Free Lesson
Building Evaluation for AI agents that thrives in Prod.
Part of Production-Ready AI Agents with Claude
45 min
Aug 21, 2026 12:00 PM
What you'll learn
Why Vibes-Based Evaluation Fails (And What Replaces It)
Understand why intuition-based eval doesn't scale and how production-grade evals became the PM career differentiator.
Build the Four-Pillar Eval Framework for Any AI Product
Learn grounding, accuracy, safety, and business impact evals that separate successful AI PMs from those who guess.
Measure and Prove Your AI Product Is Getting Better
Set up evals showing measurable improvement version-to-version so you iterate fast and defend decisions to leadership.
Position Yourself for High-Paying AI PM Roles at Scale
Master eval frameworks top companies require for AI PMs and command premium salaries for proven iteration expertise.
Why this topic matters
You can't improve what you don't measure. Most AI PMs ship features with no eval framework. Can't prove v2 is better. Can't defend decisions. Can't iterate systematically. By H2 2026, this gap became critical. Companies started asking: Can you measure? Can you improve? Can you prove it? The PMs who answered yes earned premium salaries. Learn production-grade evals. Become that PM.
