MalcolmAI replaces fixed-camera OCR portals with an AI-powered mobile app that captures container IDs, chassis numbers, seals, plates, and driver credentials in under a minute. then tracks placement, inventory, and storage billing on the yard. and gets chassis flips and yard services prepaid before the truck arrives.
MalcolmAI runs the whole gate-to-yard workflow from a single iOS app and web dashboard. Use Gate for automated check-in and check-out, add Yard when you're ready for full inventory and storage automation, and plug in Payments anytime to get flips and services prepaid before the truck arrives.
A guided 5-photo workflow extracts every data point at the gate. container, chassis, plate, seal, and driver CDL. validated by AI in seconds.
Know what's on the yard, where it sits, and what it owes. Placement, dwell tracking, capacity bookings, and automated storage invoicing. built on the same scan.
Prepaid service orders for chassis flips, tire changes, and other yard services. The carrier's office pays a Stripe link up front. the driver just shows a QR code at the gate.
At many depots, gate data is typed by hand, yard activity is tracked in spreadsheets, storage billing is patched together later, and yard services are invoiced and chased after the fact. Fixed-camera portals try to automate one slice of that workflow, but are expensive and don't solve the whole operation.
Container, chassis, plate, seal, and driver data are often typed in by hand, which creates delays at the gate and inconsistent records.
Missed digits, faded markings, and manual re-entry lead to exceptions, callbacks, and clerk cleanup.
Knowing what is on site, where it sits, and how long it has dwelled often happens outside one live system.
$200K to $500K per lane and months to install. yet they can't capture driver's licenses, seals, or SCAC codes, and 10 to 30% error rates still demand clerk re-keying.
Once it's in the yard, manual dwell calculation and rate-card lookups mean missed free-day expirations, mis-keyed tiers, and invoices that go out late. or never.
Drivers don't carry corporate cards, so chassis flips and maintenance get delivered first and billed later. paperwork, invoicing, and weeks of receivables for work already done.
A guided mobile workflow walks the operator through each capture step with smart viewfinder overlays and instant AI validation.
Capture ISO 6346 markings. owner code, serial number, check digit, size/type codes, and weight information.
Photograph chassis ID with format validation for BIC-standard numbers. alpha prefix, suffix letter, and serial.
Capture vehicle plate with state or province identification. auto-extracted and cross-referenced.
Photograph security seal number and verify condition. confirming cargo integrity at the gate.
Capture CDL credentials for operator verification. a data point completely invisible to fixed cameras.
Every feature is designed for the speed, accuracy, and ruggedness that container terminal and depot operations demand.
Advanced multimodal AI analyzes container images directly. no intermediate OCR step. Reads faded, dirty, or partially obscured markings that traditional OCR misses.
Every extraction is assigned a confidence score. Rare low-confidence items are automatically routed to a review queue for human verification.
All five photos upload and process concurrently. The entire set of data can be captured and validated in under a minute.
Network goes down? Keep scanning. Failed uploads persist on-device with automatic retry and background sync when connectivity returns.
Real-time container dashboard with review queue, image gallery, edit history, and comprehensive data management. accessible from any browser.
Complete edit history with timestamps, user attribution, and change tracking. Every correction and verification is permanently logged for compliance.
Every transaction is automatically tagged with GPS coordinates, creating a verifiable record of where and when each container was inspected.
JWT authentication, HTTPS everywhere, CORS protection, and role-based access. All data encrypted in transit and at rest on AWS infrastructure.
Built-in check digit algorithm, owner code validation, and size/type code decoding. Automatic flagging of non-compliant container identifiers.
The same in-gate that captures a container can place it, track its dwell, draw down a booking, and start the billing clock. one record from arrival to invoice, with no double entry.
A live view of every container on the yard and exactly how long it has been there. Search, filter, and export. no more spreadsheet reconciliations at shift change.
Assign each in-gated container to a Block / Row / Tier slot with a cascading picker, then stage placed boxes for a clean, pre-linked out-gate. Rename the hierarchy to match your yard.
Shippers reserve space ahead of arrival. Scan the booking QR at the gate and MalcolmAI draws the reservation down by container size, flagging over-balance and off-roster arrivals. Strict mode can reject unbooked in-gates outright.
Versioned, effective-dated rate cards for interchange, lifts, storage tiers, and modifiers. The card in effect at in-gate is frozen to the whole stay. back-dated changes never re-price a box already on the yard.
Generate storage invoices straight from on-yard activity, per shipping customer, on an immutable billing snapshot. so a finalized invoice never silently recalculates.
Push finalized invoices to your accounting system as structured sales vouchers, with a permanent delivery audit trail and retry. QuickBooks, Xero, NetSuite, or a generic endpoint.
Chassis flips, tire changes, lift fees. prepaid service orders powered by Stripe. The carrier's office pays a secure checkout link up front, and the driver just shows a QR code at the gate. You're the merchant of record and you're paid directly.
Services are paid before they're delivered. No invoicing after the fact, no collections, no write-offs. cash lands the day the order is placed.
The driver shows one QR and keeps moving. no cash, no cards, no phone calls at the gate. Your crew scans it in the same MalcolmAI app they already use.
Card data never touches your servers or ours. Every order is re-priced from your catalog server-side, and receipts are emailed to the payer automatically.
Issue full or partial refunds and review complete order and transaction history in the web admin, with operator and device attribution on every fulfillment.
Your dispatcher creates the service order in the dashboard — or the carrier orders directly from your branded public order page.
The dispatcher receives a secure Stripe Checkout link by email and pays with a corporate card — before the truck is dispatched.
Payment confirmed, the carrier gets the order number and a QR gate pass — emailed with a printable card — to hand to the driver.
Gate staff scan the QR in the MalcolmAI iPhone app for an instant PAID verdict, then mark the order fulfilled. Done.
MalcolmAI captures more data, costs less to deploy, and adapts instantly. with no civil works, no lane closures, and no gantries.
| Capability | Fixed OCR Portals | MalcolmAI |
|---|---|---|
| Container ID (ISO 6346) | ✓ Supported | ✓ AI-validated with check digit |
| Chassis Number | ~ Sometimes, depends on angle | ✓ Dedicated capture with format validation |
| License Plate | ✓ LPR supported | ✓ With state/province extraction |
| Container Seal Number | ✗ Not accessible to fixed cameras | ✓ Close-range seal capture & verification |
| Driver's License / CDL | ✗ Not accessible to fixed cameras | ✓ Full credential capture & verification |
| Yard Inventory & Placement | ✗ Gate event only | ✓ Live on-yard location & dwell tracking |
| Storage Billing | ✗ Separate manual process | ✓ Rate cards & automated invoicing |
| Prepaid Service Orders | ✗ Not supported | ✓ Stripe-prepaid, QR-verified at the gate |
| Deployment Time | 3 to 6 months per lane | Same day. download and go |
| Cost Per Lane | $200K to $500K+ | Fraction of the cost. SaaS subscription |
| Infrastructure Required | Steel gantry, cameras, cabling, concrete | iPhone + cellular connection |
| Works Offline | ✗ Requires network | ✓ Queue & sync when back online |
MalcolmAI's integration service supports webhooks, REST APIs, and direct database adapters. pushing validated container data to your systems in real time.
Automatic push notifications with HMAC signatures, retry logic, and delivery audit logging.
Direct connectors for MSSQL, MySQL, PostgreSQL, and Oracle. ideal for on-premise TMS systems.
Subscribe to container.created, container.updated, and chassis.analyzed events via AWS EventBridge.
Finalized storage invoices export as structured sales vouchers to QuickBooks, Xero, NetSuite, or any endpoint.
// Webhook payload. container.created event { "event": "container.created", "timestamp": "2026-02-15T14:30:00Z", "data": { "containerId": "MSCU4827103", "chassisNumber": "TRLZ456789", "licensePlate": "OH-BXT-4219", "sealNumber": "ML-84521", "driverCDL": "[verified]", "confidence": 0.94, "yardLocation": "B12-R4-T2", "weights": { "maxGross": 30480, "tare": 3900, "payload": 26580 }, "location": { "lat": 41.4925, "lng": -81.6781 } } }
See how MalcolmAI captures every data point at the gate, tracks it across the yard, and gets you paid. We'll walk you through a live demo with real container images.