01 / CONTEXT
The challenge
Quality inspection across multiple plants requires consistent detection and operational support. The engagement focused on applying computer vision on the line while maintaining the models as production conditions changed.
Our approach
Vision models were deployed at the edge across four plants. Managed deployment combined service-level objectives, drift monitoring, and quarterly model refreshes to support the inspection workflow after launch.
What was delivered
- Edge-deployed vision inspection models
- Managed operations across four plants
- Service-level objectives and drift monitoring
- Quarterly model refreshes
The outcomes
The project summary reports 99.2% defect recall and 61% fewer manual inspections across four plants under management.
Results reflect this engagement’s project summary and are specific to its scope; they are not a forecast for another organization.