From our experience simple RAG is often not that helpful as the questions itself are not represented in the vector space (except you use an FAQ dataset as input

From our experience simple RAG is often not that helpful as the questions itself are not represented in the vector space (except you use an FAQ dataset as input). Either a preprocessing by an LLM or specific context handling needs to be done.