From first photograph to a model that runs your line
Quality inspection is not a product you install once. It is a loop: the system judges, your people correct it, and it gets better at your product specifically.
Capture every part
A camera photographs each part as it passes — or you upload images by hand while you are still evaluating. Either way the image is scored immediately, in well under a fifth of a second, so inspection never becomes the slow point on the line.
Teach it your defects
No two factories agree on what counts as a defect, so you define the vocabulary. Operators work through a queue that puts the most ambiguous images first, marking where the problem is with a box.
Train on your own product
Labelled images become a training set in one click, and a model is trained on what your good parts look like. Every model is versioned, so switching back is a single click.
Prove it got better
A new model should not go live on a promise. Run it across parts nobody has judged yet and see what it now decides, and where it changed its mind compared with the model before it.