⌘K
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

Prediction Trajectory Replay

re-score timeline · CI band
7 re-scores · 72h window
Δ −4.2pp · 1.4σ break
-72h-60h-48h-36h-24h-12hnow8.4%

What changed

driver deltas during replay window
-72h-60h-48h-36h-24h-12hnow
Carrier Fuel Lane Customer