I will build an ai assistant that answers from your documents with citations

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saadmughal435
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saadmughal435
Muhammad Saad

About this gig

Most AI chatbots make things up. Yours will not - every answer points to the document and page it came from, so your customers can check it.


See saadm.dev/sanad for a live RAG assistant I built: ask it a question, watch it stream the answer with citations attached.


What I build:

- AI assistants trained on your own documents: PDF, DOCX, spreadsheets, web pages

- Retrieval-augmented generation with inline source citations

- Streaming responses, conversation memory, clean chat widget for your site

- Claude API and OpenAI API, with model switching so you are not locked to one vendor

- Server-side key management, cost tracking and usage limits

- English and Arabic support


Stack: Python, FastAPI, LangChain, vector search, React.


Why citations matter: an assistant that cannot show its source is a liability. Mine tells your customer exactly where the answer came from, and says it does not know instead of inventing something.


Message me with the documents you want it trained on and I will tell you which package fits before you order.

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Get to know Muhammad Saad

Muhammad Saad

Automation and Software Developer

  • FromPakistan
  • Member sinceJun 2020
  • Avg. response time1 hour
  • Languages

    English
I build production software companies actually run on - not demos. I designed and deployed a 20+ module MES/ERP platform now in daily use across production, QC, finance and procurement at a Dubai manufacturer, bridging Sage Evolution ERP with a FastAPI/MongoDB/SQL Server web app. I also ship AI systems on the Claude and OpenAI APIs: RAG assistants with citations, document automation, support copilots. Stack: Python, FastAPI, React, TypeScript, MongoDB, SQL Server, Docker, Nginx, LangChain. Based in Dubai. Clear scoping, realistic timelines, working code.

My Portfolio