Case studies you can play, not just read.
Five AI PM skills, five real products, five judgment calls you make instead of reading about.
- AI PRDs·Canva~4 min
A PRD that runs
Brand Voice Guardrails for Canva Magic Write
Every requirement ships with a live acceptance check. Flip an assumption and watch the PRD react.
Play it→ - AI evals·Duolingo~5 min
Judge the judge
Calibrating an LLM judge for Duolingo conversation practice
You grade six transcripts first. Then the LLM judge grades. The gap between you is the product decision.
Play it→ - AI launch plans·Spotify~5 min
Green light
Rolling out Spotify AI DJ to five new markets
A six-week launch simulator. Expand, hold, restrict, or roll back while cost and safety events land.
Play it→ - AI risk & safety·Airbnb~4 min
Red lines
A safety case for an Airbnb AI trip concierge
Run eight real attack patterns against two system prompts. Failures file themselves into a NIST-mapped risk register.
Play it→ - AI product metrics·Netflix~5 min
The metric detective
An A/B readout for Netflix AI discovery that looks better than it is
Topline says ship. Three planted problems say otherwise. Find them before you make the call.
Play it→