ReturnGuard

ReturnGuard is a web app + Shopify app that flags high-risk returns and abuse patterns for D2C brands before money leaves the building. It scores each return request using signals like customer history, item-level return rates, delivery confirmation, device/email reputation, and “serial returner” behavior across orders. The tool auto-recommends actions: approve instantly, require photo proof, offer exchange/store credit, delay refund until inspection, or route to manual review. It also generates policy-aware customer messaging that’s firm but not hostile, and provides dashboards showing which SKUs, campaigns, and cohorts drive costly returns. This is not a generic helpdesk plugin; it’s a margin-protection layer that plugs into existing workflows (Shopify, Loop/Returnly, Shippo/ShipStation, Gorgias/Zendesk). Brands can start small (just scoring + rules) and expand to automated enforcement as confidence grows.