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The AI Operations dashboard gives TranslogiX admins a single view of live logistics intelligence at /admin/ai-ops. It pulls together GPS tracking, route optimization, rerouting suggestions, delay predictions, and vehicle maintenance scoring — all generated on demand from the operations-intelligence API and displayed without requiring a page reload.

Summary cards

Five metric cards appear at the top of the dashboard. Each card displays a real-time count sourced from the latest intelligence snapshot.

Active Shipments

The number of shipments currently in motion. Counts every shipment that is being tracked by the system at the time the data was generated.

GPS Signals

The number of vehicles actively reporting GPS coordinates. A vehicle contributes a signal only when its shipment has a known latitude and longitude.

Reroutes

The number of active shipments for which the system has generated a rerouting recommendation based on current traffic or weather conditions.

Delay Alerts

The count of shipments scored at High delay risk. These are the shipments most likely to miss their delivery deadline.

Maintenance Alerts

The count of vehicles scored at High maintenance risk. These vehicles are flagged for immediate attention before their next assignment.

Integration badges

Below the page title, three badges indicate the status of external data integrations used to generate the intelligence snapshot.
BadgeFilled (live)Outlined (estimated)
Google Routes trafficTraffic data was fetched from the Google Routes APITraffic conditions are estimated from internal heuristics
WeatherWeather data was fetched from OpenWeatherWeather conditions are estimated from internal heuristics
Google mapA Google Maps API key is configured; the live map rendersNo API key is set; GPS data is available but the map panel is not rendered
The badge states reflect the data in the current snapshot. Configuring the relevant API keys and re-refreshing the page will promote estimated sources to live ones.

Data timestamp and refresh

The dashboard shows a relative timestamp beneath the page title — for example, “Updated 3 minutes ago” — indicating when the intelligence snapshot was last generated. Data does not auto-refresh while the page is open. Use the Refresh button in the top-right corner to request a new snapshot from the API at any time. All summary cards, badges, and sub-sections update together when the refresh completes.
If an error occurs during a refresh, an alert card is shown with a Try Again button that retries the same API call.

Sub-pages

The dashboard content is organized into two detailed guides:

Route optimization

Live GPS tracking on Google Maps, AI/ML optimization suggestions for unassigned shipments, and traffic and weather rerouting recommendations.

Delay and maintenance

Predictive delay analysis with risk scoring per shipment, and predictive vehicle maintenance with one-click status updates.

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