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Fleet Yard Traffic Management & License Plate Recognition at Docks
An intermodal logistics hub managing 1,000 daily tractor-trailer arrivals across 80 loading docks and staging yards.
Runs onArjuna- truck gate check-in turnaround time reduced
- 45 minutestruck gate check-in turnaround time reduced
- unbilled detention charges using automated, audit-ready camera
- $620,000unbilled detention charges using automated, audit-ready camera
How the work runs
The pressure that made this worth automating, the steps the system runs, and what came out the other side.
Pressure & Trigger Points
- Manual gate check-ins using paper logs created 45-minute truck queues on access roads during morning peak hours.
- Yard hostlers spent hours driving around searching for specific trailers assigned to loading docks.
- Unclaimed detention fees accumulated because gate arrival and departure timestamps were recorded manually.
The run · 5 operational steps
Click any step to inspect telemetry signals, model reasoning, and governance gates.
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Retrofit Gate Camera ANPR & Container ID Recognition
Arjuna parses video feeds from standard gate security cameras, reading tractor license plates and shipping container codes automatically with 99.2% accuracy.
Input Signal:
Real-time operational telemetry & queue
Reasoning Pattern:
MCP grounded vector inference
Governance Gate:
Policy constrained with audit write-back
Verified Business Outcomes
- Truck gate check-in turnaround time reduced from 45 minutes to 15 seconds.
- Eliminated truck queuing on external access roads completely.
- Recovered $620,000 in unbilled detention charges using automated, audit-ready camera timestamps.
Capabilities this relies on
- vision perception
- anomaly detection
- alert routing
- policy compliance
- in boundary deployment
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