Returns fraud monitoring for apparel brands
Apparel carries the highest return rates in ecommerce, and the abuse hides inside the honest majority. Wardrobing, bracketing, and serial returning all look like normal returns until behavior is scored per customer.
Get a free returns fraud scanWhat WardrobeWatch does for apparel brands
- Flag customers who wear and return across multiple orders
- Surface habitual bracketing by customer and by SKU
- Give CX teams approve, warn, and deny decisions with evidence
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Frequently asked questions
What are the five classic signs of wardrobing?
Occasion items bought close to an event, returns immediately after the event, subtle wear signs, repeated patterns on the same account, and tags that are missing, moved, or reattached. No single sign proves intent, which is why retailers look for combinations.
How should staff record signs of wardrobing?
Factual recording at the time of the return: what was observed, where on the garment, the tag status, and a dated photo for disputed cases. Opinion words like fraudulent should stay out of first records. Clean factual notes are what make later reviews and disputes resolvable.
Do the five signs apply to footwear too?
Yes, and footwear often shows the clearest evidence: sole wear, creased vamps, and outdoor debris. Occasion shoes are a high risk category for one time wear, so many retailers inspect soles first and photograph them on return.