I will build a rag chatbot for your docs and knowledge base

S
saadmuzammil
S
saadmuzammil
Saad M.

About this gig

Description: A RAG chatbot is easy to demo and hard to trust. I build the retrieval pipeline properly, so your chatbot answers from your actual documents instead of guessing.

What you get:

  • Retrieval pipeline built on your docs or knowledge base
  • Prompt design and tuning for your use case
  • Basic evaluation set to catch hallucination and bad retrieval before your users do
  • Deployment and integration guidance

Why work with me: ~5 years in platform and ML engineering, production experience with LLM and RAG systems, not just tutorial-level builds.

How it works: share your data sources and use case, I build and test the pipeline, then hand off with documentation. Message before ordering if you need something outside these packages, happy to scope custom.

Get to know Saad M.

Saad M.

I build production grade agentic AI systems, not demos

  • FromPakistan
  • Member sinceMay 2017
  • Avg. response time1 hour
  • Languages

    Urdu, English
I build production-grade agentic AI systems, not demos. ~5 years in platform and ML engineering, shipping LLM-driven triage systems, fraud detection pipelines, and infrastructure migrations for a US fleet management SaaS company, plus web builds through my own studio. I focus on what most AI projects skip: escalation logic, evaluation, monitoring, and the pipeline that keeps a system reliable after the demo ends. Currently completing an MSc in AI at LUMS. If your AI prototype works in a notebook but not in production, that's exactly where I come in.