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Live Alerts
criticalLane US-WEST-204 margin -4.8% vs forecast· 12s agohighCarrier ARX detention spike (+27% 24h)· 1m agomedFuel surcharge drift detected — EU corridor· 3m agohighContract #4821 nearing margin floor (2.1%)· 6m agolowModel v3.2 latency p95 above 180ms· 11m agocriticalAnomaly: unbilled accessorials +$182K (7d)· 14m agomedDrift on volume-forecast model lane-cluster 12· 22m agocriticalLane US-WEST-204 margin -4.8% vs forecast· 12s agohighCarrier ARX detention spike (+27% 24h)· 1m agomedFuel surcharge drift detected — EU corridor· 3m agohighContract #4821 nearing margin floor (2.1%)· 6m agolowModel v3.2 latency p95 above 180ms· 11m agocriticalAnomaly: unbilled accessorials +$182K (7d)· 14m agomedDrift on volume-forecast model lane-cluster 12· 22m ago
Explainability Workspace
Prediction
PRED-7748-22
Shipment
SHP-0042189
Lane
CHI → DAL
Customer
Acme Manufacturing
Carrier
ARX Logistics
Model
margin-forecaster v3.2.1
Baseline
12.6%
Predicted
8.4%
-4.2pp
82%as of 2025-05-18 14:22:08 UTC
OverviewSHAP WaterfallReasoningConfidenceDriver EvolutionRisk DecompositionTrajectory ReplayFeature Interactions

Feature Interaction Matrix

pairwise · amplifying / dampening
CarrierFuelDetentionLaneCustomerEquip
Carrier
1.00
0.62
0.78
0.41
0.22
-0.18
Fuel
0.62
1.00
0.34
0.51
0.08
-0.09
Detention
0.78
0.34
1.00
0.29
0.31
-0.22
Lane
0.41
0.51
0.29
1.00
0.12
-0.04
Customer
0.22
0.08
0.31
0.12
1.00
0.02
Equip
-0.18
-0.09
-0.22
-0.04
0.02
1.00
amplifying dampening

Per-feature trajectory

time-resolved contribution
-72h
-60h
-48h
-36h
-24h
-12h
now
Carrier accessorial risk
Fuel volatility 7d
Detention frequency
Lane congestion index
Customer payment lag
Spot vs contract gap
Equipment availability
Reweigh accuracy