Every group that has reduced forced refunds meaningfully did the same unglamorous thing: they made answering a claim a routine task that takes minutes, rather than an investigation that takes days. Nothing else in this article matters more than that sentence.
Short on time
Start with the actual claim
Classify the reason the app gave before looking for evidence.
Match the order number
Connect the claim to the sale and preparation record for that order.
Check what is visible
A packing view may show the bag contents; it cannot prove what happened after handover.
Test retrieval
Evidence is less useful if the team cannot retrieve it in time to dispute the claim.
Start from the claim, not from the camera
The instinct is to add cameras. The better first move is to take last month’s claims and try to answer five of them with what you already have. That exercise tells you precisely where the process breaks, and it is almost never the camera.
In most branches the footage exists. What is missing is the link between an order number and a moment in time, and a way for somebody who is not standing in the branch to retrieve it.
The four things an answer needs
If a reply contains those four things it settles most item-level claims without further correspondence. If it is missing any of them it becomes a discussion about process, and process discussions go to whoever has more documentation.
Make the packing station the control point
Almost all disputed delivery claims concern what went into the bag. That makes the packing station the only place worth instrumenting first. One clear overhead view of a defined packing area, with the POS order visible alongside it, answers more claims than cameras anywhere else in the branch combined.
Instrument the one metre where the dispute actually happens.
Then make retrieval boring
Evidence that takes an hour to find will be found for the first week and then quietly abandoned. The test is whether someone in head office, who has never visited that branch, can produce a complete reply from an order number in under two minutes. If they cannot, the process will not survive contact with a busy month.
A sequence that works
Groups that run this sequence usually find the claim volume at that branch falls before they have bought anything. That fall is the whole thesis, tested at low cost.
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