AI implementation is rapidly transforming the landscape of modern businesses, as organizations transition from simple experimentation to fully integrated production systems.This shift signifies a critical evolution, where the focus on metrics like AI ROI is overshadowed by the need for effective operational frameworks and stringent AI governance.