From pilot
to production line.
Computer vision and predictive models on the factory floor. Reliable production AI with no cloud dependency.
[ The Constraint ]
From pilot to production line.
The proof of concept worked in the lab. On the floor, latency was too high, connectivity unreliable, and IT refused to open a port from OT to the internet.
Manufacturing runs at line speed. If the model cannot keep up with the conveyor, it is useless. If it crashes, the line stops. These workloads run locally or not at all.
[ Use Cases ]
Models that run at line speed.
Fig 1.1
Visual quality inspection
Built for line-speed defect classification. No frames leave the plant. Reject before the part reaches the next station.
Fig 1.2
Predictive maintenance
Vibration, acoustic, and thermal models predicting bearing failure and seal wear. Alert before unplanned stops.
Fig 1.3
Process optimisation
Optimise temperature, pressure, and throughput in real time. Natural-language recommendations alongside raw telemetry.
Fig 1.4
Worker safety
PPE detection and exclusion zone monitoring, processed on-prem. Private by design.
[ Pilot to Production ]
Built to stay running.
No crash, no OOM
Memory orchestration prevents out-of-memory kills. Graceful degradation under load. Built so the workload does not take down the host or adjacent services.
One platform, many lines
Same software on every edge device across every production line. One place manages them all. Pin a model to one line, validate, promote to the rest. No per-device SSH.
One install, many machines
Jetson, L4, consumer GPU, CPU-only. The platform picks the right engine for the hardware.
[ Forward-Deployed ]
Install. Benchmark. Hand over.
Our engineers deploy against your actual production environment. Not a demo. Not a sandbox. Your cameras, your sensors, your line speed. Benchmarked and validated before handover.
Fig 2.1
Site assessment
Audit edge compute, cameras, and OT integration. Plan signed off before install.
Fig 2.2
Deploy and validate
Models benchmarked at line speed. Latency validated. Scorecard delivered.
Fig 2.3
Scale across lines
One line validated. Roll to the rest from one place. Promote by pin, roll back from one place.
Ready for your factory floor.
Tell us your site, your workloads and your line speed. We will show you what runs in production.