AI / RAG Architecture — 2024–25
Enterprise Knowledge AI Chatbot
Enterprise Knowledge AI Chatbot
Year
2024–25
Category
AI / RAG Architecture
Stack
- Python
- Gemini API
- AWS Lambda
- RAG
- Serverless
- LangChain
The Problem
Navigating complex internal organizational policies manually wastes hundreds of operational hours.
The Solution
RAG-powered chatbot leveraging the Gemini API on a serverless AWS Lambda backend. Parses complex organizational document databases and delivers instant, context-aware policy answers.
Architected and deployed a Retrieval-Augmented Generation (RAG) system on AWS Lambda that ingests, indexes, and queries large organizational document repositories. The Gemini API powers the language understanding layer, while a custom retrieval pipeline ensures answers are grounded in the actual documents — not hallucinated. The serverless backend scales to zero when idle and handles spikes effortlessly. Employees get instant, accurate answers without reading 200-page policy documents.
Next Project