The ROI of Custom AI Agents: OpenClaw's 32-Hour Weekly Recovery

This case study matters because it replaces speculation with real data—OpenClaw used machine-generated logs to prove that custom AI agents recovered 32 hours per week ($183K–$319K in annual capacity value) across 12 months of actual operations. For agencies and service companies wrestling with automation ROI, this provides both a working framework and proof that measured automation can deliver substantial productivity gains.