Perspectives

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

Featured Conversation

Executive Brief

Executive Brief

Governance Philosophy

My perspective on the role of a board in balancing innovation and risk, providing informed oversight, and supporting the growth long-term enterprise 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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Essay

The AI Substitution Fallacy

Why quality is a critical hidden variable in AI value.

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Post

When Offense Becomes Cheap

How AI is rewriting the economics of cyber offense—and creating new opportunities for secure-by-construction software and proactive defense.

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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.

Presentation link to be added

Presentation

AI Governance 2.0

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

Presentation link to be added