Support volume isn't random — it concentrates in a handful of upstream failures at the exact moments customers decide whether to buy, stay, or leave. This report maps where those contact drivers cluster across 13 retail deployments and 124 operations, and shows why 92% of them get fixed somewhere other than the support conversation.

This paper makes the case for a governed recursive architecture, where AI agents serve customers, evaluate their own results, surface systemic patterns, and implement approved improvements, so every interaction makes the next one better.