Musashi Auto Parts Canada Inc. is a leading manufacturer of linkage and suspension components and power train components for automotive OEMs in North America. The deciding factor to integrate AI was that traditional camera vision inspection equipment was not reliable or consistent in the inspection process. There was a concern that the complexity of the part; multiple lobes and journals with different shapes, irregular light reflections, occasional occurrences of sludge or rust inhibitor would result in false positives or negatives which hinders our quality measures. That necessitates the need to use vision systems powered by AI techniques. The evaluation process of the solution included an improvement in defect detection capabilities, and a solution that was able to run in real time on edge computing devices. As a result of the anticipated improvements of integration, the organization is looking to implement additional AI solutions to its manufacturing facilities.