Introduction The most important question in enterprise AI today is not which model to deploy. A more fundamental question determines whether AI initiatives create sustained business value: What does your AI actually know about your business? This question defines the difference between systems that scale reliably and those that remain limited to isolated demonstrations. The Illusion of Capability Enterprises have made significant investments in