A new modular, plug-and-play visual inspection system combines AI software, edge computing, and IDS uEye XC autofocus industrial cameras to deliver fast, intuitive quality checks without image-processing expertise. The edge-AI solution can learn from sample images via a simple interface, adapts to new parts and defect types, and deploys quickly across stations. Autofocus and USB connectivity simplify setup, while modular hardware makes it easy to reconfigure and scale. Result: faster changeovers, more consistent inspections, and accessible automation for high-mix, rapidly changing production.