Cognex's AI visual system and software assist manufacturers in identifying and classifying genuine LED chip defects through training with a series of images representing good and NG (no-good or defective) results. The software is then able to mark only significant defects within the target inspection area (ROI), which the defect detection tool identifies. Following this, the classification tool categorizes the defects based on the information gathered. With this information, production managers can increase the yield rate of high-quality LED products, address and solve production issues by utilizing classification data, ultimately enhancing profitability.