CAM Profile Detection

Problem Statement: OEM faces challenges verifying that Cam Ring parts from multiple suppliers match the correct cam profile specified by the engraved part number. Manual inspection often misses profile mismatches, leading to costly delays and rework at the final assembly stage.

Solution: An AI ML + Computer Vision solution is needed to automate real-time anomaly detection and ensure part conformity before assembly.

• Computer Vision with OCR for precise feature and marking verification

• Canny Edge Detection–based anomaly identification to detect profile deviations, edge defects, and geometry inconsistencies

• AI/ML models trained on actual production data to improve detection accuracy and reduce false positives