012 Worked example — organic foods D2C

₹50 lakh a month,
run by four people.

A modelled walk-through for an organic grocery brand at roughly ₹50L monthly GMV across Delhi NCR — the shape of business this was built for. The volumes and unit economics below are the inputs; the arithmetic is what the system changes.

Monthly GMV₹50L~5,900 orders at ₹850 AOV
Mix62% CODown riders in NCR, 3PL beyond
Repeat share25–68%by category; staples highest, 3–5 week cadence
Team on ops5a manager, a store lead, two store executives, one on books
Team on wheels10own riders, planned into shifts each morning

Where the month used to go

  • Order to manifest — a morning of copy-paste between the cart, a spreadsheet and WhatsApp.
  • Cash — COD reconciled weekly from memory and photographs of notes; shortfalls found late, if at all.
  • Repeat orders — a broadcast to everyone on the same day of the month, whatever their cadence.
  • GST — invoices assembled at month end; credit notes for cancellations reconstructed by hand.
  • The question “how did last week go?” — half a day of exports.

What the layer changes

  • Under a minute from the last order of the cut-off to a sequenced, assigned rider manifest.
  • Every rupee attributed — collected, with rider, handed over, accepted — and shortfalls flagged the same day.
  • Replenishment per household, so the nudge lands when that family is actually running out.
  • Invoices and credit notes generated at the event, numbered per financial year, filing-ready.
  • “How did last week go?” — asked in plain English, answered in seconds.
The arithmetic at this volume
Ops hours saved on routing, picking and manifests ~90 hrs/mo~3 hrs a day across a five-person ops desk
COD leakage closed by same-day custody reconciliation 0.3–0.8% of COD₹9k–₹25k a month at this mix
Failed deliveries avoided by an address pin validated before dispatch 1–2% of dropseach re-attempt costs a full trip
Repeat lift from one-tap reorder and cadence-timed nudges the number to watchon a 25–68% repeat share, small % moves dominate everything above
Platform cost at 5,900 orders/month, tiered ~₹47k / month₹6/order at this volume, plus ₹2 delivery operations

Read this as a model, not a testimonial. The operational figures are drawn from the reference deployment this product runs on; the money is arithmetic applied to the stated volumes. Bring your own numbers to the walkthrough and we will run it against them in front of you.

The rest of the layer
Delivery operations→COD reconciliation→GST invoicing→D2C ecommerce platform→Reduce RTO on COD orders→D2C reporting & MIS→The whole operating layer→
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