Merchant Use Cases

See how different Shopify Plus verticals are using RefundSentry to prevent fraud, protect margins, and optimize their return workflows.

Fashion & Apparel

Tackle "wardrobing" (wear-and-return) and sizing issues. Our ML models identify serial returners who buy multiple sizes to return most of them, allowing you to dynamically adjust return fees or restrict policy windows.

42%

Reduction in wardrobing

3x

Sizing insight actionable data

Consumer Electronics

Prevent empty-box fraud and part-swapping. With high AOV items, RefundSentry flags risky returns before shipping labels are generated, holding refunds until items pass detailed physical inspection.

$84k/mo

Fraud losses recovered

< 1%

False positives

High-Volume Retail

Automate fast-track approvals for low-risk customers while routing anomalies to manual review. Decrease support tickets and operational bottlenecks during peak seasons.

85%

Auto-approval rate

60%

Support tickets reduced

Luxury Goods

Protect brand integrity with rigorous VIP-only return workflows and extensive chargeback evidence. We secure Level 1 customer data while tracking complex fraud rings.

78%

Chargeback win rate

99%

VIP retention

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