
The boardroom mandate has shifted decisively from asking if AI can create value to demanding how it can be scaled across the entire enterprise, moving artificial intelligence from isolated experiments to full-scale production. This transition, however, is exposing a critical dependency: the success or failure of any AI initiative is inextricably linked to the strength and sophistication of its underlying










