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Return Fraud

Deceptive return practices where customers exploit return policies for financial gain without legitimate cause.

Return fraud includes wardrobing (using items then returning them), switching products, claiming non-receipt, or using stolen receipts. Retailers lose an estimated 10-20% of return value to fraud. AI classification can detect fraud patterns by analyzing return frequency, account age, claim consistency, and product condition. Combating fraud requires balancing detection with legitimate customer experience.

Related terms

  • False Return Claim — A return request where the stated reason doesn't match the actual condition or circumstances of the return.
  • Chargeback — A dispute filed by a customer with their bank to reverse a payment, often resulting from a failed return or refund experience.
  • Return Policy — The documented rules governing whether and how customers can return products for refunds or exchanges.
  • Restocking Fee — A charge deducted from customer refunds to cover the cost of processing and inspecting returned items.

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