Build & Update RAG System: Google Drive, Qdrant, Gemini Chat
Automates RAG system creation and updates using Google Drive docs, Qdrant vectors, and Gemini chat. Supports full builds or single-file updates for efficient document management.
This n8n workflow creates and maintains a Retrieval-Augmented Generation (RAG) system by integrating Google Drive as a document source, Qdrant as a vector database, and Google Gemini for intelligent chat interactions. It handles full initial setups by creating or clearing Qdrant collections with cosine similarity metrics, then processes documents from a specified Drive folder: downloading files, extracting text, chunking content, generating embeddings via OpenAI, and storing them in Qdrant for s
- Platform
- n8n
- Category
- Commerce
- Price
- $24.99
- Creator
- Jonas Sato
- RAG
- Qdrant
- Google Drive
- Gemini
- Vector Database
- AI Embeddings
- Document Processing
- Chatbot
- Incremental Updates
- OpenAI
How to import this workflow into n8n
- 1Purchase or download the workflow to get the n8n workflow JSON file.
- 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
- 3Open each node marked with a credential warning and connect your own accounts and API keys.
- 4Run the workflow once manually to verify the data flow, then toggle it to Active.
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