# Visual defect detection on the line: AI use case

> Detect defects consistently from camera images at production speed. Manufacturing & Logistics.

Source: https://aibyos.com/use-cases/inspection

Manufacturing & Logistics

# Visual defect detection on the line

Detect defects consistently from camera images at production speed.

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## How we approach it

1.  Data collection and labelling with operators
2.  Fine-tuned vision model optimised for edge hardware
3.  Monitoring and continuous retraining from operator feedback

## How success is measured

Detection recall/precision on held-out images, false stops per shift.

## Capabilities involved

[◐ Image & Vision Models](https://aibyos.com/services/vision)[▤ MLOps, LLMOps & Inference](https://aibyos.com/services/llmops)

## Industry

Manufacturing & Logistics

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