The Untaught Lessons of RAG Retrieval: Cosine Is Not the Foundation

Enterprise Document Intelligence rejects the standard cosine similarity approach for RAG systems in favor of structured table filtering instead. This method runs keyword searches on line data and reasoning over tables of contents to find answers before using embeddings only as a final fallback signal when vocabulary mismatches occur.