Data context and governance key to scaling enterprise AI

Enterprise AI is shifting focus from models to data foundations. 1touch.io CEO Ashish Gupta said AI is productive only with the right data context driving accuracy. Success requires a clear AI vision, accurate data, cultural adoption, and continuous monitoring. Many AI projects fail to move beyond pilot without these elements.