Industries

Made for production. Trained on your process.

CAM-AI learns from images of your own cameras. The method stays the same across industries; the model learns your parts, your tools and the errors that matter to you.

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Across industries

Four kinds of tasks, one method.

Every project starts with a visual question. Whatever the industry, most of them fall into one of four types.

Foreign objects

Something is where it must not be.

For exampleA loose screw on a carrier, debris in a tool, a part left on the conveyor.

Position & placement

Something is not where it should be.

For exampleA tilted part, a misaligned load, a component off its seat.

Presence & completeness

Something is missing, or there when it should not be.

For exampleAn empty fixture, an incomplete kit, an occupied station.

Process state

The scene shows which step you are in.

For exampleDoor open or closed, robot in or out, tool idle or running.

For every trained category, CAM-AI delivers a confidence score in real time. Your systems and your people decide what happens next.

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Manufacturing

Production lines and process tools.

Where products pass through many steps, an error that goes unnoticed gets more expensive with every step. CAM-AI watches the points where it first becomes visible: at the line, at the tool, inside the machine.

Foreign objects
Position & placement
Presence & completeness
Process state

Typical starting points

Conveyors & transfer points: Foreign objects and misplaced parts before they reach the next station.
Fixtures & carriers: Loaded correctly and completely before the process starts.
Inside the machine: Chambers and work areas where no one can look during operation.
End of line: Complete and correctly assembled before packing.

Existing IP cameras or new ones, precisely aligned even in tight machine spaces. Results go to your MES, control or alarm systems via API.

Semiconductor & electronics

Little space for cameras. No room for doubt.

Clean-room processes run inside closed tools, with tight spaces and expensive product in every step. CAM-AI watches process tools for foreign objects, checks that parts and carriers are where they should be and recognises which step a tool is in.

Foreign objects
Position & placement
Process state

Electronics manufacturing

The same approach carries over to electronics: components present and correctly placed, carriers loaded, no contamination before the next step.

Start smallFree proof of conceptAfter a short call, you send us images or videos from your tool. We train a first model and show you what the system detects. No obligation.How projects work →

Beyond the factory

Where the task is visual, the method carries over.

Our focus is production. Outside manufacturing, we take on projects for businesses where the visual task is clear and the result has a system to go to.