Corporate Q&A over your documents. Upload PDFs, DOCX, TXT, links — the bot answers from your knowledge base with cited sources.
Keyword precision of BM25 combined with semantic understanding of vector embeddings, reranked by the LLM. No "question understood wrong" misses.
PDF, DOCX, TXT, URLs. Chunking with overlap, metadata extraction, incremental re-indexing.
Runs entirely on your server. Documents never leave your infrastructure.
Mistral AI or Sber GigaChat out of the box — no foreign dependencies.
Document management, query analytics, accuracy tracking, source citations on every answer.
I build production AI systems. Tell me your task — analysis is free.
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