48 / Hardware & IoT
AI Camera Defect Inspection for Manufactured Panels
We built a camera inspector that checks manufactured panels for defects at full line speed, scoring every panel on the device itself so production imagery stays on-site.
- Built by
- 360 Labs (Internal)
- Stack & approach
- Computer VisionDefect DetectionEdge QALine SpeedOn-Prem
The problem
Panel QA at line speed needs inspection faster than manual review, and production imagery stays on-premise.
Solution & architecture
A vision model runs QC on the line itself, scoring every panel on-device without moving data off-site. On-device defect detection covers the full panel surface and keeps pace with production throughput, with all imagery processed locally.
Why it is built this way
On-device scoring
Every panel judged locally
Keeps line speed
Matches production throughput
Imagery stays on-site
Processed locally, no egress
