Perspectives

Ideas and conversations 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

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

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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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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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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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The 4A Methodology: From Analysis to Autonomy

An incremental, capability-centric approach to AI that builds from Analysis to Assistance to Augmentation—and, where appropriate, Autonomy.

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Applying the 4A Methodology

How Analysis, Assistance, Augmentation, and selective Autonomy can create value in supplier onboarding while building trust and managing risk.

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