RefundWatch
An AI guard for DTC stores that watches return reasons, customer emails and chargeback filings to flag refund-abuse rings and serial-returners before they cost you real margin — and auto-builds the evidence packet for your next dispute.
Shopify and Shoplazza merchants doing $50k+/month with rising return rates and chargebacks
- Pattern detection across shipping address, device fingerprint and email aliases
- Plain-language risk score at checkout with auto-block or photo-proof rules
- Chargeback-ready evidence packet auto-generated for Stripe and Shopify disputes
- Weekly digest of the 5 customer accounts most worth reviewing
Return abuse is rising faster than fraud-detection tooling for it; merchants currently fight it in spreadsheets and lose money every quarter.
NRF/Appriss data: $103B lost to fraudulent and abusive returns in 2024 (up from $101B in 2023), with 15.14% of returns classified as abuse/fraud; eCommerce return volumes run ~3x physical retail per Radial 2025.Retailers continue battling fraudulent and abusive returns in 2024 ↗State of Retail Returns 2025 (Radial) ↗
Direct competitor RefundSentry (apps.shopify.com/refundsentry) already scores returns, refunds and chargebacks on Shopify and even auto-builds dispute context, priced $49–$299/mo; Riskified, Signifyd, Chargeback.io and 50+ Shopify fraud apps cover overlapping territory, leaving little undifferentiated room.RefundSentry ‑ Return Fraud on Shopify App Store ↗RefundSentry pricing ↗Best Shopify Fraud Apps (2025) ↗
Proven SaaS pricing tier at RefundSentry ($49/$99/$199/$299/mo) and broader Shopify fraud-app range of $5–$500/mo; merchants pay because each blocked abusive return saves multiples of subscription cost.RefundSentry pricing ↗Best Shopify Fraud Apps (2025) ↗
Return abuse is structurally rising (dollar losses grew YoY in 2024) and is recognized by Signifyd, Riskified and NRF as a persistent, multi-year margin threat — not a fad.State of Fraud and Returns Report 2025 | Signifyd ↗Retailers continue battling fraudulent and abusive returns in 2024 ↗
Buildable on Shopify Admin/Returns and Order APIs plus LLM for evidence packets, but requires non-trivial work: integrating return reasons, email history, chargeback webhooks (Shopify Disputes API, Loop/AfterShip), and a reliable risk-scoring pipeline.Protect your business with Shopify's fraud tools ↗RefundSentry review/feature page ↗