What this means in practice

  • Use consulting when the problem is bounded and the deliverable is clear.
  • Use fractional executive ownership when AI decisions cut across multiple teams or workflows.
  • Define who owns governance, vendor choices, evaluation, adoption, and exception handling.
  • Do not confuse model experimentation with an operating AI function.

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.