Manufacturing
Manufacturing & Industrial
Predictive quality, vision inspection, and supply-chain signals for operations where downtime is measured in lakhs per hour.
The landscape
What we've learned building here.
Industrial operations generate more sensor data than any other sector and act on less of it. The gap between 'we log it' and 'we act on it' is where yield, uptime, and warranty cost hide.
We deploy vision systems on the line, predictive-maintenance models on the equipment, and signal systems above it all — integrated with your MES and historians, not bolted on beside them.
Deployed use cases
Where the models earn their keep.
Visual quality inspection
Camera-based defect detection at line speed, trained on your defect taxonomy, with operator override.
Predictive maintenance
Failure-mode prediction from vibration, thermal, and process data — intervention before downtime.
Supply-chain signals
Supplier-risk and logistics-delay signals fused from internal and external feeds.
Process optimisation
Parameter-tuning models that lift yield on complex multi-stage processes.
Compliance posture