Diagram ready

Enterprise RAG Ingestion Pipeline A strict left-to-right topology for sequential transformation and retrieval Enterprise RAG Ingestion Pipeline A strict left-to-right topology for sequential transformation and retrieval ingest chunks vectors top-k evidence Documents — approved source files Documents approved source files Tokenizer — split and budget Tokenizer split and budget Embedding — encode semantics Embedding encode semantics Vector Index — store searchable vectors Vector Index store searchable vectors Retrieval — rank relevant context Retrieval rank relevant context Grounded Output — answer with citations Grounded Output answer with citations