Behaviour
Incidental buy, low quantities, diverse tech mixes.
For manufacturers
Inspection and identification on the line.
Factories and production teams using vision for quality, assembly, packaging and traceability — including labs and small-series cells that need industrial grade without enterprise friction.
Commercial reality
How plants typically buy
Incidental purchases, often low quantities, across diverse technologies. Decisions can be fast when the job is clear — larger projects often run through specialised integrators.
Speed
Smart systems win when deployment speed matters.
Channel
Complex lines may still go via an integrator — we support both paths.
Use cases on the floor
Where Select · Detect · Control pays off
Quality control, assembly verification, packaging inspection, traceability and (de)palletising — matched to your takt and operators.
| Need | Typical direction | Go deeper |
|---|---|---|
| Quality / surface / assembly | Smart or PC depending on variation | Quality inspection page |
| Codes & OCR | Readers / smart cameras first | Traceability & OCR page |
| Gauging & 3D | 2D/3D measurement stack | Measurement page |
| Robot cells | Guidance + inspection loops | Robot vision page |
Typical stack
Smart cameras for speed of deployment; embedded or industrial PCs when you need more compute or multi-camera logic — plus lenses, lights and brackets selected as one system.
Smart-first
Standard ID, presence and simple QC without a heavy cabinet.
Step up to PC
When defects vary, AI earns its place, or multiple views share logic.
Labs & small series
Same industrial stack — faster iteration, no toy cameras.
Related
Start with the decision that unlocks the line
Describe the part and the decision you need
We map the stack and say when classical vision is enough — or when AI belongs on your line.