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The Eight Scenarios: Mapping Positive and Negative Uncertainty in Data & AI Projects
Each quadrant of the uncertainty matrix splits into positive and negative scenarios — giving us eight distinct situations demanding different governance approaches. Traditional PMO works for four of them and actively harms the other four.
5 days ago7 min read


Anatomy of Uncertainty - Why Data & AI Projects Need a New Navigation Map
Gen AI projects reveal inadequacy of inherited frameworks. Learn why 95% of GenAI pilots fail not from technical risks, but from unvalidated assumptions about adoption, workflow fit, and business value—and how to navigate uncertainty rather than just manage risk.
Nov 9, 202514 min read
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