About the AI PM Skills Library

What are AI PM Skills?

AI PM Skills are structured, reusable frameworks designed for AI Product Managers. Each skill is a step-by-step guide for a specific AI PM task — from writing acceptance criteria for non-deterministic outputs, to designing agent architectures, to running A/B tests on AI features.

They're written to be precise enough to use as AI prompts and detailed enough to serve as reference documentation for your team.

How to use them

Copy & Paste

Copy a skill directly into ChatGPT, Claude, or any AI assistant to generate structured outputs for your specific product.

Download & Integrate

Download individual skills or clone the entire repo. Add them to your team's knowledge base or AI tool configuration.

Reference

Use skills as frameworks during planning sessions. They define what to think about, in what order, with quality checks built in.

Skill structure

Every skill follows a consistent structure:

  • Trigger phrases — when to use this skill
  • Context — background and key concepts
  • Steps — the structured process to follow
  • Templates — fill-in-the-blank formats for output
  • Quality check — a checklist before delivering
  • Suggested next step — what to do after

Contributing

This library is open source. If you've built a framework for an AI PM task that isn't covered, we'd love to include it. Submit a pull request on GitHub following the existing skill format.