For years, search engines like google and databases relied on important key phrase matching, usually resulting in fragmented and context-lacking outcomes. The introduction of generative AI and the emergence of Retrieval-Augmented Era (RAG) have remodeled conventional data retrieval, enabling AI to extract related knowledge from huge sources and generate structured, coherent responses. This improvement has…