I will build a multilingual ai chatbot that answers from your documents


About this gig
Need a chatbot that answers your customers in their own language, using YOUR documents instead of making things up?
I build multilingual RAG chatbots. Upload your PDFs, policies, FAQs or website, and users get accurate answers with the source shown, whether they ask in English, Arabic, French, Spanish or many other languages.
What you get:
- Multilingual search: ask in one language, find answers in documents written in another
- Strong support for hard languages like Arabic (diacritics, letter variants, mixed scripts)
- Answers with source citations so users can verify them
- OpenAI, Gemini or open-source models
- Website widget, web app or API
- Full source code and a setup guide
Why me:
I'm a full-time AI engineer building a production Arabic and English conversational AI platform for enterprise clients (LangGraph, FastAPI, Qdrant, AWS). My research on Arabic retrieval improved search accuracy by 54.5% over the standard baseline.
Good fits: customer support, HR policy assistants, legal and regulation Q&A, product catalogs and course material.
Message me your documents, languages and goal before ordering, and I'll tell you which package fits.
Get to know Osman B
- FromSudan
- Member sinceMar 2022
- Last delivery1 year
Languages
English, Arabic
FAQ
Which languages are supported?
English, Arabic, French, Spanish, German, Turkish, Urdu, Hindi and most other major languages. The bot replies in the user’s language, even if your documents are in a different one.
Can my documents be in one language and users ask in another?
Yes. I use multilingual embeddings, so a question in French can find the answer in an English or Arabic document.
Which AI model do you use, and who pays for it?
OpenAI, Gemini, or an open-source model. You use your own API key, so usage costs go to your account. I’ll estimate them before we start.
Will the bot make things up?
It’s instructed to answer only from your documents and to show the source. If the answer isn’t there, it says so instead of guessing.
Is my data private?
Your documents stay in your own account and are used only for your chatbot. I’m happy to sign an NDA.

