Computer Vision for Manufacturing QA: Inspection That Scales | Clickmasters

Lighting, optics, and mounting determine ceiling accuracy — the boring imaging engineering outperforms model heroics on bad images every time.

Defect events into MES/quality systems, stop/divert signaling, and dashboards tying catch-rates to scrap and rework dollars — the ROI report writes the expansion roadmap.

Skipping the discipline this article describes until an incident, audit, or stalled project forces it — every practice above is cheaper adopted early than retrofitted under pressure.