What organizational structures and governance models enable effective AI at scale? When and how should an organization establish a Chief AI Officer role or an AI Center of Excellence?

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Effective AI at scale requires organizational structures and governance that balance central coordination with distributed execution. The right model depends on organizational context, AI maturity, and strategic ambitions. For organizational structure, three main models exist.