Multi-Step AI Agent Evaluation: Metrics, Best Practices
This article provides a concise reference for evaluating multi-step AI agents and agentic systems. It covers core metrics for task completion, reasoning, and efficiency, and highlights recent advances in safety, alignment, semantic evaluation, plan consistency, and online monitoring. A practical bullet-point workflow is included for both research and production contexts.