I will build a custom ai chatbot trained on your documents using rag


About this gig
Turn your documents, FAQs, or website into an AI assistant that
actually knows your business.
I build custom RAG (Retrieval-Augmented Generation) chatbots that read
your PDFs, docs, or website content and answer questions accurately
no hallucinated nonsense, no generic ChatGPT wrapper.
What you get:
Chatbot trained on YOUR content (docs, PDFs, website, knowledge base)
Accurate answers with source grounding (reduces hallucinations)
Simple web widget or API endpoint embed anywhere
Works in English and Russian
Clean, documented, production-style code (not a throwaway script)
Why work with me:
I build production RAG systems with FastAPI, LangChain, pgvector, and
Docker hybrid retrieval, reranking, and evaluation, not just a basic
demo. I've shipped a full RAG chatbot API with CI and OCR support for
scanned documents.
Common use cases:
- Customer support bot trained on your help center
- Internal knowledge assistant for your team's documents
- Website chatbot that answers from your product docs
- Research/legal document Q&A assistant
Send me your documents/website and what you want the bot to do
I'll confirm scope before you order.
Get to know Alex B.
Backend Developer: REST APIs, FastAPI, Flask, Databases
- FromKazakhstan
- Member sinceJun 2026
Languages
Russian, English, Italian, German
FAQ
Will the bot make things up?
Answers are grounded in retrieved fragments of your actual documents, which greatly reduces hallucination risk compared to a plain ChatGPT wrapper - though it's never fully zero, and I'm upfront about that.
Do I need my own server or API key?
We'll confirm this during the Requirements step - it can run on your infrastructure or mine (Premium package).
What languages will the bot support?
I can add any requested language with the native support for them.

