The AI challenge is fundamentally a data challenge AI is no longer a technology question—it is a business discipline. Yet most initiatives still start with platforms instead of purpose. To unlock real value from AI, organizations must rethink where they begin: with data they trust, problems worth solving, and value that is defined before a single model is deployed.