SURGE

Best-improving player K-D trajectory across team starters

79.9%

win probability

Phantom

52.1%

accuracy

✓

ORACLE

ELO + ELOHQ + Form + Tilt + SOS

74.3%

win probability

Phantom

66.4%

accuracy

✓

HIGH-ORACLE

Oracle filtered to high confidence only (>67%)

74.3%

win probability

Phantom

70.9%

accuracy

✓

EAGLE

Rank + ELO + ELOHQ + Form + WinRate

72.8%

win probability

Phantom

62.2%

accuracy

✓

WR10C

Win rate top-10 + ELO + form

72.7%

win probability

Phantom

62.5%

accuracy

✓

VANGUARD

Sharp consensus: ELO + WR10 both >65% same direction

70.7%

win probability

Phantom

75.1%

accuracy

✓

NEXUS

APEX + ORACLE both >65% same direction

70.2%

win probability

Phantom

72.9%

accuracy

✓

ELO

Team ELO rating

68.6%

win probability

Phantom

65.0%

accuracy

✓

APEX

ELO + Form + Streak + SOS (optimized)

66.2%

win probability

Phantom

65.7%

accuracy

✓

PHANTOM

ELO + TierELO + WinRate + Tilt (max accuracy)

65.1%

win probability

Phantom

66.3%

accuracy

✓

ELOFACE

ELO + training activity

62.4%

win probability

Phantom

65.7%

accuracy

✓

MIND

Psychology + tilt + H2H

56.5%

win probability

DNK

49.8%

accuracy

✕

SQUAD

Player ratings

54.9%

win probability

Phantom

60.6%

accuracy

✓

ELOHQ

High-confidence ELO

54.8%

win probability

Phantom

71.2%

accuracy

✓

SOS

Rank + form + opponent strength

53.5%

win probability

Phantom

63.9%

accuracy

✓

FORM

Win rate last 10 matches

52.5%

win probability

Phantom

54.9%

accuracy

✓