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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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1

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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