JR
All work
India Transport · 2026

A fraud-resistant operational system for a multi-customer freight broker.

322
vehicles imported
181
owners onboarded
₹85L
fraud loss addressed
20
days to MVP
Context

When the spreadsheet stopped paying for itself.

A West Bengal freight broker had lost ₹85 lakhs to internal fraud over twelve months. The operation ran on Excel, WhatsApp and trust — and trust was gone. They needed an operational system that priced trips, dispatched trucks, captured proof, billed customers, settled owners, and made every paisa accountable to an audit trail.

Twenty days to a working system. One operator. One admin.

What we built

An operational system, end-to-end.

Trip lifecycle

DRAFT → DISPATCHED → DELIVERED → COMPLETED, with status history on every row and per-trip audit trail capturing IP, user agent, session, and before/after data.

Delivery-challan OCR

Vision-model OCR with per-field confidence scoring. Fields scoring under 95% are flagged amber for operator review before dispatch.

Pump-credit reconciliation

Three-tier slip → bill → payment knock-off matrix with manual allocation. No implicit rollovers; every paisa traceable to a row.

Site cash ledger

Owner advances and pump-cash debits auto-post on dispatch. Ops can record replenishments and miscellaneous expenses; adjustments are admin-only.

Bills & PDFs

Customer bills (ITJSW) and owner bills (MIT) generated as PDFs that match the legacy paper formats — printed and signed without retraining anyone.

Tamper-proof audit log

DB triggers capture every mutation with surveillance context. Admin can see who did what, when, from where — in seconds.

Trip lifecycle

Every state change moves money, and leaves a record.

ITJSW · TRIP STATE MACHINE REV A 01 · DRAFT Priced and staged Rate card applied Vehicle and owner assigned 02 · DISPATCHED Cash and fuel move Owner advance auto-posts Pump credit debited 03 · DELIVERED Proof captured Challan read field by field Sub-95% fields flagged 04 · COMPLETED Money reconciled Customer and owner bills Knock-off matrix settles TAMPER-PROOF AUDIT LOG · DATABASE TRIGGERS · EVERY MUTATION, EVERY STATE User and role IP and session Before / after values Timestamp IN · EXCEL, WHATSAPP, TRUST OUT · EVERY PAISA TRACEABLE TO A ROW

No screenshots: the system is live and holds a client’s customer, vehicle and payment records. This is the state machine it enforces.

Results

Shipped to production in twenty days.

  • 322 vehicles and 181 owners imported from the operator’s spreadsheet in one pass.
  • OCR accuracy 96–99% on a sample of 30 challans; about 9 of 40 fields per challan flagged for review on average.
  • 20 days from spec to production. Two roles, one operator, full audit trail.
  • Every cash movement now reconciles to a system row. The fraud surface that lost ₹85 lakhs last year is now visible by default.

Running trips on spreadsheets and trust?

Start with a two-week operations leak audit. We map where the money goes missing between dispatch, proof-of-delivery, billing and settlement — and come back with numbers. Applies against the build if you continue.

Book the leak audit