I will build ai automation with rag pipeline

K
kunalkk99
K
kunalkk99
Kunal Kumawat

About this gig

ChatGPT doesn't know your business. Your internal docs, SOPs, product manuals, past tickets none of that is in the model. RAG (Retrieval-Augmented Generation) fixes that by letting the AI search your documents before it answers.


I build RAG pipelines that are grounded, accurate, and production-ready not demo projects. I've built and deployed a live RAG system handling 4050 IT tickets per day with 98-99% classification accuracy at a large telecom company.


What I'll build for you:

Ingest your documents (PDF, Word, Excel, text, CSV)

Chunk and embed them using sentence-transformer models

Store vectors in FAISS or a vector DB of your choice

Build a retrieval layer that finds the right context

Feed retrieved context into GPT-4, Claude, or your LLM of choice

Return structured, grounded answers not hallucinations


Good fits for this gig:

Internal knowledge base Q&A bot

Customer support bot trained on your product docs

IT helpdesk or HR policy assistant

Any chatbot that needs to know your specific data


All pipelines are built in Python. I also test for hallucination and retrieval failures before delivery.


Message me with your document type and use case I'll scope it quickly.

Get to know Kunal Kumawat

Kunal Kumawat

Boosting Business Efficiency with RPA And AI Automation

5.0(1)
  • FromIndia
  • Member sinceMay 2025
  • Avg. response time1 hour
  • Last delivery9 months
  • Languages

    English, Hindi
Hey! I'm Kunal, a Senior RPA and AI Developer with 5+ years of experience building automation and AI systems that work in production. I have delivered 30+ automations across telecom, banking, insurance, and aviation. I also build LLM pipelines, RAG systems, and document processing workflows using AWS Bedrock, Azure OpenAI, Gemini, and Python. My work has achieved 98-99% AI accuracy and saved clients over $500k annually. I work with startups and small businesses who need reliable automation without complexity. Message me with your use case!

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