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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

Source sync status

continuous ingest · SLA monitored
SourceTypeStatusLagSLARows / dayErrorsFreshness
Oracle TMStransactionalok2m15m1,284,9230
OPIS Fuel Indexmarketok14m60m8,4120
Carrier EDI 214streamok1m5m442,9182
SAP WMStransactionalwarn31m30m99,4214
NOAA Weatherexternalok4m30m12,9420
DAT Rate Indexmarketfail88m60m5,51212
Accessorial Ledgertransactionalok9m30m281,0441
Salesforce CRMreferenceok22m60m4,1280

Signal QC

data freshness · validity
Label completeness0.960
Schema validity0.990
Null ratio (target)0.012
Drift PSI (global)0.180
Outlier ratio0.024
Backfill coverage0.930