ZAFROI
← Resources
Execution Systems · 2 min read

Dispatch is a decision, not a task: rethinking courier allocation

Why picking the courier per shipment by habit costs real margin, and what changes when allocation becomes a routing decision made with data.

By the ZAFROI team

In most growing operations, courier selection works like this: the dispatch desk has a favourite partner per lane, a rough sense of who’s cheap for heavy parcels, and a rule of thumb for cash-on-delivery. It works — until volume makes the per-shipment cost of “roughly right” add up to real money.

The hidden spread

Two couriers quoting the same lane can differ by 15–30% once you account for weight slabs, zone definitions, COD charges, and RTO (return-to-origin) rates. The cheapest courier on paper is often the most expensive in practice if their RTO rate on your lanes runs higher — a returned shipment costs you forward freight, return freight, and usually the sale.

What routing actually needs

Treating allocation as a decision means having, per shipment, at the moment of dispatch:

  • Serviceability — who actually delivers to this pincode, with COD if needed.
  • Landed cost — the real tariff for this weight/zone, not the rate-card headline.
  • Performance history — delivery time and RTO rate for this courier on this lane, from your own shipments, not the courier’s brochure.

None of this is exotic. The blocker is that the data lives in three places: the order system knows the destination, the courier portals know the tariffs, and the performance history is buried in tracking emails.

The compounding effect

Once allocation is a data decision, improvements compound. Every delivered or returned shipment sharpens the lane-level picture; every tariff revision is one update, not a desk-wide re-learning. Dispatch desks stop being courier-relationship managers and start being exception handlers — which is what you want them spending attention on.


This is the problem ZAFROI’s dispatch module is built around: AI-assisted courier allocation across 20+ partners, with serviceability, cost, and your own delivery history in the decision. See the Operations product or get a walkthrough with your own lanes.