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Management

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A single company wide AI mandate box fans out to five team columns, each scored against five manager behaviors as a dot grid, with adoption bars ranging from 91 percent down to 12 percent beneath a misleading 57 percent average.

The manager's role in AI adoption

Company-wide AI mandates fail or succeed team by team. The deciding factor is usually the manager, not the tool. Here is what that role actually requires.

AdoptionManagementChange ManagementLeadership