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Product Design for AI

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7 Most Common AI Eval Mistakes (From Teaching 5K+ Engineers & PMs) Oct 12, 2026 · 12:47 Learn the 7 most common mistakes in AI evaluation (Evals). From using generic metrics to failing to validate LLM judges, this guide shows how to build Evals you can actually trust.

Hamel Husain

7 Most Common AI Eval Mistakes (From Teaching 5K+ Engineers & PMs)

Learn the 7 most common mistakes in AI evaluation (Evals). From using generic metrics to failing to validate LLM judges, this guide shows how to build Evals you can actually trust.

Read article