Human error can be removed from the dark booth magnetic particle visual inspection step and replaced by 100% AI/ML camera inspection with results having historic traceability. The AI/ML is being deployed for MT inspection taking place in a manufacturing setting by the Digital Transformation using cameras with lens filters designed to block UV light reflection. Teaching the AI/ML system requires an annotation/feedback loop using MT experts and computer screens capable of showing real time results from the system. After the AI/ML detector system has learned enough to start inspection, master parts with known defects are used as a means of calibration for the system. With the AI/ML system trained to correctly identify indications, the system has the ability for production integration and automation with results stored electronically for full digital traceability.