---
title: "From Promise to Impact: How C… | Insights — Lyoen & Partners"
url: https://lyoenandpartners.com/insights/from-promise-to-impact-how-companies-can-measureand-realizethe-full-value-of-ai
description: "McKinsey's five-layer AI measurement framework ties technical performance, user adoption, operational KPIs, strategic outcomes, and financial impact into…"
lang: en-US
---

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← Insights: https://lyoenandpartners.com/insights

Wednesday, April 22, 2026ai-in-boardroom

# From Promise to Impact: How Companies Can Measure—and Realize—the Full Value of AI

McKinsey's five-layer AI measurement framework ties technical performance, user adoption, operational KPIs, strategic outcomes, and financial impact into a single governance-embedded performance management system for boards and C-suites. The report argues that a measurement framework is only as effective as the governance routines that bring it to life, replacing ad hoc reporting with standard forums and consistent evidence. For SEA mid-market CEOs, this is a blueprint for translating AI pilots into board-trackable operating rhythm and closing the gap between AI investment and demonstrable value.

Sources

McKinsey & Company (https://www.mckinsey.com/capabilities/quantumblack/our-insights/from-promise-to-impact-how-companies-can-measure-and-realize-the-full-value-of-ai)

Topic: Governance Execution: https://lyoenandpartners.com/insights/topic/governance-execution

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