ChatPRD vs Templafy

Jev Decision Model: Fast, Cheap Classification for AI Pipelines

Claire Vo, founder of ChatPRD, demonstrates the new Jev decision model from TypeSafe AI in a video walkthrough. Unlike standard LLMs that generate text, Jev returns type-safe structured values (choice, score, probability) at a cost of $0.04 per million input tokens with no output charge. Vo details five real-world applications: categorizing 1,700 PRs for $0.09, analyzing local Claude Code and Codex sessions, triaging Gmail, building a product insights graph from 1,100 signals with 200,000 classifications, and creating a live audience dashboard from 4,500 YouTube comments. She emphasizes combining Jev's fast, cheap classification with more capable models like GPT-6 Astra for analysis and generation, achieving cost-effective and performant AI workflows. The video also demonstrates a real-time voice-to-color emotion mapping app, highlighting Jev's low latency for interactive use cases.

• Jev is a decision model by TypeSafe AI that returns type-safe structured values (choice, score, probability) instead of generated text.
• Jev costs $0.04 per million input tokens with no charge for output tokens.
• Claire Vo categorized 1,700 PRs for $0.09 in about two minutes using Jev and Gemini Flash-Lite.

Want to test what's next in ChatPRD?

Test ChatPRD’s Product Graph and prototypes, join Claire at Lenny’s Summit, meet CXO.dev, and explore new How I AI episodes.

GPT-6 Astra Launches: Hands-On Review by Claire Vo

OpenAI has launched GPT-6 Astra, its most intelligent and aligned model, now available to Daybreak customers and rolling out to Plus, Pro, and Enterprise via API and AWS. The model shows significant improvements in computer use, coding, math, and knowledge work, with pricing at $10 per million input tokens and $50 per million output tokens. Claire Vo, founder of ChatPRD and host of How I AI, provides a detailed review, demonstrating Astra's capabilities in navigating complex UIs, generating 3D assets in Blender, building desktop apps, and automating creative workflows. She highlights its one-shot problem-solving for tasks that previous models failed, its speed and efficiency, and its potential to transform personal software development and creative production.

• OpenAI released GPT-6 Astra, available first to Daybreak customers and rolling out to Plus, Pro, Enterprise, API, and AWS.
• GPT-6 Astra pricing is $10 per million input tokens and $50 per million output tokens.
• The model demonstrates strong performance in computer use, coding, math (Frontier Math Tier 4), and knowledge work.

Beyond the First Draft: Closing the AI Productivity Gap

Templafy’s new report based on a survey of 2,000 knowledge workers reveals the gap between a first AI-generated draft and something that’s ready to share.

Templafy Report Finds 95% of Knowledge Workers Edit AI-Generated Documents Before They’re Business-Ready

New Templafy research finds 95% of U.S. and U.K. knowledge workers edit AI-generated documents before use, reveals The Business-Ready AI Gap 2026 Report.

Templafy brings Document Agents to Claude, ChatGPT and Microsoft Copilot through MCP

Templafy, the leading agentic document generation platform, today announces that it is now available as a native connector across Claude, ChatGPT and Microsoft Copilot, making its Document Agents easier to access from the AI environments professionals are already using.