Query expansion and reranking are both valuable and things that even small LLMs are pretty good at. People are broadly not great at writing search queries, so a system that takes a poorly phrased question, turns it into several different actual search queries and then merges and sorts the results by relevance can have a big impact. All the better if the AI can ask the user some clarifying questions.