Deduction defense
Coming with the Protect pillar (Q3 2026)
- Coming with the Protect pillar (Q3 2026)
- Tracks every deduction on every settlement
- Auto-files claims with evidence pre-attached
The use case (coming Q3 2026): you're losing 5–10% of gross to deductions you don't dispute because chasing each one isn't worth your time.
What the Protect pillar does
When it ships in Q3 2026, Protect handles three things:
- Real-time deduction surfacing. The moment a deduction posts to your settlement, it shows up in the Robnu dashboard with the deduction reason and the linked shipment.
- Recoverability classification. Each deduction is tagged high / medium / low / accept-loss based on the pattern from the calculator.
- Auto-filed claims. For high-recoverability deductions, Robnu drafts the dispute filing with packing slip, customer invoice, vendor invoice, manifest line, and AWB tracking pre-attached. You review and approve.
Why this works
The reason most sellers don't dispute deductions is the time cost — pulling slip + invoice + tracking takes 20 minutes per dispute, the dispute window is 7–14 days, and the average recovery is ₹600. The math doesn't work.
When the document pipeline already has the evidence indexed by shipment (which it does today, as part of the Process pillar), the time cost drops to "click approve." The math works at any deduction size.
What's already running
The document pipeline — the evidence backbone Protect needs — is already part of the live Process pillar. Every shipment already has its slip + invoice + manifest indexed and stored. When Protect launches, it plugs into that data.
Until then
Start free on the Process pillar. The document pipeline is running; the dispute filing is what gets automated when Protect ships.
Or run the deduction calculator with your current settlement CSV to see the size of the prize sitting on the table.

