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Product Engineering4 min read

Closing the cash leak loop at the end of every delivery trip.

D
Danish Fareed
CEOMay 22, 2026
Reconciliation V2: Auto-verify routes in under 60 seconds

When a delivery vehicle returns to a water plant, a complex financial audit begins. Our Reconciliation V2 engine automates this audit, replacing hours of arguments with 60 seconds of secure checks.

In traditional water plant operations, the "end-of-day checkout" is the most stressful hour. A rider returns with a truck containing empty bottles, a few full bottles that weren't delivered, cash from 18 residential clients, a stack of checks, and several verbal descriptions of customer commitments.

The plant supervisor has to count the cash, check the inventory, subtract the returns, and verify if the rider's cash matches the sales log. Because of mistakes, omissions, or simple mathematical errors, this process often stretches for over two hours per vehicle, keeping staff late and causing friction between riders and management.

The Auto-Reconciliation Algorithm

With DooGhoont's Reconciliation V2, we developed a deterministic ledger checking algorithm that processes all transaction streams at once. As soon as a rider returns, the manager opens their profile, scans the remaining inventory, and clicks "Verify".

The system automatically computes the following balance sheet:

Rider Ledger Balance =
  (Dispatched Bottles * Unit Price)
  - (Full Returns * Unit Price)
  - (Prepaid Deliveries * Unit Price)
  - (Credit Transactions * Unit Price)
  = Expected Cash Collection (+/- Container Balance)
      

Resolving Variances Instantly

If there is a mismatch (e.g., the cash collected is Rs 1,000 short), the system doesn't just display an error. It pinpoint lists the exact transactions that have discrepancies:

  • Stop 12: Customer paid Rs 300, but rider logged it as "Credit".
  • Stop 18: Rider collected 2 empty bottles but forgot to log the deposit credit.

By identifying the exact location and customer record of the variance, managers and riders can resolve discrepancies immediately while their memory of the route is fresh.

Impact on Daily Operations

By moving the audit from paper logs to a centralized cloud portal, plants running DooGhoont have seen reconciliation times drop from 2.5 hours per vehicle to under a minute. It has brought absolute transparency to operations, allowing owners to run multiple shifts with confidence that cash flows are 100% accounted for.