Quality EngineeringFebruary 26, 2026
AI for Defect Detection on the Production Line: False Positives, Throughput, and Integration Realities
AI vision systems promise faster defect detection, but false positives scrap good parts and throughput drops 15-25% during integration. Production engineers face real trade-offs between accuracy, speed, and hardware constraints on the floor.