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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
retraining · JOB-9281 · 62%
Models6catalog
Prod healthy4 / 62 need attention
Avg MAPE9.6%↓ 0.4pp wk
Drift hotspots3features
RLHF accept74%↑ 3pp 7d
Active jobs21 queued
Policy verv3.14auto-promoted
Global PSI0.18watch
Drifted features3 / 9above threshold
Critical drift1fuel_price_idx
Conf degradation−4%14d
Auto-actions2retrains queued

Feature drift heatmap

14d window · PSI + drift score
FeatureDriftPSIImportance14-day patternTrend
fuel_price_idx0.420.31
carrier_otp_30d0.340.24
lane_mileage0.040.02
accessorial_rate0.280.19
tender_lead_hrs0.120.08
weight_density0.060.04
customer_volume_30d0.180.12
weather_severity0.240.17
dock_dwell_min0.090.06

MAPE response to drift

prod vs shadow · 30d
MAPE %