Manufacturing Leader Deploys Computer Vision for Real-Time Defect Detection at 99.7% Accuracy

Manufacturing

Manufacturing Leader Deploys Computer Vision for Real-Time Defect Detection at 99.7% Accuracy

Client

Precision Industries

Back to Case Studies

Overview

Precision Industries, a leading semiconductor component manufacturer, needed to dramatically improve its quality inspection process to meet increasingly stringent industry standards.

Challenges

  • Manual Inspection: Human inspectors could only achieve 94% defect detection accuracy
  • Speed Limitations: Manual inspection created production bottlenecks
  • Consistency: Quality varied between shifts and individual inspectors

Solution

We designed and deployed an edge-based computer vision system using custom-trained models that analyze components in real-time on the production line.

Results

  • 99.7% accuracy in defect detection, up from 94%
  • 5x faster inspection throughput
  • Zero false negatives on critical defect categories
  • ROI achieved within 4 months of deployment