Build a document-based AI chatbot with Google Drive, Llama 3, and Qdrant RAG
n8n11 modulesv1.0Overview This template allows users to set up an AI-powered chatbot that retrieves and processes knowledge from Google Drive documents using Retrieval-Augmented Generation (RAG). By leveraging Llama 3 for natural language responses and Qdrant vector storage for document embeddings, this chatbot provides accurate, context-aware answers based on stored files. Problem It Solves Standard AI chatbots often rely on predefined models with limited real-time knowledge access. This workflow overcomes that
At a glance
Build a document-based AI chatbot with Google Drive, Llama 3, and Qdrant RAG is a ready-made n8n workflow you import as a workflow JSON file — no build required. It connects Google Drive. It's free to download. Follow the 5-step import below to go live in minutes.
- Platform
- n8n
- Connects
- Google Drive
- Modules
- 11
- Price
- Free
- Version
- v1.0
About this workflow
Overview This template allows users to set up an AI-powered chatbot that retrieves and processes knowledge from Google Drive documents using Retrieval-Augmented Generation (RAG). By leveraging Llama 3 for natural language responses and Qdrant vector storage for document embeddings, this chatbot provides accurate, context-aware answers based on stored files. Problem It Solves Standard AI chatbots often rely on predefined models with limited real-time knowledge access. This workflow overcomes that limitation by: Automatically fetching new documents from Google Drive. Embedding knowledge for fast retrieval using Qdrant. Generating human-like responses with Llama 3 AI. Providing accurate, source-backed answers in conversations. Use Cases ✔️ Customer Support – Retrieve and summarize FAQs stored in Google Drive. ✔️ Internal Knowledge Base – Automate document-based query responses. ✔️ AI-powered Research Assistant – Search and generate insights from uploaded files. ✔️ Business Automation – Enhance workflows with document-aware chat interactions. Setup Instructions 1️⃣ Google Drive Trigger: Detect & Fetch New Documents Watches for new files added to a specific Google Drive folder. Retrieves the latest file metadata and passes it into the workflow. 2️⃣ Processing & Embedding the Document The document is downloaded via the Google Drive node. Text data is split into smaller, retrievable chunks using Recursive Text Splitter. Embeddings are created using Ollama’s Nomic-Embed Model. Knowledge is stored in Qdrant Vector Database for fast AI-powered lookup. 3️⃣ AI Chatbot & Query Handling The Chat Trigger node listens for user queries. The AI Agent retrieves context-aware answers by searching Qdrant’s vectorized documents. The Llama 3 Model generates human-like responses based on stored knowledge. Detailed Workflow Explanation 🔹 Google Drive Trigger ✅ Monitors a specific folder for new documents. ✅ Automatically fetches document metadata when a file is uploaded. 🔹 Qdrant Vector Store ✅ Stores embedded document text, making retrieval instant & accurate. ✅ Allows the chatbot to reference stored knowledge dynamically. 🔹 Recursive Text Splitter ✅ Splits long documents into manageable chunks for efficient embedding. ✅ Improves chatbot response accuracy by organizing document data. 🔹 Llama 3 Chat Model ✅ Generates natural, human-like replies using AI. ✅ Uses retrieved document data for context-aware responses. Customization Options 🔹 Adjust polling frequency for document updates. 🔹 Expand knowledge base by adding more storage sources. 🔹 Refine chatbot responses with prompt tuning in Llama 3.
How to import this n8n workflow
- 1
Download the workflow JSON file after purchase.
- 2
Open n8n → click the menu → Import from File.
- 3
Select the downloaded JSON and import.
- 4
Set up credentials for each node that requires them.
- 5
Click Execute Workflow to test, then activate.
Setup guide
Setup guide included
Purchase to unlock the full step-by-step guide
Related N8n workflows
Remove background from images stored in Google Drive
Automated SEO keyword & SERP analysis with DataForSEO for high-converting content
Save Costs In RAG Workflows using the Q&A Tool With Multiple Models
Upload files in Noloco comments to Google Drive
CYBERPULSE AI GRC: automate compliance audit documentation
Create new PDF documents in Google Drive from new items in Monday
WhatsApp group onboarding with automated welcome messages & Airtable point system
YouTube video transcription & summary to Telegram with GPT-4o
Reviews
No reviews yet
Be the first to buy and share your experience.
Leave a review
Sign in to share your experience with this workflow.
Create a free account to purchase workflows.
- JSON blueprint — instant download
- Setup guide PDF included
- 5 downloads · valid 30 days
- Works with n8n
Need help setting this up?
Book a 3-hour live setup session with an Agility consultant.
- Configure live on Google Meet / Zoom
- Free follow-up if workflow has defects
- Platform expert assigned to you