This talk delves into the evolving data architectures that will drive the next generation of AI applications, exploring how Generative AI is transforming our interaction with data. We will examine the challenges and opportunities presented by constructing data systems that can support the distinctive requirements of GenAI, and envision the future of data architecture in a world where AI is omnipresent, we will work backward from real usecase together with Intesa bank team on how they are reinventing the risk management with Data and AI.