AI Evals: Measuring Product Quality

For product managers and engineers who already use LLMs, this course connects real output failures to representative tests, task-specific rubrics, and human-calibrated judges. Compare product changes with visible regressions and clear limits on what the scores prove.

4 sections ยท 8 lessons

Course outline

Observed failures

  1. Check What Actually Happened
  2. Find Patterns Before Assigning Blame

Test design

  1. Build Cases That Exercise Reality
  2. Make Quality Rules Executable

Trustworthy judges

  1. Teach the Judge Your Judgment
  2. Catch a Judge That Misses Failures

Evidence of improvement

  1. Compare Changes Without Hiding Regressions
  2. Know What the Evidence Cannot Prove
  3. Decide Whether the Support Change Is Ready

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