AI readiness is not only about ambition. It depends on whether the organization has usable knowledge, clear processes, accountable owners, accessible systems, and a realistic path from experiment to adoption.

This view frames AI adoption as an organizational design question. The stronger the operating foundation, the more effectively AI can support work rather than adding another disconnected layer.