Reverse logistics is often the single highest bleed on direct-to-consumer (D2C) profitability. Between in-transit courier theft (where customers or couriers replace apparel with soap/paper), intentional wardrobing (buying for an event and returning), and bracket sizing, return fraud erodes 8–15% of gross revenue.

Automated Detection Rules

Rule & Exception Operational Signal Recommended Action
RETURN_EMPTY_BOX_COURIER_THEFT_CRITICAL Inbound Returned Weight ≤ 35% Outbound Weight Halt automatic refund; file courier unboxing claim.
SERIAL_RETURN_WARDROBING_ABUSE_CRITICAL Lifetime Return Rate > 70% (≥3 orders) Restrict COD access and charge return restocking fee.
VELOCITY_BRACKET_SIZING_WARNING ≥ 2 Sizes of identical SKU in same cart Trigger smart sizing recommendation assistant in checkout.

Interactive Return Abuse & Dead Freight Calculator

Calculate your monthly financial loss from return abuse, reverse dead freight, and transit theft:

Total Returned Orders: 630 Returns / Month (₹88,200 Reverse Freight)
Preventable Return Abuse Loss: ₹22,050 / Month (~₹2,64,600 / Year)

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