Update RAG documents from Google Drive for accurate cha

This workflow automates document synchronization from Google Drive to the Qdrant vector store, ensuring up-to-date data in your RAG system. On receiving a chat message, it retrieves relevant context and generates precise answers using Google Gemini. Supports both full and incremental document updates.

## Who it´s for
- Companies using RAG for customer support with dynamic documents
- Knowledge managers automating knowledge base updates
- Chatbot developers integrating external documents into responses

## What the automation does
- Triggered manually or by a new chat message
- Scans Google Drive for new, modified, or deleted files
- Converts documents into embeddings (via OpenAI) and stores them in Qdrant
- Deleting a file in Google Drive triggers vector cleanup in Qdrant
- On user query, retrieves current data and generates a response via Google Gemini

## What´s included
- Ready-to-use n8n workflow
- Trigger logic: manual start and chat message processing
- Integrations with Google Drive, Qdrant, Google Gemini, and OpenAI Embeddings
- Basic text guide for launch and adaptation

## Requirements for setup
- n8n instance with access to LangChain and Qdrant
- Google Drive account with API access
- Qdrant instance (self-hosted or cloud)
- API keys for OpenAI Embeddings and Google Gemini

## Benefits and outcomes
- Automatic maintenance of up-to-date knowledge base
- Eliminates delay between document update and RAG availability
- Improves chatbot answer accuracy with fresh data
- Reduces manual effort in content management
- Supports both full and incremental document sync

## Important: template only
Important: you are purchasing a ready-made automation workflow template only. Rollout into your infrastructure, connecting specific accounts and services, 1:1 setup help, custom adjustments for non-standard stacks and any consulting support are provided as a separate paid service at an individual rate. To discuss custom work or 1:1 help, contact via Telegram: @gleb923.