Metrics & ROI

After this week you will be able to measure the true financial return of AI and confidently kill pilots that will not scale. Use McKinsey's five-layer measurement framework, moving from technical performance and user adoption up through operational KPIs, strategic outcomes, and financial impact. Most organizations, around 60 percent, show no enterprise-wide EBIT impact because they chase local efficiency instead of changing the business model, the ROI trap where AI just produces more slide decks. Run AI as a managed investment with real stage gates: Pilot, MVP, Initial scaling, Full scale. Example: rather than counting logins, track whether an AI-assisted service workflow lowers cost-to-serve while holding quality, and let it pass the MVP gate only if those operational KPIs improve. Boardroom deliverable: an AI Investment Scorecard defining the operational and financial KPIs each current pilot must hit to pass its next stage gate, or be shut down.