What this means in practice

  • Pick one question a camera can actually answer.
  • Use images from your own cameras, sites and lighting.
  • Agree the accuracy that would be useful before you start.
  • Test on images the model has not seen, including hard cases.
  • Check privacy and where processing will run before you scale.

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.