ManufacturingJan 28, 2025Industrial OEMOutcome: 38% drop in false rejects
Realtime quality monitoring for manufacturing lines
Edge vision + streaming analytics reduced false rejects and caught defects within seconds.
We deployed camera-based inspection with on-prem inference:
- Quantized models ran on GPU-lite edge devices to stay within power budgets.
- Dual-path processing: fast local decisions with cloud aggregation for drift monitoring.
- CI/CD for models and firmware with staged rollout rings per line.
Within four weeks, lines were catching defects in under 3 seconds while reducing scrap. Operators owned promotions after training with a simple go/no-go checklist.