Visual quality inspection
Defect detection on coatings, welds, surfaces, and assemblies — edge-deployed and re-trainable.
Manufacturing
On the shop floor, AI succeeds when it integrates with PLCs, MES, and OT — not when it sits in a cloud dashboard. We engineer for the edge as a first-class target.
Use cases we ship
Predictive maintenance
Asset health models on vibration, current, and acoustic signals with maintenance-action triggers.
Yield and throughput optimisation
Process parameter tuning with constrained optimisation and physics-informed models.
Worker safety vision
PPE compliance, restricted-zone detection, and ergonomic risk monitoring.
Generative design
Topology and process-aware design assistance for engineering teams.
What our delivery looks like in manufacturing.
- Edge deployment with on-device retraining
- OT-friendly integration via OPC-UA / MQTT
- Tied to OEE, scrap rate, and MTBF, not vanity metrics
Ready to start
Turn one AI use case into measurable production value.
Book a 30-minute consultation. We will walk through the use case, sketch the value case, and tell you honestly whether we can help.