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Machine vision and visual inspection

Define what must be inspected, under which conditions and what the machine should do with the result.

Discuss your application
AI visualization: Industrial machine vision for close inspection of a manufactured part.
AI visualization

An inspection project needs a clear decision: presence, position, appearance, identification or another defined characteristic. Axistra approaches machine vision as part of the production process, connecting image acquisition, inspection requirements and the response of the machine.

Representative good and defective samples, expected variation and operating conditions shape the assessment. Lighting, optics, positioning and timing need to make the relevant feature visible. The inspection result must then reach the correct machine or product-handling step.

Feasibility work and implementation are scoped around agreed samples and test conditions. Detection performance is established through evidence for the particular application; it cannot be determined from a general description alone.

What we define together

The activities and documentation are defined by the requirements and agreement for the project.

Practical questions

Are a few ideal samples enough?

They can start the discussion, but they do not represent production variation. Include normal variants, known defects and borderline examples relevant to the acceptance decision.

Do we need AI for the inspection?

That is an engineering choice after the inspection task and images are understood. The method should fit the feature, variation and test requirements; a particular software approach is not assumed.

What happens when the inspection fails?

The required response must be defined: reject the product, flag it for review, signal another machine or follow another agreed action. Product identification and response timing are part of the integration scope.

Bring us your production challenge.

Share the task and its constraints. Let’s define the next technical step.

Tell us about your project
AI visualization