I will build a custom rag chatbot using langchain and vector db for your document

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mandape_ganesh
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Ganesh Mandape

About this gig

Tired of manually searching through hundreds of pages to find answers? I'll build a production-ready RAG (Retrieval-Augmented Generation) chatbot that lets you chat with your own documents PDFs, Word files, knowledge bases, or any text data.

What you get:

  • Document ingestion pipeline with chunking and embedding
  • Vector database setup (Pinecone, Weaviate, or Chroma)
  • LLM integration (OpenAI, Claude, or AWS Bedrock)
  • FastAPI backend with clean REST endpoints
  • Conversational memory for follow-up questions

Why work with me: I'm a Senior GenAI Engineer with 5+ years of Python experience. I've built RAG systems that improved retrieval accuracy by 40% on enterprise-scale datasets. Every delivery is production-grade not just a notebook demo.

My stack: LangChain · LlamaIndex · FastAPI · PostgreSQL · AWS · Docker

Packages at a glance:

  • Basic ($75) Single-doc RAG with API endpoint, up to 50 pages
  • Standard ($150) Multi-doc RAG + memory + Streamlit UI
  • Premium ($300) Full system with RBAC, semantic cache, AWS deployment


Message me before ordering if you have a specific use case happy to confirm it fits before you buy.

Get to know Ganesh Mandape

Ganesh Mandape

AI Engineer Python Developer FastAPI Django RAG LangChain MCP OpenAI Claude

  • FromIndia
  • Member sinceJun 2026
  • Avg. response time1 hour
  • Languages

    English, Hindi
I am a Python and Generative AI Developer with 4+ years of experience building scalable backend systems, AI-powered applications, and automation solutions. I specialize in: Custom RAG Chatbots AI Agents using LangGraph and LangChain OpenAI and Gemini Integration FastAPI and Django Development Workflow Automation REST API Development Vector Database Integration (ChromaDB, Pinecone, FAISS) I help startups and businesses transform ideas into production-ready AI solutions. If you're looking for a reliable developer for your AI or Python project, feel free to contact me.

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