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

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Model Registry · confidence & drift

6 models in production

Model	Conf	Drift (PSI proxy)	PSI	Latency	Calls / 24h	30d drift	Sev
rate-elasticity-v4	91%		0.32	162ms	482,311		high
lane-demand-v3	84%		0.18	88ms	1,204,722		med
carrier-risk-v2	88%		0.07	41ms	882,104		low
accessorial-clf-v6	96%		0.41	28ms	612,408		critical
fuel-forecast-v2	78%		0.22	71ms	142,889		med
margin-anomaly-v5	92%		0.09	53ms	922,641		low

Confidence distribution

last 50K predictions

Calibration · reliability diagram

predicted vs observed