Forma Manufacturing wanted to catch defects earlier and reduce manual inspection.

The Challenge

Inspectors could only check samples, and small surface defects were often missed until customers complained.

Our Solution

  • Captured and labeled 60,000 product images.
  • Trained a real-time defect detection model running at the edge.
  • Connected alerts to the line control system.
  • Built a review screen for operators to confirm edge cases.

The Results

Every part is now inspected, escaped defects fell by 82%, and inspection costs dropped by 40%.