The most common failure point in generative AI is not the boardroom, the vendor shortlist, or the training portal. It is the layer of managers who must turn executive ambition into everyday behavior. That is why Gen AI adoption keeps stalling even in organizations where senior leaders have approved the budget, picked the platform, and announced the mandate. Middle managers decide whether AI becomes a workflow, a side experiment, a compliance headache, or a quiet casualty of organizational avoidance.

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