Why a structured system is needed
AI activity can move quickly. Coherent progress rarely happens by accident.
Ideas often emerge in different functions, at different speeds and against different standards. Without a shared operating rhythm, the business can accumulate tools, pilots and risk without developing a clear AI capability.