I will build a document QA knowledge base with ai powered search and citations


About this gig
Turn your business documents (PDFs, policies, contracts, manuals) into a searchable AI knowledge base that answers questions with exact source citations not generic chatbot guesses.
I build the full pipeline: document ingestion, chunking, embeddings, vector search, and a FastAPI backend that returns grounded answers with references back to the source document and page.
Stack: Python, FastAPI, LangChain, ChromaDB/Qdrant, Docker.
Get to know Mikhail Esemchi
LLM Apps and AI Agents Developer, Python and FastAPI
- FromLatvia
- Member sinceFeb 2026
Languages
Russian, English, Latvian
Other AI Development Services I Offer
FAQ
What information do I need to provide?
Please provide your documents (PDF/Word), or access to the source you'd like indexed, and let me know your preferred LLM provider (OpenAI, Anthropic, or local).
Can you use my own LLM (not OpenAI)?
Yes, I support Anthropic and local models via Ollama.
Does it work with scanned PDFs?
Yes, OCR is included in the Premium package.
