What this means in practice

  • Set up fixed cameras with backlighting or angled lighting at the inspection point so flaws show clearly
  • Collect images of pieces that inspectors have already passed or rejected, for each product and thickness
  • Label the defect types the quality team tracks, plus clean examples of each product
  • Send only flagged pieces and spots to a trained inspector, who confirms or rejects each mark
  • Add reviewed images back into training whenever a new product, coating or line speed comes in

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.