Manual checks are periodic, so defects travel before anyone sees them.
ENTERPRISES / SOLUTION
Catch defects before they move downstream.
Inspection that happens on a schedule finds problems late. Cameras and agents at the line can watch continuously and route what they find to the people who fix it.
The problem today
Two inspectors grade the same part differently.
There's no record tying a finding to the batch it came from.
What the agent does
Capture
Cameras at the line under controlled lighting, running continuously.
Detect
Models trained per defect class score each frame at the edge.
Dispatch
Findings above threshold become work orders with location and evidence.
Verify
The fix is confirmed and the result feeds back into training data.
What it touches
- Cameras
- Edge compute
- Work orders
- Maintenance
- Historian
- Dashboards
FAQ
Usually cameras and a small edge machine per line. The heavier requirement is controlled lighting, which is cheap and matters more to accuracy than the model does.
Detection runs at the edge so alerts fire in well under a second. Cloud is for storage, training, and reporting, not the decision.
It gets flagged as anomalous rather than classified, and a person labels it. New classes are added deliberately, with their own validation, instead of being guessed at.
