Economy specialist. Knows who wins when it counts.
About this Model
PHANTOM is CounterQuant's economy and round-type specialist. Trained on 500,000+ CS2 rounds parsed from pro demos, PHANTOM predicts round outcome based on economy state (full-buy vs eco vs force), CT/T side, and recent momentum. It produces win probabilities broken out by buy type, enabling tactical insights beyond simple win/loss rates: who wins CT full-buys? Who thrives on eco rounds? Which team converts T side executes best?
Top Feature Drivers
CT side rifle-round win rate from demo data
T side rifle-round win rate
Bomb plants per full-buy T round — aggression signal
CT wins when T has full buy — defensive efficiency
Clutch-play performance on underpowered rounds
Efficiency when gambling on a force
Feature importances reflect normalized split gain across the training set. Values are approximate — the model uses all features simultaneously.
How to Interpret
PHANTOM scores like a win-rate dashboard broken by economy state. A team with strong PHANTOM CT full-buy score (>55%) and weak T execution (<30%) is a defensive fortress — great on CT-sided maps (Nuke, Inferno), risky on T-sided maps. The economy differentials feed into TITAN as tactical edge features.
Live Performance
Selector Role
Sub-model — feeds Economy features into TITAN ensemble.
Version History
Launch: CT/T + buy-type stratification from 500k+ pro rounds