What this means in practice

  • Build an AI opportunity portfolio tied to business work.
  • Define governance, data access, human approval, and model/tool standards.
  • Configure and connect tools so teams use AI consistently.
  • Measure adoption and outcomes, not just usage.

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.