AI Adoption Observability

Projection: Function leaders will need one operating view across sanctioned use, shadow activity, spend, output quality, and realized value. Adoption under governance pressure makes fragmented visibility a present concern; monthly management practice is still conjecture. The shift is real when those measures appear together in recurring business reviews.