Increasing diversity in automotive modules configurations is making manual inspections more complicated. Computer vision solutions are increasingly used to automate visual inspections of automotive modules during production. Yet, the POD (probability of detection) attained with these systems is insufficient to fully digitize the quality assurance process. The high percentage of false alarms is a nuisance and necessitates the presence of technicians to check for errors. Relimetrics is designed to augment results of existing hardware as it offers > 99.99% accuracy and fully integrates with the factory Manufacturing Execution System. Our ability to train for new parts and configurations allows our customers to easily scale across different lines.