{"product_id":"n8n-local-chatbot-with-retrieval-augmented-generation-rag","title":"n8n Local chatbot with retrieval augmented generation (RAG) Workflow","description":"\u003cp\u003eBuild a 100% local RAG with n8n, Ollama and Qdrant This agent uses a semantic database (Qdrant) to answer questions about PDF files. How it works Build a chatbot that answers based on documents you provide it (Retrieval Augmented Generation). You can upload as many PDF files as you want to the Qdrant database. The chatbot will use its retrieval tool to fetch the chunks and use them to answer questions. Installation\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eWhat you get:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eReady-to-import n8n workflow JSON file\u003c\/li\u003e\n\u003cli\u003eStep-by-step setup guide (PDF)\u003c\/li\u003e\n\u003cli\u003eVideo walkthrough\u003c\/li\u003e\n\u003cli\u003eFree updates for life\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Flexa Digital","offers":[{"title":"Default Title","offer_id":45401273467059,"sku":"N8N-WF-073","price":19.0,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0749\/6279\/6723\/files\/n8n-local-chatbot-with-retrieval-augmented-generation-rag-workflow.png?v=1775252744","url":"https:\/\/buyflowscripts.com\/products\/n8n-local-chatbot-with-retrieval-augmented-generation-rag","provider":"N8N Commerce","version":"1.0","type":"link"}