AssetOpsBench is a comprehensive benchmark and evaluation system designed to assess agent performance in industrial asset operations, specifically focusing on multi-agent coordination and failure mode analysis. It moves beyond isolated tasks to evaluate the ability of AI agents to navigate complex industrial workflows, including anomaly detection, failure mode reasoning, and diagnostic tasks.