Free Lesson
AI Evals for Product Managers
Part of The AI Evaluation Handbook
60 min
Jan 7, 2026 1:00 PM
Virtual (Zoom)
In this video
What you'll learn
Own & Lead AI Evaluation as the PM
Understand why the PM is the ideal AI evaluation owner. Use empathy and product context to define performance criteria
Build a Robust Generalizable AI Evaluation Framework
Move from one user to diverse data, use a 'living' Golden Set for regression, and utilize metrics beyond just accuracy
Implement Continuous Evaluation and Avoid Pitfalls
Automate evaluation as a continuous process. Use LLMs for qualitative checks and avoid pitfalls
Why this topic matters
Most AI features fail not because of bad models, but because of bad evaluation.
Production AI systems need systematic evaluation - and PMs need to understand how to spec it, measure it, and improve it.
You'll learn the eval loop: define "good" -> build your Golden Set -> choose your eval type -> automate & iterate
You'll learn from
Anshumani Ruddra
Product Leader and Super IC at Google
