Find the pattern behind the return.
Look beyond an overall return rate. Follow failed deliveries back to the courier, payment mode, location and order context that shaped them.
What was shipped, where, and with which courier?
Shipment and order identifiers
Which deliveries failed or came back?
Delivery events, NDR and return status
Where do repeated exceptions deserve a closer look?
Courier, pincode and payment-mode cohorts
Three pincodes, eleven percent of margin.
The example on this page, unwound to the records behind it — the way every insight in SeerFlow can be.
- 1Order#SF-5170 · COD · pincode 4410xx
- 2PayoutNothing collected · ₹0 remitted
- 3ReturnRTO · ₹142 freight paid both ways
- Illustrative example · not a customer result
~26%
of COD orders returned to origin.
Shipway’s ShipNotes analysis shows the cost risk behind COD. An undelivered order can leave you paying delivery and return charges without collecting the sale.
Shipway · ShipNotes findingsRecommendations support your team’s decisions; savings depend on the delivery outcome.
All researchPatterns help prioritise investigation. They do not prove a courier or customer caused an outcome; event coverage and cohort size matter.