Manual visual inspection is slow, inconsistent across shifts, and one of the easiest workflows to augment with computer vision today.
The hard part isn't the model — modern object detection is accurate enough out of the box. The hard part is camera placement, lighting consistency, and integrating alerts into existing line-stop procedures.
Plants that succeed start with one defect type, prove the ROI, and expand the model's scope incrementally.