RAG Pipeline

Watch a question travel through every reasoning stage — using the real retrieval data from your query

How a PDF question becomes a grounded answer

Ask anything above. Each stage below fills in with the real data produced for that question — extracted pages, structure-aware chunks, hybrid search hits, rerank scores, evidence validation and the final cited answer.

Text Extraction→ Structure-Aware Chunking→ Hybrid Search→ Reranking→ Evidence Validation→ LLM Generation→ Answer + Citations