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Software

Cloud and Edge AI

We build AI that runs in the cloud and on the edge — for factories, field equipment, and consumer products. The model sits with the machine, the line, or the device, not as a generic chatbot bolted on later.

Where it runs

Cloud when you need the fleet. Edge when the line cannot wait.

Cloud AI

Fleet learning, dashboards, and models that improve across sites. Use it when machines can talk home and you want one picture of quality, faults, and use.

Edge AI

Inference on the device or the cell — industry floors and consumer products that must decide with weak or no network. Low latency, data stays on the unit when it should.

What we build

AI on the floor, on the bench, and in the product

Industrial fault finding

AI that reads sensors, logs, and operator notes to locate a fault faster than a binder of error codes.

Quality checks

In-line and end-of-line checks that flag drift and rejects before a batch leaves the cell.

Visual inspection

Camera-based AI for surface defects, assembly errors, and missing parts — on the line or at goods-in.

Talk to the machine

Operators ask and command in natural language. The system maps that to the machine’s real controls and status — not a chat window that ignores the plant.

Industry

Cells, yards, and plants: fault finding, inspection, and language on the equipment people already run.

Consumer products

Edge AI inside a finished device — diagnostics, guidance, and control that ship with the product.

Custom builds

Cloud, edge, or both — scoped to your line or product.