How a Fashion Brand Cut RTO from 22% to 9% and Recovered ₹6.8L
COD orders were 68% of volume and 41% bounced. Here's how a fashion brand used Mera's RTO intelligence to route, verify and recover — in 60 days.
The Problem
A ₹6.5Cr/year fashion brand loved COD — until the returns started eating margin.
What they were dealing with:
- 22% RTO rate on COD orders
- 68% of orders were COD
- ₹6.8L monthly RTO cost (shipping both ways + handling)
- No address verification before dispatch
- Same courier for every pincode, regardless of NDR history
The root cause: Blind fulfillment. Every COD order went out the same way, to the same courier, with zero risk scoring.
What We Did
Week 1-2: Audit & Intelligence
We pulled 90 days of order data:
- 3,800 COD orders
- RTO by pincode, SKU, courier, and customer cohort
- NDR reasons and courier performance
Key finding: 40% of RTO came from 11 pincodes. Two SKUs had 2x the RTO rate. One courier had 31% NDR in those pincodes vs 8% for an alternative.
Week 3-4: System Setup
We wired Mera’s RTO intelligence:
- Risk scoring — Every COD order scored before dispatch (address + pincode + SKU + cohort)
- Courier routing — High-risk pincodes automatically routed to better-performing courier
- WhatsApp verification — Automated confirmation for medium-risk orders before packing
- Prepaid nudge — Dynamic incentive for high-risk COD to convert to prepaid
Week 5-8: Recovery
- Added NDR automation with WhatsApp follow-ups
- Enabled return-to-exchange flow (store credit > refund)
- Built RTO dashboard by pincode and courier
The Results (60 Days)
| Metric | Before | After | Change |
|---|---|---|---|
| RTO rate (COD) | 22% | 9% | -59% |
| Monthly RTO cost | ₹6.8L | ₹2.9L | -57% |
| NDR resolution | 34% | 71% | +109% |
| COD to prepaid conversion | 31% | 44% | +42% |
| Exchange rate on returns | 12% | 28% | +133% |
What Made It Work
Risk-aware fulfillment, not blanket rules. They didn’t need to ban COD. They needed:
- Pre-dispatch risk scoring
- Pincode-aware courier routing
- Verification before packing
- Exchange-first returns
Mera provided the shipping and retention intelligence. Vridhi built the RTO system.
Key Takeaway
“We treated every COD order the same. Now low-risk COD ships instantly, high-risk gets verified. RTO dropped by 13 points without losing a single good customer.”
— Ops Lead, Fashion Brand
This use case demonstrates our Shipping & RTO and Returns & Revenue Recovery systems. Get a Commerce Assessment →
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