A smudged batch number, a missing expiry date, or a wrong MRP is easy to miss by eye and expensive in recalls, rework, and compliance penalties. Manual checks sample a handful of units; at line speed, the rest go unchecked.
Vision-based OCR reads printed text inline and compares it against the expected value from your PLC, ERP, or a master record, logging the result against each unit. Modern deep-learning OCR copes with curved surfaces, low contrast, and dot-matrix text that older tools struggle with.