{"product_id":"shopify-return-triage-n8n-workflow-w-groq-slack-alerts","title":"Shopify Return Triage n8n Workflow w\/ Groq \u0026 Slack Alerts","description":"\u003ch3\u003eInstantly triage Shopify return requests with Groq AI—and alert your team in Slack when it needs a human\u003c\/h3\u003e\n\u003cp\u003eThe \u003cstrong\u003eShopify Return Triage n8n Workflow w\/ Groq \u0026amp; Slack Alerts\u003c\/strong\u003e automatically receives return requests from Shopify via webhook, uses a \u003cstrong\u003eGroq\u003c\/strong\u003e AI agent to evaluate them against your return policy, and then either processes high-confidence decisions through the \u003cstrong\u003eShopify Admin API\u003c\/strong\u003e or escalates low-confidence cases to \u003cstrong\u003eSlack\u003c\/strong\u003e for review.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this workflow does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eReceives return requests via a POST webhook\u003c\/strong\u003e containing \u003cem\u003eorder number\u003c\/em\u003e, \u003cem\u003ecustomer email\u003c\/em\u003e, \u003cem\u003ereturn reason\u003c\/em\u003e, and \u003cem\u003edescription\u003c\/em\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eRuns a Groq AI triage\u003c\/strong\u003e by sending the request details to a Groq chat model and parsing the response into structured fields: \u003cem\u003edecision\u003c\/em\u003e, \u003cem\u003econfidence\u003c\/em\u003e, \u003cem\u003ereasoning\u003c\/em\u003e, and \u003cem\u003econcerns\u003c\/em\u003e—guided by the return policy in the system prompt.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eReturns an immediate 200 JSON acknowledgement\u003c\/strong\u003e confirming the request was received.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eEscalates when needed\u003c\/strong\u003e: routes to \u003cstrong\u003eSlack\u003c\/strong\u003e for human review when the AI decision is \u003cem\u003e“escalate”\u003c\/em\u003e or when confidence is \u003cem\u003ebelow 70\u003c\/em\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eProcesses confident decisions\u003c\/strong\u003e: when confidence is high, attempts to execute the AI decision via the \u003cstrong\u003eShopify Admin API\u003c\/strong\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eNotifies on failures\u003c\/strong\u003e: if the Shopify API call fails, it posts a Slack alert including the order details, the AI decision, and the Shopify error message.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eAutomate first-pass returns triage to reduce manual workload on your support team.\u003c\/li\u003e\n  \u003cli\u003eRoute edge cases (low confidence \/ “escalate”) to Slack for fast human resolution.\u003c\/li\u003e\n  \u003cli\u003eCatch Shopify Admin API issues immediately with context-rich Slack alerts.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eWebhook\u003c\/strong\u003e to receive Shopify return requests.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eGroq Chat Model\u003c\/strong\u003e via an n8n LangChain agent to extract decision, confidence, reasoning, and concerns.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eHTTP Request\u003c\/strong\u003e to call the \u003cstrong\u003eShopify Admin API\u003c\/strong\u003e (with your store domain in the URL).\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eSlack\u003c\/strong\u003e alerts for escalations and Shopify API failure messages (set your target channel like \u003cem\u003ereturns-triage\u003c\/em\u003e).\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eif\u003c\/strong\u003e logic to route based on AI decision and confidence threshold.\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"N8N Commerce","offers":[{"title":"Default Title","offer_id":45895370408115,"sku":"N8N-18663","price":23.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0749\/6279\/6723\/files\/7ufJMlFwPl6lB_S5RnReo_JTPStMe7.png?v=1787648859","url":"https:\/\/buyflowscripts.com\/products\/shopify-return-triage-n8n-workflow-w-groq-slack-alerts","provider":"N8N Commerce","version":"1.0","type":"link"}