AI Evaluation Inside Companies Is Fracturing Into Three Uncoordinated Tracks

Boards, management, and technical implementation teams are each assessing AI independently, with no shared narrative connecting governance, economics, and reliability. Directors are now demanding that CIOs deliver a single integrated view rather than three competing ones.

Reported by: Harvard Law School Forum on Corporate Governance; CIO.com

Norm's Take

Fragmented ownership is why so much AI capital produces so little measurable return. The fix is structural, not technical: name a single accountable owner who reports both cost and risk in the same document.

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Analysis and opinion, not investment or legal advice. © 2026 Norm Murray. All Rights Reserved.

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Norm Murray, CEO and Founder of Norm E. Murray
About the author
Norm Murray
AI Leadership Advisor · Psychologist · Economist
Norm advises CEOs, boards and senior leaders on the psychology and economics of AI adoption: what AI does to leaders and organizations, not just what it does. He has led global businesses across multiple continents and writes The Norm Report for executives navigating the AI shift.
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Norm’s Edge is analysis and opinion intended for senior executive and board-level audiences. It does not constitute legal, financial, investment, compliance or regulatory advice. Stories are drawn from third-party reporting that may be unconfirmed. Readers should seek independent professional counsel before making decisions based on any content published here. Norm E. Murray does not accept any liability for actions taken in reliance on this analysis.

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