How to Evaluate AI Agents Beyond the Leaderboard

Leaderboard scores don't predict how an AI agent behaves on your real tasks. Here's a practical guide to evaluating LLM agents on your own tools, with the metrics and predictive-validity thinking that actually transfer to production.

06/20/2026 · Model Evaluation · 9 min read