Most RAG systems don’t understand sophisticated documents — they shred them

RAG systems often fail to understand sophisticated documents due to preprocessing issues. Semantic chunking and multimodal textualization can improve reliability by preserving document structure and making visual data searchable. This approach transforms RAG systems into true knowledge assistants.