The Knowledge-Work Assembly Line: Why Most AI POCs Don't Ship

A working AI demo only predicts production readiness when the full pipeline has calibrated gates at every station. Manufacturing learned this with station-level verification: a line without local judgment multiplies defects. For AI operations, the operator's job is to name each gate predicate, measure its discriminative power, and make the verification loop visible before the pipeline scales.