What this means in practice

  • Set up consistent lighting and camera angles at each weld station.
  • Collect and label photos of good welds and of each defect type your inspectors reject.
  • Train or tune a model on those photos and test it against inspector decisions.
  • Have the model flag visible issues and attach photos to the part record.
  • A qualified inspector reviews every flag and makes the final accept or reject call.

How Lid Vizion approaches it

We start with the business decision and operating context, define ownership and measurable milestones, then use configuration, integrations, automation, or custom software only where each earns its place.