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Create a travel support RAG chatbot with Google Drive, Pinecone and OpenAI

šŸ“Š Description This workflow helps travel, booking, and customer support businesses create an AI chatbot that answers customer questions from their own knowledge base. Instead of manually replying to repeated question...

Data & StorageDevelopmentCore NodesAILangchainUtilitySticky NoteGoogle Drive
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šŸ“Š Description

This workflow helps travel, booking, and customer support businesses create an AI chatbot that answers customer questions from their own knowledge base. Instead of manually replying to repeated questions about bookings, cancellations, refunds, pricing, policies, or service details, the business can upload a knowledge document and let the chatbot respond through a webhook.

Built for travel agencies, booking platforms, hotels, shortlets, service businesses, and automation builders who want to create a simple RAG chatbot using Google Drive, OpenAI, Pinecone, and n8n.

What This Workflow Does

šŸ“„ Downloads a knowledge document from Google Drive āœ‚ļø Splits the document into smaller chunks for better retrieval 🧠 Creates embeddings using OpenAI šŸ“¦ Stores the knowledge base inside a Pinecone vector index šŸ’¬ Receives customer questions through a webhook šŸ”Ž Searches Pinecone for the most relevant information šŸ¤– Uses OpenAI to generate a short, helpful answer šŸ“¤ Returns the chatbot response back to the connected frontend, chatbot, or app

Key Benefits

āœ… Turns a simple document into a searchable AI knowledge base āœ… Helps answer repeated customer questions faster āœ… Uses RAG so responses are based on the uploaded business information āœ… Works with any frontend, chatbot, or app that can send a POST request āœ… Easy to customize for different travel, booking, or support businesses āœ… Separates knowledge indexing from live chatbot responses āœ… Includes a simple response formatting step before returning the answer

How It Works