AI Chatbot Prototype on Your Own Documents (RAG) by Vishal GuptaAI Chatbot Prototype on Your Own Documents (RAG) by Vishal Gupta
AI Chatbot Prototype on Your Own Documents (RAG)Vishal Gupta
Cover image for AI Chatbot Prototype on Your Own Documents (RAG)
See AI answer questions from your own documents in 3 weeks: a working chatbot prototype on your data, built on a custom retrieval pipeline you control.

What's included

Use-case workshop to pick the questions that matter
Ingestion of one document source, such as PDFs, documents or a knowledge base
Custom RAG pipeline in Python and FastAPI on the OpenAI API
Chat interface or API endpoint
Testing against a set of your real questions
Demo deployment you can share with your team

Proof

An AI chatbot consultancy running since March 2025, built on a custom RAG in Python and FastAPI, and Munim, my open-source MCP server for AI agents.
The retrieval pipeline is hand-built, so it is not tied to LangChain or LlamaIndex.
Starting at$2,000
Duration3 weeks
Tags
FastAPI
OpenAI
Python
AI Agent Engineer
AI Engineer
Service provided by
Vishal Gupta proMumbai, India
6
Followers
AI Chatbot Prototype on Your Own Documents (RAG)Vishal Gupta
Starting at$2,000
Duration3 weeks
Tags
FastAPI
OpenAI
Python
AI Agent Engineer
AI Engineer
Cover image for AI Chatbot Prototype on Your Own Documents (RAG)
See AI answer questions from your own documents in 3 weeks: a working chatbot prototype on your data, built on a custom retrieval pipeline you control.

What's included

Use-case workshop to pick the questions that matter
Ingestion of one document source, such as PDFs, documents or a knowledge base
Custom RAG pipeline in Python and FastAPI on the OpenAI API
Chat interface or API endpoint
Testing against a set of your real questions
Demo deployment you can share with your team

Proof

An AI chatbot consultancy running since March 2025, built on a custom RAG in Python and FastAPI, and Munim, my open-source MCP server for AI agents.
The retrieval pipeline is hand-built, so it is not tied to LangChain or LlamaIndex.
$2,000