Comment by petercooper

You're right, and it's also possible to still use LLMs and vector search in such a system, but instead you use them to enrich the queries made to traditional, pre-existing knowledge bases and search systems. Arguably you could call this "generative assisted retrieval" or GAR.. sadly I didn't coin the term, there's a paper about it ;-) https://aclanthology.org/2021.acl-long.316/