Teradata delivers data up to 93 percent faster

September 21, 2026 - Research 26174

Enterprise AI investments deliver the strongest returns when organizations build and run models where their data is already managed and governed. To investigate the value of this approach, Nucleus interviewed organizations running their enterprise data warehouses on Teradata. Customers reported benefits including 25 to 93 percent faster data processing and delivery, with the largest gains following moves to Teradata VantageCloud. These customers are now extending the platform beyond analytics, moving model creation onto the warehouse instead of separate stacks. Going forward, Nucleus expects platform selection for enterprise AI to favor solutions that unify data management and AI development, allowing organizations to avoid the costly and time-consuming process of rebuilding AI pilots for production.