Lovable App

⌘K

14 agents

1,284 inferences/s

drift 0.04σ

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

Overview SHAP Waterfall Reasoning Confidence Driver Evolution Risk Decomposition Trajectory Replay Feature Interactions

Confidence Visualization

Confidence

82%

0%50%100%

decision threshold 60%

95% prediction interval

0%6.9–9.8% margin20%

Epistemic σ

0.41

Aleatoric σ

0.78

Calibration

0.94 ECE

Predicted margin with 95% CI

band view

7 re-scores · 72h window

Δ −4.2pp · 1.4σ break