What a returns fraud audit actually finds

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.