In a landscape where AI is a core driver of competitive advantage, many enterprises struggle with fragmented, ad-hoc AI initiatives that fail to deliver measurable returns. The solution is an AI center of excellence (CoE), a strategic framework that unifies talent, processes, and infrastructure under a single, cohesive vision. This is a critical need, as a 2025 S&P Global Market Intelligence report reveals a dramatic surge in project failures.