AI for Manufacturing

Cut defects,
unlock throughput.

Custom computer vision, predictive maintenance, and supply-chain forecasting for discrete and process manufacturers — from single-line pilots to enterprise rollouts.

85%
fewer defects on inspected lines
25%
production-speed increase
$1.8M
annual cost savings (typical)

High-value use cases

Where manufacturing teams see the biggest AI ROI — and where we've shipped them.

Vision-based quality inspection

Edge-deployed CV models that catch defects human inspectors miss — with retraining on your data, not stock datasets.

Predictive maintenance

Sensor fusion + ML models that predict bearing, motor, and pump failures 2-6 weeks ahead.

Demand & supply forecasting

Hierarchical forecasting for SKUs, sites, and regions — replacing spreadsheet-and-gut planning.

Energy & yield optimisation

Reinforcement-learning controllers that trim energy consumption and improve first-pass yield.

Logistics & routing

Route and dock-scheduling optimisation across inbound, outbound, and yard operations.

Digital twin analytics

Physics-informed ML that mirrors your line and lets ops test changes in simulation first.

FAQ

The questions manufacturing leaders ask us on the first call.

Do we need cloud infrastructure to run this?+
No. Vision and predictive-maintenance models run on-prem or at the edge (NVIDIA Jetson, industrial PCs). Cloud is optional for retraining and fleet management.
How much labelled data do we need for a vision model?+
Modern architectures + your defect samples: often 200-500 images per defect class for a first pilot. We augment and use pretrained backbones aggressively.
Can you integrate with our MES / SCADA / historian?+
Yes. We work with OSIsoft PI, Wonderware, Ignition, and modern OPC UA stacks. Data plumbing is part of the engagement.
What about IT/OT security?+
All deployments follow ISA/IEC 62443 principles: segmented networks, one-way data flows where possible, and no unsolicited inbound from cloud to plant.

Ready to move an AI use case into production?

30-minute call, no pitch — we'll pressure-test your target use case and walk you through what pilot-to-production looks like for manufacturing.

Book your call