Artificial intelligence has rapidly morphed into an executive mandate across organizations. Owners are asking where AI can reduce costs, improve forecasting, accelerate decision-making, and create competitive advantage. Leadership teams are launching pilots, employees are experimenting with generative AI, and technologists are evaluating new platforms. Yet many organizations are building AI capabilities on top of a data environment that was never designed to support them. Da