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

Causal · Counterfactual · RLHF Research Console

Tenantconsolidated · 14 tenants

Window

live · refreshed 14s ago

Causal ROI Counterfactuals Simulation Lab Learning Timeline Rec Quality Policy Evolution Treatment vs Control

AI Learning Timeline

32-week trajectory · MAPE ↓ · Reward ↑ · RLHF batches & promotions

live · 28d window · n=18,420

Learning curves

MAPE · Reward · Acceptance · with promotion events

Learning velocity

MAPE Δ / week

−0.13pp

Reward Δ / week

+0.013

Acceptance Δ / wk

+1.1pp

Drift incidents (32w)

3

Promotions (32w)

4

RLHF batches

11

Human correction impact

Carrier accept rate

before: 0.58

after: 0.81

Margin MAPE

before: 8.4

after: 5.9

Override frequency

before: 0.34

after: 0.18

Avg confidence

before: 0.71

after: 0.84

Recommendation effectiveness trend

Carrier

82%

Mode

71%

Accessorial

64%

Lane consolidation

58%

Reroute

49%