What this means in practice

  • Set a simple photo routine for each wheel position during pre-trip or yard checks.
  • Label your own tire photos for wear, cuts, bulges, cracks and embedded objects.
  • Train or tune a model and save each flag to the vehicle record by wheel.
  • A technician confirms every flag with a hands-on check and tread gauge.
  • Track repeat wear patterns by vehicle so alignment or loading issues get fixed.

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.