I will build a rag chatbot for your documents with source citations

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dima_bolibok
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dima_bolibok
Dima B

About this gig

I will build a document Q&A chatbot with source citations. We agree on a set of questions and check the answers against your documents.


Basic includes one batch of up to 50 text-based PDF pages, a private web chat and a 10-question test report. Standard supports up to 300 pages and adds individual user logins, document re-upload and 25 test questions. Premium supports up to 1,000 pages, two access roles and 50 test questions.


All packages cover one document language and one model provider, with spend limits. You receive source code, setup notes and deployment to one agreed environment on your hosting. API and hosting fees are separate.


The backend uses FastAPI and PostgreSQL/pgvector. The report covers retrieval and citation checks, including errors and questions the documents cannot answer.


Scanned PDFs/OCR, complex tables, live data connectors and SSO need a custom quote. My DocQA demo and evaluation report are in my portfolio.


Before ordering, send a document sample and five questions so I can check the scope.

Get to know Dima B

Dima B

AI engineer, Germany: RAG chatbots, LLM integration, production MVPs

  • FromGermany
  • Member sinceOct 2025
  • Languages

    English, German, Russian, Ukrainian
I build RAG chatbots that answer questions from your documents with source citations, and integrate OpenAI or Claude into existing web apps. We can start with one AI feature or a small document Q&A pilot. My portfolio includes public demos with source code and repeatable tests. I work with Python/FastAPI, Next.js, .NET and Spring Boot. I'm based in Germany and available for up to 40 hours a week. I speak English, German, Russian and Ukrainian. Send your stack and the feature you need. Gerne auch auf Deutsch.

My Portfolio

Other AI Development Services I Offer