I will build a production rag chatbot with langchain, vector database and fastapi


About this gig
A RAG chatbot that answers from YOUR documents not hallucinations.
I build production-grade RAG chatbots with LangChain, vector database (Chroma / Pinecone / pgvector) and FastAPI backend. Chat with your PDFs, docs, website, or Notion deployed and ready to use.
WHAT YOU GET:
- Custom RAG pipeline (chunking, embedding, hybrid retrieval)
- Vector database setup + API (FastAPI, Python)
- Clean chat UI + chat history & sources (citations, so you know where the answer came from)
- Handles PDFs, DOCX, TXT, CSV, website URLs
TECH STACK:
Python, LangChain / LangGraph, ChromaDB, Pinecone, pgvector, FastAPI, PostgreSQL, Docker, OpenAI / Claude / Gemini / Llama (BYOK)
PROCESS:
1. You send your documents + use case
2. I build & test the RAG pipeline + API
3. You get a deployed chatbot + source code
WHY ME:
AI Engineer @ TheLinkAI I ship multi-agent RAG systems & 15+ FastAPI microservices in production daily. Core Developer @ Plone (65+ PRs). See portfolio: SwasthAI (RAG medical chatbot live on Play Store) + OpenZync (graph memory for AI agents).
PACKAGES: Starter $120 (50 docs) / Advanced $350 (300 docs+website) / Production $750
Message me before ordering with your docs.
Get to know Rohan Shaw
AI Agent and RAG Developer, FastAPI, LangGraph Production Backends
- FromIndia
- Member sinceJun 2021
- Avg. response time1 hour
Languages
Hindi, English
My Portfolio
FAQ
What do you need to start?
Your documents (PDFs, links, or website URL), what you want the chatbot to do, and your preferred LLM (OpenAI, Claude, Gemini, or Llama). BYOK — you keep the API key.
Which LLMs and vector databases do you support?
Any. OpenAI GPT-4o, Claude 3.5, Gemini, Llama 3. And ChromaDB, Pinecone, pgvector, Qdrant. I’ll recommend the cheapest + fastest for your use case.
Will you deploy the chatbot?
Yes. Standard & Premium include deployment-ready code. Premium includes full Docker/GCP deployment with auth and admin panel. You get full source code in all packages.
Do you provide source code and support?
Yes. Full Python + FastAPI source code + setup guide in every package. Premium includes 14 days post-delivery support.

