Playbook

AI Builder Playbook

Ship AI products that survive contact with real users

6 skills 138 insights

Who This Is For

Target Audience

PMs and engineers building LLM-powered products

Stage

Any company adding AI

When to Use

You're deciding where AI belongs and how to make it reliable

Key insight

Evals are the new PRD. If you can't state what good output looks like as an executable check, you don't have requirements yet.

Decide where AI genuinely helps and validate before building.

Safely deploying agentic systems requires a graduated approach that begins with human-in-the-loop su...

True product de-risking requires starting from first principles to understand the core problem befor...

Prototype fast, define requirements as evals, build with agents in the loop.

Rapid prototyping is essential to develop product taste and avoid building incoherent features that...

The competitive advantage in AI products is not speed to launch, but the ability to build infrastruc...

High-velocity development requires shifting focus from just writing code to building robust AI-drive...

AI-native interaction patterns, not a chatbot bolted on.

Product managers must bridge the gap between machine optimization and human intent by defining the c...