AI transformation fails when it is treated as a tooling rollout.
The deeper question is how work changes when teams can research, reason, draft, build, support, and measure with AI in the loop. That is an operating model question.
The new model needs clear ownership, measurement, enablement, and systems that make the better workflow easier than the old one.