Predictive Analytics
8 modelsGoverned model cards — failure, churn, lane margin, fuel anomaly, and more.
Horizon
7–45 days
Holdout AUC
0.87
Business lift
38% fewer road calls (pilot)
Inputs: Telematics · fault codes · WO history · duty cycle
Outputs: Component risk · recommended WO · confidence
Horizon
Same day
Holdout AUC
0.91
Business lift
Dispatch gate accuracy 94%
Inputs: Overnight OBD · DVIR · open defects · degradation
Outputs: 0–100 health · clear / watch / block
Horizon
30–90 days
Holdout AUC
0.82
Business lift
Coaching completion +19 pts
Inputs: Safety events · CSA · tenure · lane stress · HOS
Outputs: Risk tier · coaching plan
Horizon
60–180 days
Holdout AUC
0.79
Business lift
$1.2M volume retained (mock)
Inputs: OTD · claims · tender rejects · rates · dwell
Outputs: Churn probability · save play
Horizon
1–8 weeks
Holdout AUC
0.84
Business lift
+1.4 pts margin on guided bids
Inputs: Rates · fuel · empty probability · seasonality
Outputs: Expected margin · hurdle pass/fail
Horizon
1–4 weeks
Holdout AUC
0.76
Business lift
Coverage risk alerts 5d early
Inputs: Tender volume · seated trucks · home-time
Outputs: Coverage risk · hiring/park signal
Horizon
Real-time / daily
Holdout AUC
0.88
Business lift
142 duplicate txns quarantined
Inputs: Fuel card · tank telemetry · route · idle
Outputs: Anomaly flags · AI notes
Horizon
At event
Holdout AUC
0.81
Business lift
FNOL readiness in <15 min
Inputs: Cam · speed · cargo · location
Outputs: Severity band · response checklist