What this means in practice

  • Teams use different AI tools with no shared rules for data or review.
  • Pilots impressed in demos but never reached production.
  • Leadership is fielding AI vendor pitches with no one to evaluate them.
  • The CTO or operations lead is too stretched to own AI decisions as well.

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.