Cognex's AI technology helps microLED manufacturers identify defective chips on display panels by being trained with a range of images showing both good and NG (defective) outcomes, enabling the software to skip over insignificant variations within tolerance ranges and instead flag major defects. This analysis tool scans specific areas of the panel, locating subtle imperfections in microLED components. Production managers can utilize a classification tool to categorize various defect types, optimizing upstream processes and boosting overall manufacturing efficiency. By detecting and resolving defects early in the process at an economically viable cost, this solution enables manufacturers to supply their customers with higher quality panels.