Inside Kosha: a 27% RTO drop in 60 days.

Kosha is a B2C ethnic-wear brand shipping a meaningful volume of orders a month, a large share of it COD into tier-2 and tier-3 pincodes. That mix is exactly where RTO bites hardest. Over two months, their ops team took RTO down by 27 points without touching their catalog or their prices. Here is what they actually did.

The starting point

Coming in, Kosha had a high-thirties RTO rate on a D+8 COD cycle, and they were losing a painful amount every month to returns alone. Like most teams, they had been treating RTO as a cost of doing COD business. It is not. It is a routing and risk problem wearing a finance costume.

Move one: score risk before pickup

The first change was to stop shipping blind. With RTO Shield, every COD order got a risk score before pickup. High-risk addresses triggered a quick WhatsApp confirmation; the ones that went silent were held rather than shipped into a near-certain return.

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The first week was uncomfortable. We were holding orders we would have happily shipped before. Then the return rate started falling and nobody wanted to go back.

Move two: swap carriers per lane

Kosha had a default carrier for everything. We turned on AI allocation so each order routed to the carrier with the best success on that specific lane. For several problem pincodes, the winning carrier was not the incumbent, and the return rate on those lanes fell sharply.

Move three: shorten the cash cycle

Faster remittance was the multiplier. Moving from D+8 to D+2 freed up working capital that Kosha put straight into a new SKU launch. Lower returns plus faster cash is the combination that actually changes a P&L, not either one alone.

• Before: high-thirties RTO, D+8 COD, heavy monthly loss to returns.
• After: returns down 27 points, D+2 COD, capital recycled into inventory.