# What a returns fraud audit actually finds | WardrobeAudit

Source: https://wardrobeaudit.com/blog/what-audit-finds.html

Every returns audit starts with the same question from the brand: is fraud really our problem, or is our return rate just high? The data answers fast, because abuse has a shape that honest returns do not.

The first finding is almost always concentration. A small group of customers, often a few percent of the buyer base, accounts for a striking share of return volume and nearly all of the condition flags.

The second finding is pattern. Wardrobing shows up as fast returns in occasion categories. Bracketing shows up as habitual multi-size orders. Both repeat per customer, which is what makes them visible and actionable.

The third finding is the gap between policy and enforcement. Most brands already have rules that would stop their worst abusers. What they lack is the per customer visibility to apply them, which is exactly what the audit provides.

### Keep reading

[The 10-point returns fraud audit checklist](ten-point-checklist.md)

[From audit findings to recovered margin](audit-to-action.md)

[Returns fraud glossary](../glossary.md) · [WardrobeAudit vs Loop](../alternatives/loop.md) · [WardrobeAudit vs Happy Returns](../alternatives/happy-returns.md)

[Get a free returns fraud scan](mailto:hello@wardrobeaudit.com?subject=Free%20returns%20fraud%20scan)

## Frequently asked questions

### What does a wardrobe returns audit typically find first?

Usually a measurement problem before a fraud problem: reason codes that hide condition, inspection steps that vary by shift, and categories where returns data and warehouse reality disagree. Fixing measurement comes first because every later decision depends on trusting the numbers.

### How long does a first returns audit take?

A focused first audit on one category can produce useful findings in a few weeks of returns data plus a short inspection review. A full catalog audit takes longer, mostly because inspection consistency has to be checked across warehouses and shifts.

### What should a retailer do with audit findings first?

Start with the finding that changes a decision: an inspection gap in one category, a sizing content fix, or a window adjustment for a high abuse category. Audits that produce long lists and no sequenced action tend to produce no change at all.