Yes, most RAG is done with a vector database. Or something that approximates a vector database, like a traditional database with a vector-index add-on.
Keyword or text matching based search is likely still more popular due to how long its been around, its simplicity, and the tooling built around it. Most companies who have internal search are most likely not using vector / semantic search, but are doing something more basic.
