9

Predictive Intelligence

AI-powered predictions with confidence scores and actionable recommendations

Sample · 8 active models
Critical Risks
1
Immediate attention required
High Risks
2
Action within 2 hours
Model Accuracy
94%
Ensemble average
Prevented Issues
23
This week via AI alerts
high·Cargo Delay
Flight 6E4821 cargo at risk of delay
78%
Confidence: 91%
critical·Cold Chain Failure
CS4 predicted failure in ~4 hours
88%
Confidence: 93%
medium·Missed Flight
ULD build-up may miss 6E1204
64%
Confidence: 87%
high·Warehouse Overflow
Zone B1 approaching 94% capacity
82%
Confidence: 90%
medium·Dock Congestion
Dock 1-3 congestion at 15:30
71%
Confidence: 84%
medium·Staffing Shortage
Handler shortage in export shift
55%
Confidence: 78%
medium·Flight Delay
6E3847 delay 97 min cascading to load plan
69%
Confidence: 85%
low·SLA Breach
SLA compliance trending to 87% by 18:00
47%
Confidence: 76%

Flight 6E4821 cargo at risk of delay

Cargo Delay · 2h
78%
Probability
91%
Confidence
AI Recommendation

Pre-position cargo at dock; request 20-min slot extension

Affected Entities

6E4821AWB 17648304122

Feature Importance (SHAP)

Current dock queue34%
Truck arrival pattern28%
Historical congestion22%
Flight schedule16%

Model Performance