DevRev's Enterprise-Bench scores agents under messy, permission-bounded conditions.

Released July 10, it grades accuracy, efficiency, and safety under fragmented data and siloed systems rather than clean consumer tasks, with a public leaderboard and published traces. DevRev's own product posted 94.3% accuracy vs 63.6% for Claude Code, at ~5,598 tokens per correct answer against ~24,461. (ITBrief) The vendor ran its own benchmark, so scrutinize the headline numbers. But an open, submittable enterprise-conditions leaderboard is a real counterweight to consumer-task evals.