Live, anonymized friction map that validates and visualizes recurring execution-risk patterns to make execution risk visible early. Helps leaders at mid-market services firms identify systemic friction before forecasts break, separate systemic issues from individual performance, and pinpoint where operational complexity leaks signal upstream.