{"product_id":"n8n-support-ticket-triage-gpt-4o-pinecone-rag","title":"n8n Support Ticket Triage: GPT-4o + Pinecone RAG","description":"\u003ch3\u003eAuto-triage your support tickets with GPT-4o + Pinecone RAG—then resolve or escalate\u003c\/h3\u003e\n\u003cp\u003eWith this \u003cstrong\u003en8n Support Ticket Triage\u003c\/strong\u003e workflow, incoming support tickets are enriched with CRM context, classified using \u003cstrong\u003eOpenAI Chat Completions (GPT-4o)\u003c\/strong\u003e, searched against a \u003cstrong\u003ePinecone\u003c\/strong\u003e knowledge base, and either \u003cstrong\u003eauto-resolved via your helpdesk API\u003c\/strong\u003e or \u003cstrong\u003eescalated to Slack\u003c\/strong\u003e with clear status and analytics logging.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this workflow does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eReceives tickets via webhook:\u003c\/strong\u003e A POST webhook ingests the support ticket payload.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eNormalizes + enriches context:\u003c\/strong\u003e The workflow standardizes incoming fields and retrieves \u003cstrong\u003ecustomer history from your CRM\u003c\/strong\u003e over HTTP.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eClassifies the ticket with OpenAI:\u003c\/strong\u003e Uses OpenAI Chat Completions to determine \u003cstrong\u003ecategory\u003c\/strong\u003e, \u003cstrong\u003eurgency\u003c\/strong\u003e, \u003cstrong\u003esentiment\u003c\/strong\u003e, and \u003cstrong\u003eKB-match confidence\u003c\/strong\u003e, then merges results with the ticket context.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eNotifies the team when it’s urgent:\u003c\/strong\u003e Critical\/high-urgency tickets are routed to \u003cstrong\u003eSlack\u003c\/strong\u003e, while the workflow continues for knowledge-base handling.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eGrounded retrieval with Pinecone RAG:\u003c\/strong\u003e Queries \u003cstrong\u003ePinecone\u003c\/strong\u003e for top matching knowledge base entries and uses OpenAI to draft a grounded response that states whether the issue can be resolved and at what confidence.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eResolves or escalates:\u003c\/strong\u003e If the draft confidence is \u003cstrong\u003e≥ 0.8\u003c\/strong\u003e, it replies via the \u003cstrong\u003ehelpdesk API\u003c\/strong\u003e and marks the ticket resolved; otherwise it escalates to \u003cstrong\u003eSlack\u003c\/strong\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eUpdates status + logs analytics:\u003c\/strong\u003e The workflow updates ticket status in the helpdesk system and logs final ticket data to an internal analytics endpoint.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eReduce first-response time by auto-resolving tickets when Pinecone knowledge matches with high confidence.\u003c\/li\u003e\n  \u003cli\u003eSend critical\/high urgency alerts to Slack for immediate human attention.\u003c\/li\u003e\n  \u003cli\u003eImprove support consistency by using GPT-4o classification + grounded KB responses.\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 if, set, code, slack, switch, webhook\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eAI + retrieval:\u003c\/strong\u003e OpenAI Chat Completions (GPT-4o) + \u003cstrong\u003ePinecone RAG\u003c\/strong\u003e\n\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eExternal systems:\u003c\/strong\u003e CRM over HTTP, \u003cstrong\u003ehelpdesk API\u003c\/strong\u003e, and an internal analytics endpoint\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003cp\u003eIdeal for \u003cstrong\u003en8n automation workflows\u003c\/strong\u003e, SaaS operators, and automation engineers who want reliable, confidence-based support triage.\u003c\/p\u003e","brand":"N8N Commerce","offers":[{"title":"Default Title","offer_id":45978924155059,"sku":"N8N-19345","price":36.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0749\/6279\/6723\/files\/hvYJfFoHXNiqiTY6xhtxF_lrJiWoji.png?v=1788859017","url":"https:\/\/buyflowscripts.com\/products\/n8n-support-ticket-triage-gpt-4o-pinecone-rag","provider":"N8N Commerce","version":"1.0","type":"link"}