Step 2

Ask a question

Left = chat · Right = production path (rewrite → hybrid → rerank → citations)

Query rewriteMetadata filteringHybrid retrievalRerankingContext selectionLLMCitation / groundingFinal answer

Production RAG map?

Follow this while you upload and ask — every live panel maps to a box here.

01
Data Sources
PDF · DB · API · Web
↓
02
Ingestion pipeline
Parse · Clean · Chunk · Metadata · Versioning
↓
03
Embedding + indexing
Vectors + keyword tokens
↓
04
Dual stores
Qdrant + BM25 keyword index
↓
05
User query path
Rewrite → filters → hybrid → rerank → compress → LLM → citations
↓
06
Eval + observability
Grounding · feedback · latency traces

Ask about your uploaded files. The answer appears here.

Try this

Upload a doc first (step 1), then ask something it clearly answers — and one thing it does not answer.

waiting

Production query path — open each step for the full explanation.

Query rewriteMetadata filteringHybrid retrievalRerankingContext selectionLLMCitation / groundingFinal answer

Ask a question on the left. You will see rewrite → filters → hybrid (Qdrant + BM25) → rerank → context → LLM → citations.