The expectations associated with AI are a forcing function for enterprises to improve data processes to ensure data can deliver successful outcomes. This requires a holistic understanding and how, where, when and why data is produced and consumed across the enterprise, and a need to increase focus on the requirements and desired business outcomes of data initiatives and work backward toward the data processing capabilities required to deliver them.