Building reliable workflow automation is harder than leaderboard rankings suggest—agents need to be evaluated on what they actually execute, not just outputs, and benchmarks must track real-world demand to stay relevant.
Claw-Eval-Live is a benchmark for testing AI agents that automate real-world workflows across software tools and services. Unlike static benchmarks, it updates with real-world demand signals while maintaining reproducible test snapshots.