{"product_id":"grounded-rag-support-ticket-bot-with-claude-pinecone-n8n","title":"Grounded RAG Support Ticket Bot with Claude, Pinecone \u0026 n8n","description":"\u003ch3\u003eGrounded RAG support replies—instantly—powered by Claude, Pinecone, and n8n\u003c\/h3\u003e\n\u003cp\u003eThis n8n workflow receives customer support questions via a webhook, retrieves the most relevant documentation from \u003cstrong\u003ePinecone\u003c\/strong\u003e using \u003cstrong\u003eVoyage AI embeddings\u003c\/strong\u003e, and uses \u003cstrong\u003eAnthropic Claude\u003c\/strong\u003e to generate a \u003cstrong\u003egrounded, cited answer\u003c\/strong\u003e. It can auto-reply when confidence is high or seamlessly \u003cstrong\u003eescalate to Zendesk and Slack\u003c\/strong\u003e when it’s not.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this workflow does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eIngests support requests\u003c\/strong\u003e through an HTTP \u003cstrong\u003ewebhook\u003c\/strong\u003e, keeping the connection open for a synchronous response.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eNormalizes the payload\u003c\/strong\u003e (query text, customer\/ticket identifiers, and product line) and generates an embedding using \u003cstrong\u003eVoyage AI\u003c\/strong\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eRetrieves relevant documentation\u003c\/strong\u003e from \u003cstrong\u003ePinecone\u003c\/strong\u003e within the matching namespace, then deduplicates\/ranks results and builds a numbered context block with retrieval confidence scores.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eGenerates a grounded JSON response\u003c\/strong\u003e with \u003cstrong\u003eAnthropic Claude\u003c\/strong\u003e, including citations to the retrieved sources.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eValidates citations and decision logic\u003c\/strong\u003e, checking confidence and escalation keywords before acting.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eAuto-resolves or escalates\u003c\/strong\u003e:\n    \u003cul\u003e\n      \u003cli\u003eWhen qualified, replies to the webhook with the grounded answer, citing sources, and tags the ticket as \u003cstrong\u003eauto-resolved\u003c\/strong\u003e in \u003cstrong\u003eZendesk\u003c\/strong\u003e.\u003c\/li\u003e\n      \u003cli\u003eWhen retrieval is weak or escalation is required, opens\/updates a \u003cstrong\u003eZendesk\u003c\/strong\u003e ticket, notifies the team in \u003cstrong\u003eSlack\u003c\/strong\u003e, and returns an escalation notice to the webhook.\u003c\/li\u003e\n    \u003c\/ul\u003e\n  \u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eLogs every interaction\u003c\/strong\u003e—queries, retrieval metrics, decision path, and sources—into \u003cstrong\u003eGoogle Sheets\u003c\/strong\u003e for auditing and continuous improvement.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eAutomating level-1 SaaS support with \u003cstrong\u003eretrieval-augmented generation (RAG)\u003c\/strong\u003e and cited answers.\u003c\/li\u003e\n  \u003cli\u003eReducing response time by auto-answering high-confidence questions while routing uncertain cases to human support.\u003c\/li\u003e\n  \u003cli\u003eMaintaining compliance\/traceability with \u003cstrong\u003eauditable logs\u003c\/strong\u003e and source citations.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003en8n nodes\/tools:\u003c\/strong\u003e \u003ccode\u003ewebhook\u003c\/code\u003e, \u003ccode\u003eif\u003c\/code\u003e, \u003ccode\u003ecode\u003c\/code\u003e, \u003ccode\u003emerge\u003c\/code\u003e, \u003ccode\u003eslack\u003c\/code\u003e, \u003ccode\u003ezendesk\u003c\/code\u003e\n\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eRAG stack:\u003c\/strong\u003e \u003cstrong\u003eVoyage AI embeddings\u003c\/strong\u003e → \u003cstrong\u003ePinecone\u003c\/strong\u003e retrieval → \u003cstrong\u003eAnthropic Claude\u003c\/strong\u003e grounded generation\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eAuditing:\u003c\/strong\u003e interaction logs to \u003cstrong\u003eGoogle Sheets\u003c\/strong\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"N8N Commerce","offers":[{"title":"Default Title","offer_id":45931013144755,"sku":"N8N-18974","price":9.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0749\/6279\/6723\/files\/lwbF2PT-rjhbfqQ6UQLgS_AbZCjVEy.png?v=1788253768","url":"https:\/\/buyflowscripts.com\/products\/grounded-rag-support-ticket-bot-with-claude-pinecone-n8n","provider":"N8N Commerce","version":"1.0","type":"link"}