Quality Inspection Agent
A vision-based agent on the factory floor that catches defects in real time, learns from every false positive, and routes ambiguous cases to a quality lead.
Most quality programs catch defects after they’ve propagated. The Quality Inspection Agent moves the catch upstream — to the moment a part exits a station.
What it sees
Every camera-equipped station feeds the agent. It runs:
- Surface defect classification trained on plant-specific data
- Dimensional check via reference geometry
- Anomaly detection for novel failure modes the model hasn’t seen
What it does
- Flags suspect parts in milliseconds — before they leave the station
- Routes ambiguous cases to a quality lead with a side-by-side comparison
- Logs every decision so the model retrains nightly on plant-specific patterns
Why it works
Each plant sees its own failure modes. A vendor model trained on someone else’s data will always lag. The Quality Inspection Agent learns this plant’s patterns from day one.