Reducing RTO
How much does order confirmation reduce RTO?
Direct answer
Stores that go from shipping everything to shipping only confirmed orders commonly cut RTO by a third to a half. Blaze, a ReplAi client, went from 30% RTO to 15%. The mechanism is simple: the orders most likely to refuse are exactly the ones that cancel or stay silent during confirmation.
Where the reduction comes from
Confirmation does not persuade anyone; it sorts orders before you pay for shipping:
- Changed minds cancel in chat instead of refusing at the door. Same lost sale, but it costs you nothing instead of round-trip freight.
- Fake and prank orders go silent and never ship.
- Address and phone errors get fixed while fixing them is free.
- Doorstep surprise disappears because the customer agreed to the exact total in writing.
- Delivery-day reminders catch the "not home, no cash ready" refusals that even confirmed orders can suffer.
What the numbers look like
Unmanaged COD in this region commonly runs 25-35% RTO. Confirmation attacks most of the causes at once, which is why the drop is large rather than marginal. Blaze halved RTO from 30% to 15% after automating the loop with ReplAi.
The condition attached
The discipline is the hard part: the reduction only materializes if silent orders genuinely do not ship. A store that confirms but then ships the non-responders anyway gets the cost of confirmation with none of the savings. Automation helps precisely because it enforces the rule at 3 AM as well as 3 PM.
Last updated 2026-07-09