Retrieval Augmented Generation (RAG) frameworks enhance large language models (LLMs).Insight-RAG is a framework designed to address limitations of conventional RAG methods.Insight-RAG employs an LLM to analyze the query and extract informational requirements.Integrating insight-driven retrieval in RAG enhances performance and expands applicability.