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HOW TO BUILD AN AI-CAPABLE WORKFORCE

Scaling a Program Built to Last

Deploying a foundational AI capability program is the starting point, not the destination. The organizations

that move from AI awareness to AI advantage are the ones that build on that foundation – scaling capability across functions, sustaining it as the technology evolves, and measuring whether it is actually changing how people work. This is the second of two playbooks on enterprise AI capability building.

Where Playbook 1 ↗ covered the framework, the sequencing logic, and the delivery model, this playbook addresses what comes next: scaling to role-specific and advanced capability, managing adoption through deliberate change management, maintaining a living capability asset that stays current without constant redesign, and measuring impact in a way that demonstrates value to the board.