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Merchant Use Cases

See the refund and chargeback scenarios RefundSentry is designed to help teams review faster, with less guesswork and less workflow disruption.

Fashion & Apparel

Review repeat size-ordering, worn-once returns, and fast-turn refunds before those losses get absorbed as a normal cost of selling apparel online.

Bracketing and multi-size orders
Short wear-and-return cycles
Policy review for repeat offenders
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Consumer Electronics

Add tighter review to high-value returns that deserve a closer look before a fast refund or inspection decision is made.

High-AOV return review
Order-history context for suspicious returns
Fits manual inspection workflows
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Growing Stores

Give support and ops teams a faster way to separate routine returns from the ones that merit manual review during busy periods.

Risk tags inside Shopify
Faster review triage during peak volume
Keeps current returns stack in place
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Specialty Retail

Add more scrutiny to high-value returns while keeping customer data exposure low and escalation paths clear for your team.

High-value item scrutiny
Low-PII data handling
Escalation paths for unusual behavior
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Pre-Ship Fraud Prevention

Score orders at checkout and hold risky fulfillments before you ship. Stop bracketing setups, suspicious first orders, and high-abuse SKU patterns at the source.

Registered pre-ship order-risk signals
Auto fulfillment hold for high-risk orders
One-click release with audit trail
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Chargeback Reduction

Predict which orders are likely to result in chargebacks before they ship. Catch double-dip fraud where customers return and dispute the same order.

Chargeback risk prediction
Double-dip fraud detection
Dispute evidence dashboard
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