{"product_id":"return-fraud-pattern-detector","title":"Return Fraud Pattern Detector","description":"\u003cp\u003eReturn fraud is easy to miss one order at a time — it only becomes obvious once you look at a customer's full return history, and nobody has time to do that manually for every return. This automation pulls your recent return\/order history on a weekly schedule, uses AI to detect suspicious patterns such as repeat high-frequency returners and mismatched return reasons, and flags the results into a review queue so your team only looks at the cases that actually warrant a second look.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWho it's for:\u003c\/strong\u003e E-commerce sellers who want repeat-return abuse and mismatched-reason patterns flagged automatically instead of discovered by accident\u003c\/p\u003e\u003ch3\u003eWhat you get\u003c\/h3\u003e\u003cp\u003eA ready-to-import n8n automation workflow (JSON file) delivered digitally after purchase, plus setup guidance built right into the workflow file as documentation notes.\u003c\/p\u003e\u003ch3\u003eSetup\u003c\/h3\u003e\u003cp\u003eConnect the HTTP Request node to your store's orders\/returns API (Shopify Admin API by default — swap in your platform's endpoint if different). Connect an OpenAI credential for the pattern-detection step, and a Google Sheets credential pointed at your 'Return Review Queue' sheet. The schedule trigger runs weekly by default.\u003c\/p\u003e\u003ch3\u003eCredentials \u0026amp; APIs needed\u003c\/h3\u003e\u003cp\u003eShopify Admin API access token (or equivalent order\/returns API credential), OpenAI API credential (for pattern detection), and a Google Sheets OAuth2 credential for the review queue.\u003c\/p\u003e\u003cp\u003ePart of the D-mim Automation catalog — browse the full library at https:\/\/dynamic.dmimautomation.com\u003c\/p\u003e","brand":"dynamic.dmimautomation.com","offers":[{"title":"Standard License","offer_id":52463518646488,"sku":"034-000-00021","price":14.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/7426\/0952\/files\/0001-2317617956949849543.png?v=1789460025","url":"https:\/\/dynamic.dmimautomation.com\/products\/return-fraud-pattern-detector","provider":"dynamic.dmimautomation.com","version":"1.0","type":"link"}