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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
AI-powered WhatsApp chatbot for text, voice, images, and PDF with RAG
Ask questions about a PDF using AI
Chat with PDF docs using AI (quoting sources)
🤖 AI powered RAG chatbot for your docs + Google Drive + Gemini + Qdrant
RAG Starter Template using Simple Vector Stores, Form trigger and OpenAI
AI agent to chat with files in Supabase Storage
AI voice chatbot with ElevenLabs & OpenAI for customer service and restaurants
Personalized AI tech newsletter using RSS, OpenAI and Gmail
Community insights using Qdrant, Python and Information Extractor
Complete business WhatsApp AI-powered RAG chatbot using OpenAI
Build a PDF Document RAG System with Mistral OCR, Qdrant and Gemini AI
HR & IT helpdesk chatbot with audio transcription
Building RAG chatbot for movie recommendations with Qdrant and Open AI
AI crew to automate fundamental stock analysis - Q&A workflow
Build a chatbot, voice and phone agent with Voiceflow, Google Calendar and RAG
Effortless email management with AI-powered summarization & review
Chat with GitHub API documentation: RAG-powered chatbot with Pinecone & OpenAI
Automate sales cold calling pipeline with Apify, GPT-4o, and WhatsApp
Supabase insertion & upsertion & retrieval
Build custom workflows automatically with GPT-4o, RAG, and web search
Build an AI powered phone agent 📞🤖 with Retell, Google Calendar and RAG
Advanced AI demo (presented at AI Developers #14 meetup)
Automate email & calendar management with Gmail, Google Calendar & GPT-4o AI
Telegram chat with PDF
AI-powered email automation for business: Summarize & respond with RAG
Automated HR Service System with WhatsApp, GPT-4 Classification & Google Workspace
MCP Supabase server for AI agent with RAG & multi-tenant CRUD
Explore n8n nodes in a visual reference library
Upsert huge documents in a vector store with Supabase and Notion
Automate SIEM alert enrichment with MITRE ATT&CK, Qdrant & Zendesk in n8n
Personal shopper chatbot for WooCommerce with RAG using Google Drive and openAI
Evaluate tool usage accuracy in multi-agent AI workflows using evaluation nodes
Build a knowledge base chatbot with OpenAI, RAG and MongoDB vector embeddings
AI-Powered RAG Document Processing & Chatbot with Google Drive, Supabase, OpenAI
Company knowledge base agent (RAG)
WordPress - AI chatbot to enhance user experience - with Supabase and OpenAI
🧑⚖️ Ai legal assistant agent — AI-powered legal Q&A with document retrieval
AI-powered email processing autoresponder and response approval (Yes/No)
Build a weekly AI trend alerter with arXiv and Weaviate
Create a multi-modal Telegram support bot with GPT-4 and Supabase RAG
Slack AI chatbot for business team with RAG, Claude 3.7 Sonnet and Google Drive
Generating image embeddings via textual summarisation
Save Costs In RAG Workflows using the Q&A Tool With Multiple Models
Ai agent to chat with files in Supabase Storage and Google Drive
📥 Transform Google Drive documents into vector embeddings
🤖 AI restaurant assistant for WhatsApp, Instagram & Messenger
Scale deal flow with a Pitch Deck AI vision, chatbot and QDrant vector store
Build a PDF-based RAG system with OpenAI, Pinecone and Cohere reranking
AI sales agent: WhatsApp, FB, IG, OpenAI, Airtable, Supabase auto-booking
Store Notion's Pages as Vector Documents into Supabase with OpenAI
Build and update RAG system with Google Drive, Qdrant, and Gemini Chat
Customer insights with Qdrant, Python and information extractor
Build an All-Source Knowledge Assistant with Claude, RAG, Perplexity, and Drive
Smart email assistant: automate customer support with AI & Supabase
Self-learning AI assistant with permanent memory | GPT,Telegram & Pinecone RAG
🐶 AI agent for PetShop appointments (Agente de IA para agendamentos de PetShop)
Build a chatbot with Reinforced Learning Human Feedback (RLHF) and RAG
WhatsApp RAG chatbot with Supabase, Gemini 2.5 Flash, and OpenAI embeddings
Interactive knowledge base chat with Supabase RAG using AI 📚💬
Multi-platform AI sales agent with RAG, CRM logging & appointment booking
🤖 AI-powered WhatsApp assistant for restaurants & delivery automation
Build & query RAG system with Google Drive, OpenAI GPT-4o-mini, and Pinecone
Youtube RAG search with frontend using Apify, Qdrant and AI
Medical Q&A chatbot for urology using RAG with Pinecone and GPT-4o
AI personal assistant with GPT-4o, RAG & voice for WhatsApp using Supabase
Document-based chatbot with memory using OpenAI, Pinecone and Google Drive
WooCommerce AI post-sales chatbot with GPT-4o, RAG, Google Drive and Telegram
Survey insights with Qdrant, Python and Information Extractor
Index Documents from Google Drive to Pinecone with OpenAI Embeddings for RAG
BambooHR AI-powered company policies and benefits chatbot
Evaluation metric example: RAG document relevance
Create an automated customer support assistant with GPT-4o and GoHighLevel SMS
Travel planning assistant with MongoDB Atlas, Gemini LLM and vector search
Real-time email RAG assistant with Gmail, OpenAI GPT, and PGVector
AI-powered auto-generate exam questions and answers from Google Docs with Gemini
Build your own Qdrant vector store MCP server
🛠️ Auto workflow positioning
🐶 AI Petshop Assistant with GPT-4o, Google Calendar & WhatsApp/Instagram/FB
Ultimate AI assistant: Automate email, calendar, webSearch, Notion, RAG & X
Build a RAG system with automatic citations using Qdrant, Gemini & OpenAI
Create a knowledge base chatbot with Google Drive & GPT-4o using vector search
Process documents with recursive chunking using Google Drive, OpenAI & Gemini RAG
Create a RAG system with Paul Essays, Milvus, and OpenAI for cited answers
AI-powered accounting reports from Sabre EDI with GPT-4 and Pinecone RAG
Inbox manager (GPT, Google Calendar & Supabase)
Document Q&A with RAG: Query PDF content using Weaviate and OpenAI
Auto-assign support tickets with JIRA, Supabase and AI
Filter cybersecurity news for your tech stack (OpenAI + Pinecone RAG)
Chat with Google Drive documents using GPT, Pinecone, and RAG
Loading JSON via FTP to Qdrant vector database embedding pipeline
AI-powered email replies with spam filtering & FAQ lookup using GPT-4o mini & Pinecone
WhatsApp group chat with your vector database — no Facebook Business required
Build an advanced multi-query RAG system with Supabase and GPT-5
Create a WhatsApp customer support bot with OpenAI, calendar & email integration
Customer support chatbot with RAG using OpenAI and Pinecone
Build a multi-functional Telegram bot with Gemini, RAG PDF search & Google Suite
Create a company policy chatbot with RAG, Pinecone vector database, and OpenAI
Create & Publish Instagram Carousel Posts with GPT-4.1-mini, Imgur & Graph API
Evaluate RAG response accuracy with OpenAI: document groundedness metric
Build persistent chat memory with GPT-4o-mini and Qdrant vector database
AI-powered Asana task prioritization with GPT-4 and Pinecone memory
Paul Graham essay search & chat with Milvus vector database
AI-powered RAG Q&A chatbot with OpenAI, Google Sheets, Glide & Supabase
Document RAG & chat agent: Google Drive to Qdrant with Mistral OCR
Build a customer support RAG agent with GPT-5, Telegram & Pinecone
Document-based AI chatbot with RAG, OpenAI and Cohere reranker
Automate document ingestion & RAG system with Google Drive, Sheets & OpenAI
Build a self-updating RAG system with OpenAI, Google Gemini, Qdrant and Google Drive
Personalized tour package recommendations with GPT-4o, Pinecone & Lovable UI
Travel planning agent with Couchbase vector search, Gemini 2.0 Flash and OpenAI
Convert tour PDFs to vector database using Google Drive, LangChain & OpenAI
Answer questions from documents with RAG using Supabase, OpenAI & Cohere reranker
Gmail assistant with full Gmail history RAG using OpenAI
Create a Paul Graham essay Q&A system with OpenAI and Milvus vector database
Automated revenue predictions from Stripe data with GPT-4 and Google Sheets
Summarize Google Play Store reviews with GPT-4-mini, Pinecone & Slack alerts
Build multi-client agentic RAG document processing pipeline with Supabase Vector DB
AI-powered MIS agent
Create AI support assistant for any device with GPT-4-mini & Pinecone
Build a retrieval-based chatbot with Telegram, OpenAI and Google Drive PDF backup
Create a WhatsApp voice assistant with Twilio, VAPI, Google Calendar & OpenAI
🚀 Process YouTube transcripts with Apify, OpenAI & Pinecone database
Conversational WhatsApp assistant with Gemini AI and Pinecone memory
AI blog automation: Publish hourly SEO articles to WordPress & Twitter v3
Automate stock trades with AI-driven technical analysis & Alpaca Trading
Build a comprehensive multimodal assistant on Telegram with OpenAI, SERP and Vector Store
Personalized email automation using Google Docs, Pinecone, GPT-4o and Gmail
Telegram AI chatbot with document-based answers using OpenAI and PGVector RAG
Document Q&A system with OpenAI GPT, Pinecone Vector DB & Google Drive integration
Generate business requirement documents with Multi-agent GPT & Google Workspace
Build a RAG knowledge chatbot with OpenAI, Google Drive, and Supabase
Generate riddle shorts & post on YouTube with Sonnet 3.5, Pinecone & Creatomate
Gmail smart auto-responder with GPT-4o and Google Drive context memory
AI-powered stock analysis with AI scoring and Gmail report delivery
PDF proposal knowledge base with S3, OpenAI GPT-4o & Qdrant RAG agent
Website content chatbot with Pinecone, Airtable & OpenAI for RAG applications
Voice AI customer support for WooCommerce using VAPI, GPT-4o & Gemini with RAG
Ai email auto-responder system- AI RAG agent for email inbox
Process documents & build semantic search with OpenAI, Gemini & Qdrant
Document Q&A chatbot with Google Drive, GPT-4-mini & Telegram (RAG system)
Build a ServiceNow knowledge chatbot with OpenAI and Qdrant RAG
Automated Slack IT helpdesk with GPT, Supabase vector search, and JIRA ticketing
Automatic job listings extraction and publishing template
From sitemap crawling to vector storage: Creating an efficient workflow for RAG
Create a knowledge-powered chatbot with Claude, Supabase & Postgres
Create personal data vector store from Google Sheets with OpenAI & Gemini AI
Telegram chatbot with voice recognition and message batching using OpenAI
My solution for the "Agentic Arena Community Contest" (RAG, Qdrant, Mistral OCR)
Ai voice & text note-taking with LINE Messaging, Supabase Vector DB & Gmail
Google Drive to Supabase contextual vector database sync for RAG applications
Voice AI chatbot with OpenAI, RAG (Qdrant) & Guardrails for WordPress
Generate LinkedIn posts from books using OpenAI, LangChain & Pinecone vector search
WhatsApp support bot with Google Drive RAG, GPT-4.1-mini and Cohere reranking
Voice-driven travel itinerary generator using ElevenLabs, GPT-4o & Pinecone
Automate business partner outreach with Google Maps, GPT-4 & WhatsApp
Answer WhatsApp questions from PDF documents using RAG, Google Drive and Pinecone
Auto-respond to Slack messages with GPT and Pinecone Vector RAG context
Autonomous customizable support chatbot on Intercom + Discord thread reports
Conversational sales agent for WooCommerce with GPT-4, Stripe and CRM integration
Client onboarding with form
Build a PDF Q&A system with LlamaIndex, OpenAI embeddings & Pinecone vector DB
Ai-powered email triage & auto-response system with OpenAI agents & Gmail
AI-powered knowledge assistant using Google Sheets, OpenAI, and Supabase Vector Search
Automated customer support with GPT-4 knowledge base agent for Gmail
Extract context from voice notes with OpenRouter AI & Milvus for RAG systems
Customer support & lead collection chatbot with RAG, GPT-4o, Sheets & Telegram
Multi-format document processing for RAG chatbot with Google Drive & Supabase
Smart Customer Support System with GPT-4o, Gmail, Slack & Drive Knowledge Base'
Create a code assistant that learns from your GitHub repository using OpenAI
📩 Automated email management system with GPT-5, multi-agent AI & Pinecone DB
Generate AI News LinkedIn Posts with GPT-4o-mini, NewsAPI, and Qdrant
Query business data with OpenAI chatbot using RAG and text-to-SQL via Peliqan
Enhance customer support with RAG-powered AI
Keep RAG system updated with Google Drive file changes to Supabase vector DB
Automated expense approval system with GPT-4, Airtable & Pinecone Vector DB
Automated job extraction & publishing with RAG, Jina AI and OpenAI to WordPress
Export Wordpress to PineCone vector store
Automatic personalized sales follow-up with GPT-5, Pinecone, and Tavily Research
Generate SEO content with Claude AI, competitor analysis & Supabase RAG
Build RAG-powered support agent for Jira issues using Pinecone and OpenAI
Create personalized email outreach with AI, Telegram bot & website scraping
Multi-language Telegram RAG chatbot with supervisor AI & automated Google Drive pipeline
Automated lead capture & business Q&A with GPT-4o, Pinecone, and Google Sheets
Automated email responses with GPT-4O & Supabase conversation memory
Content Farming v4 - Blog Automation for Wordpress using ChatGPT 5 and Gemini
Smart chat assistant with GPT-5, Google Sheets, and Pinecone RAG memory
Document-based RAG chat assistant with Google Drive, Supabase & OpenAI
Create research-backed blog content with Slack, Perplexity, Pinecone and Google Docs
Build a document QA system with Google Drive, Pinecone, and OpenAI RAG
Chat with documents via RAG: Google Drive to GPT-5 with Supabase vector database
Business AI command center: Modular agents for Google Workspace, vector search & multi-channel reports
Build a RAG system for PDF documents with Google Drive, Unstructured, and OpenAI
Google Drive to Pinecone vector storage workflow
Build a RAG agent with n8n, Qdrant & OpenAI
Answer product queries via WhatsApp using OpenAI GPT-4o and PDF knowledge base
AI-powered Zendesk support responses with RAG, OpenAI, and Supabase knowledge base
Automate HighLevel CRM with GPT-5, knowledge retrieval & document context
Build a RAG-powered AI assistant with OpenAI, Google Drive & Supabase Vector DB
Build a multi-agent system with n8n, Qdrant, Gmail & OpenAI
Automated product email support with GPT-4.1, Pinecone RAG, and Gmail
Contract extraction, risk analysis & compliance automation with GPT-4.1 Mini
Automated Jira ticket responses with GPT-4 and Pinecone knowledge base
AI WhatsApp support with human handoff using Gemini, Twilio, and Supabase RAG
Generate personalized tour itineraries via email with GPT-4o and Pinecone
AI-powered WhatsApp support bot with ticket creation for Google Sheets
Slack AI ChatBot : context-aware, replies to mentions AND also DMs
Auto-triage GitHub issues with GPT-4o, Pinecone
Optimize unstructured data for RAG with Blockify IdeaBlocks technology
Summarize Apple App Store reviews with Pinecone, GPT-4 Mini & Slack
Automated Gmail support agent with Gemini 2.5, RAG & Cohere reranking
AI-powered stock analysis with Danelfin, TwelveData and Alpha Vantage
Create professional email drafts with GPT-4, Telegram & contact database
Automated customer support system with Gemini AI, RAG & security guardrails
AI email support system: Gmail, Gemini, GPT-4, Slack & Google Sheets workflow
Build a website AI chatbot with lead capture using Gemini and Supabase RAG
Chat with GitHub issues using OpenAI and Redis vector search
AI-powered Gmail customer support with OpenRouter & Pinecone knowledge base
Match medical symptoms to products with OpenAI, Qdrant & Google Sheets RAG
End-to-end B2B real estate lead enrichment & outreach with Apify, Relevance, OpenAI & Sheets
Create knowledge base from Jira tickets with OpenAI embeddings and Pinecone
AI-powered company documents Q&A assistant with Google Drive and GPT-4 mini
Zendesk ticket summarizer with Pinecone, OpenAI, and Slack
AI multi-source agent with GPT-4, Perplexity Search, Supabase and Google Sheets
Answer code of conduct questions in Slack with GPT-4 & RAG technology
AI Gmail support automation with Google Gemini, OpenAI & Pinecone
Chat with news articles using AI analysis in Telegram with vector search
Notify users when features ship with Semantic Search from Tally to Gmail
Create an AI shopping assistant on Telegram with GPT-4.1, voice recognition & Google Sheets
AI-powered SEO content optimization with SERP analysis & Slack approval workflow
Generate AI-curated sales quotes with OpenAI, Qdrant & CraftMyPDF PDF delivery
Process OCR documents from Google Drive into searchable knowledge base with OpenAI & Pinecone
Telegram support bot with OpenAI, Pinecone and human expert escalation
Create an AI Telegram bot using Google Drive, Qdrant, and OpenAI GPT-4.1
Predict F1 Race Winners with OpenAI GPT-4o, Historical Data & Slack Alerts
AI-powered ticket triage with multi-model classification & knowledge base
Hr policy retrieval using Slack, S3, and GPT-4.1-mini with RAG
Generate Twitter content in personal style with OpenAI & Supabase RAG
Send AI-curated weekly news digests with RSS, Vector DB & GPT-4o
Adaptive email auto-responder with GPT-4, RAG and human feedback loop
Generate & publish SEO-optimized Shopify blog articles with Gemini & ChatGPT
Monitor Google Maps reviews with GPT-4o sentiment analysis & Telegram RAG agent using Pinecone
Synchronize MySQL database schemas to Pinecone with OpenAI embeddings
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