لاجسٹکس میں AI

Define the route, time horizon, and constraints. A plan that minimizes distance may violate delivery windows, vehicle capacity, driver hours, or accessibility requirements. Keep hard safety and legal rules outside any learned objective that might trade them away. Evaluate on later periods and unusual conditions. Demand spikes, road closures, new depots, and missing scans can expose failures hidden by historical averages. Compare with a simple baseline and report service level, lateness, fuel, and workload. Separate estimates from commitments. An arrival prediction should communicate uncertainty and update when conditions change; it should not promise a time the system cannot support. Verify package identity and destination before an action changes a shipment record. Monitor sensors, scans, integrations, and human overrides. Design safe retries for duplicate events and preserve a manual dispatch path when the model or network is unavailable.