Best n8n Qdrant Vector Store Node & Integration: Workflows & Templates

Automated Book Summarization with DeepSeek AI, Qdrant Vector DB & Google Drive

Automate RAG pipelines using n8n to summarize long documents uploaded to Google Drive. This n8n workflow uses DeepSeek, Cohere embeddings, and Qdrant storage.

AI RAG Chatbot for Document Indexing and Qdrant Retrieval

Build a powerful Retrieval-Augmented Generation (RAG) system using this advanced n8n workflow. Index Google Drive documents into Qdrant using OpenAI embeddings and Google Gemini for context-aware Q&A.

Intelligent ITSM Ticket Classification and Resolution using Gemini and Qdrant

Use this powerful n8n workflow to automatically classify incoming ITSM tickets using Gemini AI, leverage a Qdrant RAG knowledge base for instant answers, and create incidents in ServiceNow.

AI RAG Chatbot for Document Indexing and Qdrant Retrieval

Build a powerful Retrieval-Augmented Generation (RAG) system using this advanced n8n workflow. Index Google Drive documents into Qdrant using OpenAI embeddings and Google Gemini for context-aware Q&A.

Youtube Video RAG Search Engine with Qdrant and AI

Build a powerful RAG search engine using this n8n workflow. Scrape YouTube transcripts with Apify, vectorise with OpenAI, and search Qdrant for precise, timestamped results, served via an n8n hosted frontend.

WooCommerce Post-Sales Support Chatbot using GPT-4o, RAG, and Telegram

Build a powerful WooCommerce support AI chatbot using n8n and GPT-4o. This n8n workflow handles order tracking, identity verification, RAG knowledge, and Telegram escalation.

RAG Chatbot with Google Drive, Mistral OCR, and Qdrant

Build an advanced RAG chatbot using this n8n workflow template. It manages Google Drive document ingestion, uses Mistral AI for OCR and embeddings, and stores data in Qdrant for fast retrieval.

AI Voice Support for WooCommerce Post-Sales & RAG

Deploy a powerful AI customer service solution for WooCommerce using a sophisticated n8n workflow. Integrates VAPI, GPT-4o, Google Gemini, and Qdrant RAG for order tracking and knowledge retrieval.

Voice AI Chatbot with Document Retrieval and Guardrails for WordPress

Deploy a powerful Voice AI Chatbot using this n8n workflow. Integrates OpenAI STT/TTS, Qdrant RAG, and guardrails for safe, context-aware, real-time voice responses on your WordPress site.

Vision RAG and Image Embeddings using Cohere Models

Build an advanced Vision RAG solution in n8n. This n8n workflow uses Cohere Embed v4 for image embeddings and Cohere Command-A vision model to answer complex questions about graphical documents stored in Qdrant.

Slack Knowledge Base Chatbot using RAG and Claude

Build a powerful Slack AI Chatbot n8n workflow using RAG, Qdrant, Google Drive, and Anthropic Claude 3.7. Automate internal queries instantly with this high-density n8n template.

AI RAG Chatbot for Document Indexing and Qdrant Retrieval

Build a powerful Retrieval-Augmented Generation (RAG) system using this advanced n8n workflow. Index Google Drive documents into Qdrant using OpenAI embeddings and Google Gemini for context-aware Q&A.

WooCommerce Post-Sales Support Chatbot using GPT-4o, RAG, and Telegram

Build a powerful WooCommerce support AI chatbot using n8n and GPT-4o. This n8n workflow handles order tracking, identity verification, RAG knowledge, and Telegram escalation.

RAG Chatbot with Google Drive, Mistral OCR, and Qdrant

Build an advanced RAG chatbot using this n8n workflow template. It manages Google Drive document ingestion, uses Mistral AI for OCR and embeddings, and stores data in Qdrant for fast retrieval.

Slack Knowledge Base Chatbot using RAG and Claude

Build a powerful Slack AI Chatbot n8n workflow using RAG, Qdrant, Google Drive, and Anthropic Claude 3.7. Automate internal queries instantly with this high-density n8n template.

Recipe Recommendation Engine with Mistral AI and Qdrant

Build a sophisticated AI recipe recommendation engine using this advanced n8n workflow. Scrape menu data, generate embeddings with Mistral, store in Qdrant, and use an n8n AI Agent for dynamic, personalized suggestions.

Document Ingestion, RAG Chatbot, and Qdrant Vector Storage

Use this comprehensive n8n workflow to automate document processing. It integrates Google Drive or a file upload form with OpenAI embeddings and Qdrant, forming a powerful RAG knowledge base queryable via a Gemini-powered chatbot. This n8n template enhances document searchability.

AI-Powered Sales Quote Generator with RAG and PDF Delivery

Build an advanced n8n workflow that generates personalized sales quotes using OpenAI's agent capabilities, retrieves product data via Qdrant RAG, and delivers a professional PDF via email. Perfect for enhancing sales operations.

AI Agent Tool Usage Accuracy Assessment

Use this advanced n8n workflow to automatically evaluate the tool usage accuracy of multi-agent AI systems. Leverage the n8n Evaluation node for robust testing.

AI-Powered Email Drafting, RAG Integration, and Human Review Gate

Automate email responses using this advanced n8n workflow. Summarize inputs, draft replies using RAG (Qdrant/OpenAI), and implement a human approval gate via Gmail for quality control.

Document RAG Ingestion & Hybrid AI Chat Agent with Qdrant and Mistral OCR

Use this advanced n8n workflow to create a semantic knowledge base. It automates Google Drive document ingestion via Mistral OCR and OpenAI embeddings into Qdrant, powering a live n8n chat agent.

AI RAG Chatbot Integration for Business WhatsApp

Deploy a powerful AI RAG Chatbot on WhatsApp. This n8n workflow uses OpenAI and Qdrant to provide instant, knowledge-based customer support, leveraging specialized n8n templates.

Movie Recommendation RAG Chatbot with Qdrant and OpenAI

Deploy a powerful movie recommendation RAG chatbot using an n8n workflow, Qdrant vector database, and OpenAI embeddings. This advanced n8n template handles data ingestion and live chat queries.

AI Phone Agent with Retell AI, RAG, and Calendar Booking

Automate an AI phone agent using n8n to handle customer calls, perform RAG lookups via Qdrant, extract call summaries, and book appointments in Google Calendar using specialized n8n templates.

Complete RAG System with Automatic Source Citations Using Qdrant and Gemini

Implement a robust Retrieval-Augmented Generation (RAG) system using Qdrant vector database, Google Gemini, and OpenAI. This complete n8n workflow template enables automatic source citations from Google Drive documents.

Multi-functional Telegram Assistant with Gemini, RAG PDF Search & Google Suite

Implement a powerful AI Telegram bot using this n8n workflow. Features include Gemini chat, voice transcription, RAG knowledge base search (Qdrant), and Google Suite automation.

Entity Profile Builder using GPT-4, Wikipedia & Vector Search

Use this advanced n8n workflow to automatically research entities, validate profiles using AI, and store them in a Qdrant vector database for a scalable RAG knowledge base. Leverage powerful n8n templates.

AI Document Template Generator using Mistral and Qdrant RAG

Automate document processing using this advanced n8n workflow. It uses Mistral AI and Qdrant vector database for RAG to break down source files into study guides, timelines, and briefing docs.

Bitrix24 Open Line Retrieval-Augmented Generation (RAG) Chatbot

Deploy a powerful RAG chatbot for Bitrix24 Open Line channels using this n8n workflow. Integrates Google Gemini, Ollama embeddings, and Qdrant vector storage for context-aware responses.

Automated Customer Support with Vector Search and GPT

Deploy a smart customer support system using an n8n workflow. Automatically analyze emails, retrieve answers from Qdrant knowledge bases, and resolve tickets using OpenAI agents and RAG architecture.

Automated Book Summarization with DeepSeek AI, Qdrant Vector DB & Google Drive

Automate RAG pipelines using n8n to summarize long documents uploaded to Google Drive. This n8n workflow uses DeepSeek, Cohere embeddings, and Qdrant storage.