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  1. The Startup Ideas Podcast
  2. Jev is HERE. How to use it
Jev is HERE. How to use it

Jev is HERE. How to use it

The Startup Ideas Podcast · Sep 18, 2026

Jev is a new, ultra-fast, and cheap 'decision AI' that classifies data instead of generating text, unlocking new startup opportunities.

New AI 'Jev' Acts as a Decision-Maker, Not a Conversationalist like ChatGPT

Jev is a classifier AI that makes probabilistic decisions based on predefined choices (a schema). Unlike LLMs which generate text conversationally, Jev provides structured, type-safe output, making it an "AI decision maker" rather than a chat agent that you "ask" questions.

Jev is HERE. How to use it thumbnail

Jev is HERE. How to use it

The Startup Ideas Podcast·15 days ago

Jev AI's Sub-Second Speed and Near-Zero Cost Unlocks Real-Time Decision-Making

Jev processes requests in milliseconds for a fraction of a cent (e.g., 1,700 emails for 18 cents). This combination of speed and low cost makes it viable for high-volume, real-time applications like instant lead scoring or support ticket routing, which are often prohibitively expensive with large language models.

Jev is HERE. How to use it thumbnail

Jev is HERE. How to use it

The Startup Ideas Podcast·15 days ago

Build a Startup by Placing Jev as an 'AI Traffic Cop' in Front of Business Queues

A powerful startup strategy is to identify a business process with high-volume inbound information (e.g., sales leads, support tickets). Jev can be implemented at the front of this queue to instantly classify, prioritize, and route each item, creating immense value through automation and efficiency.

Jev is HERE. How to use it thumbnail

Jev is HERE. How to use it

The Startup Ideas Podcast·15 days ago

Jev AI Returns Probabilities, Not Answers, Enabling Nuanced, Code-Ready Business Logic

Jev's output isn't a single definitive answer but a probability score for each possible choice (e.g., "80% confident this is a high-priority lead"). This structured, "type-safe" data allows developers to set thresholds and build complex, nuanced business logic directly in their code without parsing text.

Jev is HERE. How to use it thumbnail

Jev is HERE. How to use it

The Startup Ideas Podcast·15 days ago

Use Jev AI for Rapid Classification like Video Clipping, Not Complex Reasoning like Financial Prediction

Jev excels at high-speed decision-making within a defined context, such as identifying key moments in a video for clips. However, it fails at tasks requiring complex, multi-faceted reasoning and external data synthesis, like predicting financial markets, highlighting the need to match the AI model to the task.

Jev is HERE. How to use it thumbnail

Jev is HERE. How to use it

The Startup Ideas Podcast·15 days ago