Imagine the following sequence. On April 3rd, a buyer in Lucknow places order AJ-78215 for a navy XL t-shirt at ₹899. You confirm it the same morning. By 4 PM your team has packed and slipped the item. The manifest closes at 6 PM. The shipment moves through a courier and lands at the buyer's door on April 7th. The buyer reports the item arrived with a small mark; she initiates a return.
Two weeks later — April 21st — your settlement statement comes in. The line for AJ-78215 reads ₹679, not ₹899. Twenty-two percent gone. There's a one-line note: “quality dispute — partial reversal.”
You weren't told this happened. The marketplace processed the dispute on April 14th, the deduction was scheduled the next settlement cycle, and now you're seeing it for the first time on April 21st. The dispute window — the period during which you can contest the deduction with evidence — closed on April 19th.
You eat the ₹220.
The structure of a silent loss
Repeat the above 8 times a month and you're at ₹1,760. Across 15 SKUs and three failure modes, the average Ajio seller running 5–25 orders/day loses ₹8,000 to ₹40,000 a month this way. The number scales with order volume, but the pattern is identical: a thing happens, the deduction lands two cycles later, the dispute window narrowed, you eat the loss.
The four most common vectors:
- Missed SLA. Manifest closed late by minutes. Auto-deduction. Almost never disputed because there's no defence — the timestamp is the timestamp.
- Slip vs invoice mismatch. Vendor invoice undercounted, customer invoice OK. Marketplace pays the vendor-invoice amount; you eat the difference.
- RTO leakage. Package returns. Marketplace deducts a return-handling fee. Sometimes the courier failed; sometimes the buyer refused; sometimes the address was bad. Disputable, often not disputed because the evidence trail is fragmented.
- Mis-pick. Wrong SKU shipped. Real fault, hard to dispute. Best handled at the picking stage, not after.
Where Robnu plugs the leak
Of those four, three are preventable upstream:
- Missed SLA — the SLA watchdog catches the near-miss before it becomes a real miss. Most batches that would have closed at 23:59 close at 17:30 because the watchdog said so.
- Slip vs invoice mismatch — the document pipeline reconciles slip / vendor invoice / customer invoice / manifest before the manifest closes. If the four don't agree, the manifest doesn't close.
- RTO leakage — partly a courier-side problem (out of Robnu's scope today) and partly an evidence-collection problem. The order ledger keeps the original slip and invoice tied to the order so when an RTO lands, the dispute filing is three keystrokes.
The fourth — mis-pick — is a human-side problem. Robnu can flag it post-hoc but can't prevent it. Some losses you accept.
What the Protect pillar does (Q3 2026)
The Process pillar prevents three of the four upstream. The Protect pillar — coming Q3 2026 — handles the recovery side: every deduction surfaced in real time, classified honestly (recoverable / accept-loss), and the recoverable ones filed as disputes with full evidence pre-attached.
Where to start
Start free on Ajio. The Process pillar is live; the SLA watchdog and document pipeline are running today. Protect arrives Q3 2026 — you can join the waitlist now and you'll be grandfathered into the early-bird locked rate when paid pricing launches.
In the meantime, run the deduction calculator on the homepage with your own numbers. The estimated leakage is illustrative, but it's a useful baseline for how much money is silently leaving your account every month.