Enterprise AI
AI Assist
A production-ready Retrieval-Augmented Generation (RAG) chatbot built with FastAPI, LangChain, and Groq.
The Problem
Enterprise teams waste hours searching through unstructured PDF and DOCX documents for specific clauses or insights.
The Solution
The system ingests documents, splits them into chunks, and stores vector embeddings in a local FAISS index using HuggingFace's all-MiniLM-L6-v2 model. The most relevant chunks are retrieved and passed to a Groq-hosted LLM via LangChain's create_retrieval_chain.
Key Features
High-speed vector search with FAISS
Groq-hosted LLM integration (llama3-8b-8192)
Built-in error handling and structured FastAPI schemas
Outcomes & Impact
- Drastically reduces document review time
- Ensures zero hallucinations by strictly citing sources
Technologies
LangChainLLaMA 3GroqFAISSFastAPI