As enterprises race to adopt Generative AI, many are tempted to start with what they know: drop some PDFs in Object Storage or load documents into a database like Oracle DB23AI, then run vector embedding and Retrieval-Augmented Generation (RAG) on top. "And sure, it works—at least for a prototype.