Insights & Perspectives

Thought leadership on AI strategy, governance, and execution from two decades of real-world transformation experience.

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December 29, 2025

The Data Readiness Trap

Why early AI success can be the most misleading signal. How AI projects stutter when data is available but not truly ready, and what to do about it.

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