Defects are rare
A good line produces very few examples of what you need to detect.
Defect detection and process intelligence
AI Data for Manufacturing and Quality Inspection
Visual inspection models need defect data that reflects the line — including the defects you rarely see.
Catching the Defect You Have Seen Twice
Automated inspection is a rare-class problem wearing an industrial hat. Most parts are fine, the defects that matter appear infrequently, and a new one can appear the week after a process change. Datasets have to be built and maintained with that in mind.
Where Manufacturing & Quality AI Programmes Struggle
Surfaces are difficult
Reflective, textured and transparent materials defeat naive capture.
Classes are fine-grained
A scratch, a scuff and a tool mark need different responses.
Processes change
A new supplier or setting introduces defect types nobody has labelled.
AI Use Cases We Support
Surface defect detection
Scratch, dent, contamination and discolouration classes.
Assembly verification
Presence, position and orientation checks.
Weld and joint inspection
Defect classification on welds and bonds.
Dimensional annotation
Measurement points for automated gauging.
Packaging and labelling
Print, seal and label-placement verification.
Process anomaly detection
Machine sensor series labelled with confirmed causes.
Data Types We Handle
- Line camera imagery High-speed capture with consistent lighting annotation.
- 3D and profilometry Depth data for dimensional defects.
- Thermal and X-ray Sub-surface inspection annotation.
- Machine sensor series Process data labelled around quality events.
How We Run the Programme
- Quality-team taxonomy Defect classes are the ones your quality engineers already use.
- Rare-class augmentation Scarce defects are amplified deliberately and transparently.
- Severity grading Labels carry accept/rework/reject so the model supports a decision.
- Change-triggered refresh A process change triggers a labelling review, not a surprise.
Build Manufacturing & Quality AI on Data You Can Trust
Tell us what you are building and we will come back with a plan, a sample and a price.