Inspection Use Cases

Built for high-variance industrial inspection

Each use case includes defect taxonomy, camera setup, edge hardware specifications, and measurable pilot metrics.

Weld Seam Inspection

Defect Classes
  • Weld gap
  • Porosity
  • Undercut
  • Bead irregularity
  • Surface crack
Camera: USB or IP camera
Edge: Raspberry Pi 5 / Jetson Nano
Deployment: Medium
Pilot metric: Rework avoided per shift

EV Battery Pack Visual Inspection

Defect Classes
  • Seal damage
  • Connector misalignment
  • Cable routing error
  • Label mismatch
  • Enclosure scratch
Camera: Fixed IP camera array
Edge: Jetson Orin / Raspberry Pi 5
Deployment: Medium-High
Pilot metric: Assembly anomaly detection rate

Paint and Surface Inspection

Defect Classes
  • Scratch
  • Dent
  • Coating defect
  • Dust particle
  • Color mismatch
Camera: High-res USB camera
Edge: Raspberry Pi 5
Deployment: Medium
Pilot metric: Paint rework reduction

Supplier Incoming Quality

Defect Classes
  • Part damage
  • Wrong label
  • Missing marking
  • Dimensional visual anomaly
  • Packaging damage
Camera: Phone camera or USB
Edge: Raspberry Pi 4/5
Deployment: Low
Pilot metric: Supplier quality score

Packaging and Label Verification

Defect Classes
  • Missing label
  • Wrong batch code
  • Label skew
  • Seal issue
  • Barcode mismatch
Camera: Fixed camera
Edge: Raspberry Pi 4/5
Deployment: Low
Pilot metric: Label defect escape reduction

Service/Warranty Image Triage

Defect Classes
  • Visible damage
  • Part mismatch
  • Accident evidence
  • Claim image inconsistency
  • Surface defect
Camera: Phone camera
Edge: Cloud-based triage
Deployment: Low
Pilot metric: Claim triage time reduction