https://www.youtube.com/watch?v=4mTLpuQpB80&t=1371s

00:00 - Jev: See why the model is built for fast, cheap decisions instead of writing.
00:36 - Email Categorization: Sort 500 emails and identify which ones need a response.
01:30 - Setup: Connect Jev to Codex, Claude Code, GrokBot, or another agent using TypeSafe AI.
02:42 - Voice-Controlled Browser: Build a browser that reacts to spoken commands in real time.
04:39 - How Jev Works: Turn decisions into multiple-choice and yes-or-no questions with probability scores.
07:12 - Zapier + Jev: Use Jev inside Zapier workflows for inexpensive, high-speed decisions.
08:15 - Model Routing: Automatically decide which tasks need an expensive model and which can use a cheaper one.
09:27 - Customer Support Triage: Route support tickets to automation or a human based on urgency.
11:15 - Lead Qualification: Score form submissions instantly and decide who should get a Calendly link.
14:06 - Agent Memory: Search large folders of Markdown memory with fewer tokens and lower cost.
18:09 - Video Clip Scoring: Analyze a transcript and rank the strongest moments for short-form clips.
19:30 - Smart Home Control: Use Jev for near-instant decisions behind Home Assistant actions.
21:00 - GrokBot + Jev: Filter content ideas inside a long-running agent without burning through expensive model usage.
23:33 - Where Jev Fails: See why it should not be trusted blindly for trading or other high-stakes predictions.

👉 Media/Sponsorship Inquiries: https://thenextnewthing.ai/l/sponsor

👉 Join us: https://thenextnewthing.ai/