The Challenge

Singapore-based operator Kestrel Global Logistics needed to optimize routing schedules for their fleet of over 1,200 vehicles. Their dispatchers spent hours analyzing traffic patterns, port queues, and fuel costs to plan routes, which caused dispatch delays and higher operational costs.

The Engineering Solution

Webx Horizon designed and deployed generative ai integration services to optimize their logistics pipelines:

1. Edge Telemetry Processing: We built safe API pipelines to feed truck coordinates, weather forecasts, and port delays straight to a customized routing model.

2. Real-Time Route Generation: The model analyzed the datasets instantly, suggesting optimized routes for each vehicle.

3. GPU-Accelerated Map Dashboard: We rendered the optimized routes on a WebGL-based map interface, delegating the complex rendering math to the user's device GPU to prevent lag.

The Results

* Route Optimization Time: Reduced from 45 minutes to less than 3 seconds per fleet run.

* Uptime and Responsiveness: The live telemetry map updated instantly, maintaining a low load time of 0.28 seconds.

* Fuel Efficiency: Optimizing routes reduced average fleet fuel consumption by 14%, driving a 145% increase in operational efficiency.