A Retrieval-Augmented Generation (RAG) workload consists of an LLM and external knowledge base with latest data, stored in a vector database. In VMware Private AI Foundation with NVIDIA, you can configure a RAG workload to use embeddings from a vector database managed by VMware Data Services Manager.