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Bee — Ask your documents

Vite, LLM, RAG · 2026 · 1 min read

Bee — Ask your documents

Document Q&A over your own files. Upload, index, and ask questions — answers come back with inline citations to the source passage so you can verify before trusting. Built as a focused RAG product rather than a general chat wrapper.

RAG pipeline

flowchart LR
    upload["Upload<br/>(PDF · DOCX · TXT · scans)"]
    ocr["OCR (scans)"]
    chunk["Chunk + clean"]
    embed["Embed"]
    store[("Vector store")]

    q["User question"]
    retrieve["Retrieve<br/>top-k"]
    rerank["Rerank"]
    llm["LLM<br/>answer + citations"]
    answer["Answer<br/>with inline cites"]

    upload --> ocr --> chunk --> embed --> store
    q --> retrieve
    store --> retrieve
    retrieve --> rerank --> llm --> answer