I will build a rag chatbot trained on your documents and knowledge base

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Muhammad Bilal

About this gig

Generic AI answers lose customers. A bot that answers from your own documents keeps them.


I build RAG chatbots that read your content, your policies, your product docs, your FAQs, and answer from that, with the source shown so nobody has to trust it blindly.


WHAT YOU GET

A bot trained on your documents, not the open internet

Source citations on every answer

API endpoint, or a chat widget for your site

Handoff to a human when the bot is unsure

Your documents handled securely, and they stay yours


WHY ME

I built a RAG assistant over patient records for a healthcare platform, where answering from the wrong patient file is not survivable. Retrieval and data design are where these systems fail quietly, and that is the part I get right. Python, FastAPI, OpenAI and Claude APIs, pgvector and Pinecone.


Tell me what your documents are and what people will ask, and I will tell you honestly whether RAG is even the right answer for you.

Get to know Muhammad Bilal

Muhammad Bilal

Backend Cloud Engineer

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

    Urdu, English
I build backends and web apps, and I deploy them properly. Python with FastAPI and Flask, React and Node on the frontend, running on AWS with Docker and CI/CD. Recent work: a lead generation platform that handled millions of records and tracked over 150,000 euros in deposits in two months, a fintech platform across 8 repositories on AWS, and ERP and billing systems for government datacenter operations. AWS Certified Solutions Architect. Python certified. I reply fast, and I tell you if something will not work before you pay for it.

My Portfolio