{"product_id":"n8n-shopify-cod-risk-scoring-with-gpt-4o-shiprocket-google-sheets","title":"n8n Shopify COD Risk Scoring with GPT-4o, Shiprocket \u0026 Google Sheets","description":"\u003ch3\u003eInstant RTO\/Fraud Risk Scoring for Shopify COD Orders—Automated with GPT-4o, Shiprocket, and Google Sheets\u003c\/h3\u003e\n\u003cp\u003eThis n8n workflow automatically scores every new \u003cstrong\u003eShopify\u003c\/strong\u003e order for \u003cstrong\u003eRTO (return-to-origin) and COD risk\u003c\/strong\u003e, using \u003cstrong\u003eGoogle Sheets order history\u003c\/strong\u003e, \u003cstrong\u003eShiprocket serviceability\u003c\/strong\u003e, \u003cstrong\u003eIndia Post pincode validation\u003c\/strong\u003e, and an \u003cstrong\u003eOpenAI (gpt-4o-mini) JSON risk review\u003c\/strong\u003e. It then tags or holds fulfillment in Shopify and routes decisions via \u003cstrong\u003eWhatsApp, Gmail, and Slack\u003c\/strong\u003e (with decision webhooks) to streamline safe, proactive COD fulfillment.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this workflow does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eTriggers on new Shopify orders\u003c\/strong\u003e and normalizes key fields (payment mode, phone, pincode, items), generating a one-time \u003cem\u003edecision token\u003c\/em\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eReads Google Sheets history\u003c\/strong\u003e to check prior return\/delivery patterns for the customer and retrieve \u003cstrong\u003epincode-based RTO risk\u003c\/strong\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eValidates logistics feasibility\u003c\/strong\u003e by checking \u003cstrong\u003eShiprocket\u003c\/strong\u003e for courier\/COD serviceability and validating the destination pincode against \u003cstrong\u003eIndia Post\u003c\/strong\u003e data—continuing even if lookups fail.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eComputes a rule-based risk score\u003c\/strong\u003e from address quality, history, pincode risk, and heuristics.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eCalls OpenAI (gpt-4o-mini)\u003c\/strong\u003e for a structured \u003cstrong\u003eJSON risk opinion\u003c\/strong\u003e plus an \u003cstrong\u003eaddress-fix suggestion\u003c\/strong\u003e, then blends rule + AI signals into a final score.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eAssigns a risk tier\u003c\/strong\u003e (low\/medium\/high), with hard flags that can force high risk.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eLogs every assessment\u003c\/strong\u003e to an “Order Risk Log” \u003cstrong\u003eGoogle Sheets\u003c\/strong\u003e tab.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eEnforces outcomes in Shopify\u003c\/strong\u003e: low-risk orders get Shopify tags; medium\/high-risk orders get fulfillment placed on hold and tagged.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eRoutes actions\u003c\/strong\u003e: medium-risk confirmations via \u003cstrong\u003eWhatsApp and Gmail\u003c\/strong\u003e, and high-risk decisions to \u003cstrong\u003eSlack\u003c\/strong\u003e with Release\/Cancel\/Prepay options.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eReduce COD fraud and RTO losses by pre-scoring orders before shipping.\u003c\/li\u003e\n  \u003cli\u003eAutomate safe fulfillment holds for medium\/high-risk orders.\u003c\/li\u003e\n  \u003cli\u003eCentralize risk history and decisions in Google Sheets for auditing.\u003c\/li\u003e\n  \u003cli\u003eSpeed up operator workflows with Slack buttons and confirmation links.\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\/integrations\u003c\/strong\u003e: if, code, gmail, slack, switch, webhook.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eExternal services\u003c\/strong\u003e: Shopify, OpenAI (gpt-4o-mini), Google Sheets, Shiprocket, India Post pincode validation, WhatsApp, Gmail, Slack, and decision webhooks.\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"N8N Commerce","offers":[{"title":"Default Title","offer_id":46254508409011,"sku":"N8N-21341","price":29.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0749\/6279\/6723\/files\/WeyblCgAHWQWmeOfAUxzL_5by3x638.png?v=1792573449","url":"https:\/\/buyflowscripts.com\/products\/n8n-shopify-cod-risk-scoring-with-gpt-4o-shiprocket-google-sheets","provider":"N8N Commerce","version":"1.0","type":"link"}