I will build a rag pipeline or llm integration for your app or data

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Muhammad Usman

About this gig

Turn your data into an AI that gives accurate, reliable answers.

Most AI systems fail because they dont know your data.

They hallucinate. They guess. They break trust.

I build RAG (Retrieval-Augmented Generation) systems that connect AI directly to your documents, databases, or codebase so it answers based on real information, not guesses.


What I Can Build

  • AI that chats with your documents (PDFs, Notion, docs, etc.)
  • Knowledge base assistants for teams or customers
  • Codebase-aware AI assistants for developers
  • Semantic search systems over large datasets
  • APIs or chat interfaces for your application

️ What You Get

  • Accurate, source-grounded AI responses
  • Fast retrieval from large datasets
  • Scalable pipeline for growing data
  • Clean API or chat interface

Supported Data Sources

  • PDFs, documents, knowledge bases
  • Databases & structured data
  • Codebases (advanced support)
  • Custom data pipelines

Who This Is For

  • SaaS products adding AI features
  • Startups building AI-powered tools
  • Teams tired of searching through docs
  • Businesses needing reliable AI answers

Not For You If

  • You just want a basic chatbot
  • You dont have real data to use
  • You expect magic AI without structure 

Get to know Muhammad Usman

Muhammad Usman

I build AI Agents and LLM Powered systems that automate real business operations

  • FromPakistan
  • Member sinceNov 2025
  • Avg. response time1 hour
  • Languages

    English
Full work & case studies: buildwithusman.me Full-Stack AI Engineer specializing in autonomous agents, RAG pipelines, and LLM-powered systems that ship to production. My work has 2,500+ downloads across PyPI, npm, and crates.io, with agent platforms deployed across WhatsApp, Telegram, Discord, and Gmail. I deliver: AI agents & multi-channel bots, RAG pipelines, LLM integrations (OpenAI, Gemini, Claude), full-stack AI apps, high-performance backends in Python, TypeScript & Rust, and n8n automation workflows. Clean code. Documented. Production-ready.

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