Route Intelligence
Predict, classify, and lift profit on every airline route.
A gradient-boosted + neural-network ensemble trained on 16,838 route-months across 49 global carriers and 15 aircraft types, evaluated on a 4,210-flight holdout.
Test flights
4,210
held-out set
Avg profit
$49
per route-month
Profitable
73.7%
3,104 of 4,210
Avg margin
7.1%
test set mean
Model performance
Regression R²
0.700
Operating profit
MAE
$32
Mean abs. error
Classifier accuracy
83.9%
Profitable vs not
AUC
0.899
ROC AUC
Tools
Airlines
Explore all 49 carriers with region, model & performance.
Predict
Configure any route-month and predict operating profit.
Classify
Batch classify the 4,210-flight test set with confidence.
Optimize
Find the best aircraft & pricing combo for any route.
Dashboard
Explore actual vs predicted profit across the network.