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Perspectives

Ideas, conversations, and presentations on enterprise AI strategy, governance, human-centered transformation, and the practical realities of deploying AI at scale.

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Executive Brief

Executive Brief

Governance Philosophy

A perspective on the role of boards in balancing innovation and risk, providing informed oversight, and supporting long-term organizational value.

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Essays & Posts

Post

The AI Dividend Fallacy

Why productivity gains from AI do not automatically become cost savings—and why the greatest value often comes from expanding organizational capability.

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Essay

Why Measuring ROI for Enterprise GenAI Is Often a Mistake

Organizations frequently invest significant effort trying to precisely measure the ROI of broad Enterprise GenAI adoption. In many cases, the measurement problem is larger than the business problem.

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Post

Measure What You Understand

Why AI is best evaluated within mature business processes that have defined workflows, established quality gates, measurable outcomes, and reliable performance baselines.

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Presentations

Presentation

Mission AI vs. Sandbox AI

Why organizations need to move beyond isolated AI tools and integrate AI into operational workflows, enterprise data, and governance systems.

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Presentation

AI Governance 2.0

How autonomous agents and increasingly capable foundation models change the requirements for enterprise AI governance, assurance, and accountability.

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