Amazon Cloud Developers

Dec 23, 2025 · Artificial Intelligence

Evaluating Agent Quality: A Practical Guide for Agentic AI

This article explains why evaluating AI agents is essential, outlines a multi‑dimensional metric system covering performance, safety, cost and bias, describes common evaluation frameworks such as AgentBoard, AgentBench and τ‑bench, and provides step‑by‑step instructions, example datasets and code for building a robust agent assessment pipeline.