01.1Case Study
On-Time Delivery Early Warning System
XGBoost / FastAPI / Power BI / Monitoring
Detected KPI degradation before it surfaced in reports, enabling faster intervention.
- Data
- Shipment, lead-time, and fulfillment metrics across the network
- Model
- Gradient-boosted early-warning classifier
- System
- FastAPI service and Power BI alerts
- Impact
- Reduced surprise KPI drops and firefighting