# Data-Driven Breakdown: Why OpenClaw Fails 93% of Tasks\n\n**From Data Science Director:** Statistical analysis of 1739 failures.\n\n## Charts & Stats\n- **Agent Failures:** pricing_optimizer 41%.\n- **Errors:** Timeouts 47%, Auth 28%.\n- **Impact:** Airport Shuttle $4.2K/mo lost.\n\n\n\n**Actionable Fixes:** Model fallbacks, prompt compression, key refresh.\n\n*Part of Self-Improvement v1.*