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Value Realisation and Adoption
AI generates value only when solutions are adopted by the business and tied to measurable outcomes. Launch events are not value events.
Lesson: define value metrics, business ownership, and adoption plans from day one.Why this matters in practice
Many AI initiatives deliver technical output but weak business impact due to poor workflow integration, unclear ownership, or missing enablement. Value realization requires capability, incentives, and measurement across the operating model.
What to check in your organization
1. Is each AI initiative mapped to specific business outcomes and KPIs?
2. Is there a named business owner accountable for adoption and value?
3. Are teams trained and supported to use AI in live workflows?
4. Do reviews track realized value, not just deployment status?
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