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Integrate Embeddings OpenAI in your LLM apps and 422+ apps and services
Use Embeddings OpenAI to easily build AI-powered applications and integrate them with 422+ apps and services. n8n lets you seamlessly import data from files, websites, or databases into your LLM-powered application and create automated scenarios.
Popular ways to use the Embeddings OpenAI integration
Building Your First WhatsApp Chatbot
Ask questions about a PDF using AI
Chat with PDF docs using AI (quoting sources)
AI-Powered WhatsApp Chatbot for Text, Voice, Images, and PDF with RAG
AI Agent To Chat With Files In Supabase Storage
🤖 AI Powered RAG Chatbot for Your Docs + Google Drive + Gemini + Qdrant
AI Voice Chatbot with ElevenLabs & OpenAI for Customer Service and Restaurants
Personalized AI Tech Newsletter Using RSS, OpenAI and Gmail
RAG Starter Template using Simple Vector Stores, Form trigger and OpenAI
HR & IT Helpdesk Chatbot with Audio Transcription
Complete business WhatsApp AI-Powered RAG Chatbot using OpenAI
Building RAG Chatbot for Movie Recommendations with Qdrant and Open AI
AI Crew to Automate Fundamental Stock Analysis - Q&A Workflow
Effortless Email Management with AI-Powered Summarization & Review
Build a PDF Document RAG System with Mistral OCR, Qdrant and Gemini AI
Community Insights using Qdrant, Python and Information Extractor
Supabase Insertion & Upsertion & Retrieval
Chat with GitHub API Documentation: RAG-Powered Chatbot with Pinecone & OpenAI
Advanced AI Demo (Presented at AI Developers #14 meetup)
Build a Chatbot, Voice and Phone Agent with Voiceflow, Google Calendar and RAG
Automate Sales Cold Calling Pipeline with Apify, GPT-4o, and WhatsApp
Build an AI Powered Phone Agent 📞🤖 with Retell, Google Calendar and RAG
Telegram chat with PDF
Automate Email & Calendar Management with Gmail, Google Calendar & GPT-4o AI
AI-Powered Email Automation for Business: Summarize & Respond with RAG
Build Custom Workflows Automatically with GPT-4o, RAG, and Web Search
Automate SIEM Alert Enrichment with MITRE ATT&CK, Qdrant & Zendesk in n8n
Upsert huge documents in a vector store with Supabase and Notion
MCP Supabase Server for AI Agent with RAG & Multi-Tenant CRUD
Personal Shopper Chatbot for WooCommerce with RAG using Google Drive and openAI
WordPress - AI Chatbot to enhance user experience - with Supabase and OpenAI
AI-powered email processing autoresponder and response approval (Yes/No)
AI-Powered RAG Document Processing & Chatbot with Google Drive, Supabase, OpenAI
Build a Weekly AI Trend Alerter with arXiv and Weaviate
Build a Knowledge Base Chatbot with OpenAI, RAG and MongoDB Vector Embeddings
Slack AI Chatbot for business team with RAG, Claude 3.7 Sonnet and Google Drive
Generating Image Embeddings via Textual Summarisation
Automated HR Service System with WhatsApp, GPT-4 Classification & Google Workspace
Explore n8n Nodes in a Visual Reference Library
Scale Deal Flow with a Pitch Deck AI Vision, Chatbot and QDrant Vector Store
🤖 AI Restaurant Assistant for WhatsApp, Instagram & Messenger
AI Agent To Chat With Files In Supabase Storage and Google Drive
Evaluate tool usage accuracy in multi-agent AI workflows using Evaluation nodes
Store Notion's Pages as Vector Documents into Supabase with OpenAI
Customer Insights with Qdrant, Python and Information Extractor
Smart Email Assistant: Automate Customer Support with AI & Supabase
AI Sales Agent: WhatsApp, FB, IG, OpenAI, Airtable, Supabase Auto-Booking
Self-Learning AI Assistant with Permanent Memory | GPT,Telegram & Pinecone RAG
Save Costs In RAG Workflows using the Q&A Tool With Multiple Models
📥 Transform Google Drive Documents into Vector Embeddings
🐶 AI Agent for PetShop Appointments (Agente de IA para agendamentos de PetShop)
🧑⚖️ AI Legal Assistant Agent — AI-Powered Legal Q&A with Document Retrieval
Interactive Knowledge Base Chat with Supabase RAG using AI 📚💬
🤖 AI-Powered WhatsApp Assistant for Restaurants & Delivery Automation
Create a Multi-Modal Telegram Support Bot with GPT-4 and Supabase RAG
Build a Chatbot with Reinforced Learning Human Feedback (RLHF) and RAG
Build & Query RAG System with Google Drive, OpenAI GPT-4o-mini, and Pinecone
Build and Update RAG System with Google Drive, Qdrant, and Gemini Chat
Youtube RAG search with Frontend using Apify, Qdrant and AI
AI Personal Assistant with GPT-4o, RAG & Voice for WhatsApp using Supabase
Survey Insights with Qdrant, Python and Information Extractor
WooCommerce AI Post-Sales Chatbot with GPT-4o, RAG, Google Drive and Telegram
BambooHR AI-Powered Company Policies and Benefits Chatbot
Medical Q&A Chatbot for Urology using RAG with Pinecone and GPT-4o
Document-Based Chatbot with Memory using OpenAI, Pinecone and Google Drive
Travel Planning Assistant with MongoDB Atlas, Gemini LLM and Vector Search
Company Knowledge Base Agent (RAG)
🐶 AI Petshop Assistant with GPT-4o, Google Calendar & WhatsApp/Instagram/FB
🛠️ Auto Workflow Positioning
Ultimate AI Assistant: Automate Email, Calendar, WebSearch, Notion, RAG & X
Index Documents from Google Drive to Pinecone with OpenAI Embeddings for RAG
Evaluation metric example: RAG document relevance
Create an Automated Customer Support Assistant with GPT-4o and GoHighLevel SMS
Build your own Qdrant Vector Store MCP server
Build a PDF-Based RAG System with OpenAI, Pinecone and Cohere Reranking
AI-Powered Auto-Generate Exam Questions and Answers from Google Docs with Gemini
Build an All-Source Knowledge Assistant with Claude, RAG, Perplexity, and Drive
Create a RAG System with Paul Essays, Milvus, and OpenAI for Cited Answers
Auto-assign Support Tickets with JIRA, Supabase and AI
Loading JSON via FTP to Qdrant Vector Database Embedding Pipeline
AI-Powered RAG Q&A Chatbot with OpenAI, Google Sheets, Glide & Supabase
Build a Multi-functional Telegram Bot with Gemini, RAG PDF Search & Google Suite
Build a RAG System with Automatic Citations using Qdrant, Gemini & OpenAI
AI-Powered Accounting Reports from Sabre EDI with GPT-4 and Pinecone RAG
Paul Graham Essay Search & Chat with Milvus Vector Database
WhatsApp RAG Chatbot with Supabase, Gemini 2.5 Flash, and OpenAI Embeddings
Real-time Email RAG Assistant with Gmail, OpenAI GPT, and PGVector
Travel Planning Agent with Couchbase Vector Search, Gemini 2.0 Flash and OpenAI
WhatsApp Group Chat with Your Vector Database — No Facebook Business Required
Process Documents with Recursive Chunking using Google Drive, OpenAI & Gemini RAG
🚀 Process YouTube Transcripts with Apify, OpenAI & Pinecone Database
Evaluate RAG Response Accuracy with OpenAI: Document Groundedness Metric
AI-Powered Asana Task Prioritization with GPT-4 and Pinecone Memory
Create a Paul Graham Essay Q&A System with OpenAI and Milvus Vector Database
AI-Powered Email Replies with Spam Filtering & FAQ Lookup using GPT-4o mini & Pinecone
Telegram AI Chatbot with Document-Based Answers using OpenAI and PGVector RAG
AI-Powered MIS Agent
Automated Revenue Predictions from Stripe Data with GPT-4 and Google Sheets
AI Email Auto-Responder System- AI RAG Agent for Email Inbox
Autonomous Customizable Support Chatbot on Intercom + Discord Thread Reports
Generate Riddle Shorts & Post on YouTube with Sonnet 3.5, Pinecone & Creatomate
Inbox Manager (GPT, Google Calendar & Supabase)
AI-Powered Knowledge Assistant using Google Sheets, OpenAI, and Supabase Vector Search
Convert Tour PDFs to Vector Database using Google Drive, LangChain & OpenAI
Conversational WhatsApp Assistant with Gemini AI and Pinecone Memory
Document-based AI Chatbot with RAG, OpenAI and Cohere Reranker
AI Blog Automation: Publish hourly SEO Articles to WordPress & Twitter v3
Create & Publish Instagram Carousel Posts with GPT-4.1-mini, Imgur & Graph API
Create a Knowledge Base Chatbot with Google Drive & GPT-4o using Vector Search
Personalized Tour Package Recommendations with GPT-4o, Pinecone & Lovable UI
Smart Customer Support System with GPT-4o, Gmail, Slack & Drive Knowledge Base'
Export Wordpress to PineCone Vector Store
Gmail Smart Auto-Responder with GPT-4o and Google Drive Context Memory
Create AI Support Assistant for Any Device with GPT-4-mini & Pinecone
Document Q&A System with OpenAI GPT, Pinecone Vector DB & Google Drive Integration
Automated Expense Approval System with GPT-4, Airtable & Pinecone Vector DB
Build Persistent Chat Memory with GPT-4o-mini and Qdrant Vector Database
Build a Comprehensive Multimodal Assistant on Telegram with OpenAI, SERP and Vector Store
Document Q&A with RAG: Query PDF Content using Weaviate and OpenAI
Generate AI News LinkedIn Posts with GPT-4o-mini, NewsAPI, and Qdrant
Automate Stock Trades with AI-Driven Technical Analysis & Alpaca Trading
Personalized Email Automation using Google Docs, Pinecone, GPT-4o and Gmail
AI-Powered Stock Analysis with AI Scoring and Gmail Report Delivery
Automated Slack IT Helpdesk with GPT, Supabase Vector Search, and JIRA Ticketing
Gmail Assistant with Full Gmail history RAG using OpenAI
Generate LinkedIn Posts from Books using OpenAI, LangChain & Pinecone Vector Search
Build a Retrieval-Based Chatbot with Telegram, OpenAI and Google Drive PDF Backup
Voice-Driven Travel Itinerary Generator Using ElevenLabs, GPT-4o & Pinecone
Automatic Job Listings Extraction and Publishing Template
Build a Customer Support RAG Agent with GPT-5, Telegram & Pinecone
Auto-Triage GitHub Issues with GPT-4o, Pinecone
Automated Job Extraction & Publishing with RAG, Jina AI and OpenAI to WordPress
Multi-Language Telegram RAG Chatbot with Supervisor AI & Automated Google Drive Pipeline
Google Drive to Pinecone Vector Storage Workflow
Answer Questions from Documents with RAG using Supabase, OpenAI & Cohere Reranker
Automated Lead Capture & Business Q&A with GPT-4o, Pinecone, and Google Sheets
Business AI Command Center: Modular Agents for Google Workspace, Vector Search & Multi-Channel Reports
Generate Personalized Tour Itineraries via Email with GPT-4o and Pinecone
Slack AI ChatBot : Context-Aware, Replies to Mentions AND also DMs
Chat with Documents via RAG: Google Drive to GPT-5 with Supabase Vector Database
AI-Powered Stock Analysis with Danelfin, TwelveData and Alpha Vantage
Filter Cybersecurity News for Your Tech Stack (OpenAI + Pinecone RAG)
Match Medical Symptoms to Products with OpenAI, Qdrant & Google Sheets RAG
AI Email Support System: Gmail, Gemini, GPT-4, Slack & Google Sheets Workflow
Create a Knowledge-Powered Chatbot with Claude, Supabase Vector DB & Postgres Memory
Extract Context from Voice Notes with OpenRouter AI & Milvus for RAG Systems
AI Voice & Text Note-Taking with LINE Messaging, Supabase Vector DB & Gmail
Query Business Data with OpenAI Chatbot Using RAG and Text-to-SQL via Peliqan
AI Multi-Source Agent with GPT-4, Perplexity Search, Supabase and Google Sheets
Automate HighLevel CRM with GPT-5, Knowledge Retrieval & Document Context
Create Personal Data Vector Store from Google Sheets with OpenAI & Gemini AI
Generate Business Requirement Documents with Multi-agent GPT & Google Workspace
Build a Self-Updating RAG System with OpenAI, Google Gemini, Qdrant and Google Drive
AI-Powered WhatsApp Support Bot with Ticket Creation for Google Sheets
Auto-respond to Slack Messages with GPT and Pinecone Vector RAG Context
PDF Proposal Knowledge Base with S3, OpenAI GPT-4o & Qdrant RAG Agent
Optimize Unstructured Data for RAG with Blockify IdeaBlocks Technology
Create a Company Policy Chatbot with RAG, Pinecone Vector Database, and OpenAI
Build a ServiceNow Knowledge Chatbot with OpenAI and Qdrant RAG
Customer Support Chatbot with RAG using OpenAI and Pinecone
Documentation
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