AJIO returns: where the costs actually land.
Fashion returns at rates other categories never see, and every one carries a cost that arrives quietly as a deduction. Here is the flow stage by stage, what to check when goods come back, and which charges are worth disputing.
- Return costs arrive as settlement deductions, not invoices — nobody has to approve them.
- Fashion return rates are structurally higher, so this flow matters more on AJIO than elsewhere.
- Check four things on arrival: shipment ID, seal, contents, weight. Before the packaging is binned.
- Freight disputes and goods-condition claims are separate routes needing separate evidence.
- Robnu reconciles every AJIO return against the shipment it should have been. Free while we figure out pricing.
AJIO is live on Robnu today. For fashion vendors, returns are not an edge case — they are a permanent line in the P&L, and the difference between managing them and absorbing them is usually the difference between a viable catalogue and a losing one.
Where cost attaches at each stage
A return moves through initiation, pickup from the customer, transit through the reverse network, and delivery back to you. Cost accrues across those stages and surfaces later as a single deduction — which is why the charge feels disconnected from the event that caused it.
The stage that decides your claims is the last one. Once a return is in your hands, you have a short window in which every discrepancy is still provable. After the packaging is discarded, most of them are not.
Four checks, before the box goes in the bin
Each takes seconds and each protects a different claim. The packaging itself is often the evidence.
Is this return expected?
Match the shipment against a return you know about. An unexpected arrival is as significant as a missing one — both indicate something went wrong upstream.
Is the seal intact?
Capture tampering evidence before opening. See the tampered package checklist.
Correct SKU, saleable?
Right item, right quantity, unworn condition. A used garment returned is a separate claim from the freight.
Weight consistent?
Against your dispatch record. A mismatch means either substituted contents or an incorrect freight basis — both recoverable.
Closing the loop on every AJIO return
The checks above are correct and almost nobody sustains them, because they require perfect recall across every return, every day, while running the rest of a fashion business with returns arriving constantly.
Robnu is an agentic OMS with AJIO live today. It knows which returns are due back, notices the ones marked delivered that you never received, and reconciles each return deduction against the shipment’s real weight and lane. Where a claim is warranted it is prepared with evidence attached and filed — a rare approval click while fully-autonomous filing rolls out.
You sell. Robnu runs the rest — and makes sure every rupee is paid correctly.
AJIO returns, answered
A return is initiated by the customer or triggered by a failed delivery, the goods travel back through the reverse logistics network, and they are eventually delivered to your registered address. Costs attach along the way and appear as deductions on your settlement rather than as separate bills. Fashion carries structurally higher return rates than most categories, so this flow matters more on AJIO than it might elsewhere.
Typically reverse logistics for the return leg, and depending on the circumstances the forward shipping may not be recovered either. The exact treatment varies with the reason for the return and your business model on the platform. What is consistent is that the charge arrives as a settlement deduction, which is why per-order reconciliation is the only way to see it.
Four things, before the packaging is discarded: that the shipment matches a return you were expecting, that the seal is intact, that the contents are the correct SKU in saleable condition, and that the weight is consistent with what you originally dispatched. Photograph anything that looks wrong at the moment of opening — evidence gathered later is much weaker.
Yes, where the facts support it. The strongest cases are a reverse charge computed on a weight that does not match your dispatch record, a duplicate charge for the same shipment, and a return you were billed for that never physically arrived. Each has a claim window, and missing it forfeits the money regardless of merit.
That is a goods-condition case rather than a freight dispute, and it needs different evidence. An unboxing video of the return being opened, photographs from multiple angles with the label visible, and a weight record are what decide these. Treat the freight charge and the condition problem as two separate claims.
The structure is similar — reverse logistics, costs deducted at settlement, a claim route for discrepancies — but timelines, statement formats and dispute channels differ. If you sell on both, the operational habits transfer but the specifics do not. Check the current process in each panel rather than assuming symmetry.
Fashion returns are driven heavily by fit and expectation. Sizing inconsistency, colour that differs from the photograph, and fabric that reads differently in person are the usual causes. These are listing problems with listing fixes — accurate size charts and honest photography move the number more than anything operational.
Two independent levers, as always. Lower the rate through listing accuracy and sizing precision, and verify the charges on the returns that still happen. The second lever requires no change to how you sell — only that somebody checks whether each deduction was correct.

