The traditional pain point is costly escapes and rework. Manual inspection is inconsistent, fatiguing, and cannot scale to 100% coverage, allowing microscopic defects—scratches, discolorations, misalignments—to slip through. This results in customer returns, brand damage, and scrap rates that directly erode margins. In high-volume manufacturing, a single undetected flaw can trigger massive recalls. This reactive, sample-based approach leaves millions in value and reputation on the table.













