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


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
Backend Cloud Engineer
- FromPakistan
- Member sinceOct 2020
- Avg. response time1 hour
Languages
Urdu, English

