WardrobeAudit vs Happy Returns
Happy Returns built its name on box-free drop-offs and return logistics. WardrobeAudit answers a different question: which returns should you accept at all, and which customers are quietly abusing your policy.
Get a free returns fraud scanSide by side
| Capability | WardrobeAudit | Happy Returns |
|---|---|---|
| Core focus | Returns fraud monitoring and decisioning | Drop-off network and return logistics |
| Wardrobing detection | Per customer scoring across order history | Not a core focus |
| Bracketing analytics | Customer and SKU level bracketing reports | Limited visibility |
| Serial returner scoring | Lifetime keep rate scoring on every order | Not a core focus |
| Approve, warn, deny controls | Built in, one click per return | Not offered |
| Free returns fraud scan | Yes, on your own data | Not offered |
Where WardrobeAudit fits
WardrobeAudit is audit-led returns fraud detection with a free scan. It plugs into Shopify Plus, scores every return request on wardrobing, bracketing, and serial returner behavior, and gives your CX team one-click approve, warn, and deny decisions with the evidence attached. Read more in our returns fraud glossary or see how it works for apparel brands.
Common questions
Is WardrobeAudit a Happy Returns replacement?
Happy Returns handles the physical return: drop-offs, aggregation, shipping. WardrobeAudit handles the fraud decision behind each request. The two solve different halves of the returns problem.
Can we use WardrobeAudit alongside Happy Returns?
Yes. Happy Returns handles the logistics of the return while WardrobeAudit handles the decision behind it. Brands commonly keep Happy Returns for the portal and add WardrobeAudit for fraud monitoring and approve, warn, deny controls.