AI and Digital Strategy
Your Data Pipeline Is an Operating-Model Decision, Not an IT Project
Who owns data collection across your business units, what happens when none agreed a convention, and why that cost is incurred long before any model exists.
Professional knowledge and strategic perspectives across strategy, projects, operations, engineering, transformation and business performance.
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Who owns data collection across your business units, what happens when none agreed a convention, and why that cost is incurred long before any model exists.
Why reliable AI and digital decisions depend on data ownership, process discipline, permissions, context and feedback rather than technical pipelines alone.