Back to Projects
AI Automations

Autonomous RAG Knowledge Base

Self-updating knowledge base monitoring Google Drive. Automatically triggers on file creation/updates to extract text (OCR), summarize content, and embed into Supabase Vector Store for the AI Agent.

Autonomous RAG Knowledge Base

Project Overview

An automated intelligence system that transforms a static file repository into a dynamic knowledge base. By monitoring Google Drive events, it automatically ingests new documents, performs OCR on PDFs and images, generates concise summaries using LLMs, and updates the vector store embeddings. This ensures the AI agents always have access to the latest organizational knowledge without manual intervention.

Key Features

Real-time Google Drive change monitoring
Automated OCR for PDF and image text extraction
AI-driven content summarization
Automatic vector embedding updates

Workflow Gallery

Autonomous RAG Knowledge Base workflow 1
Autonomous RAG Knowledge Base workflow 2
Autonomous RAG Knowledge Base workflow 3

Tech Stack

n8nGoogle Drive APITesseract OCRSupabaseOpenAI

Tags

#n8n#RAG#Supabase#Google Drive#OCR