ESL One Birmingham 2026 · BO3
result vs predictionseries probability
44%56%
probability at match start · final 1:2
The prediction was locked in using data as of the match start: hero winrates, form and head-to-head were computed only from games before it began. This is how the model's honest accuracy is verified.
Teams' go-to heroes · 6 months
Who plays what and how often they win. "Signature" — from 6 games with a 60%+ winrate: such a pick statistically raises the win chance.
Aurora Gaming
Jakirooften banned
Kaori · 54 games
Hoodwinksignature
Mira · 48 games
Marssignature
Ws · 47 games
Warlocksignature
Kaori · 43 games
Phoenixsignature
Kaori · 42 games
Pucksignature
Mikoto · 36 games
Shadow Demonsignature
Mira · 33 games
Ursasignature
Nightfall · 32 games
Tundra Esports
Batridersignature
Ari · 44 games
Jakirosignature
Whitemon · 32 games
Shadow Shamansignature
Ari · 30 games
Invokersignature
bzm · 28 games
Banesignature
Whitemon · 26 games
Timbersawsignature
33 · 26 games
Tinysignature
bzm · 26 games
Axesignature
33 · 24 games
Patch meta · 3 months
The most picked heroes of the pro scene and their winrate. Picking a meta hero adds points to the team in the model.
Jakiro
676 picks · 855 bans
Tiny
586 picks · 603 bans
Tusk
497 picks · 429 bans
Warlock
488 picks · 338 bans
Shadow Demon
430 picks · 1115 bans
Ember Spirit
405 picks · 696 bans
Shadow Fiend
403 picks · 1031 bans
Mars
395 picks · 627 bans
Prediction components
Form (series winrate)76% vs 60%
Hero pool strength50% Tundra Esports
Head-to-head6 – 4
Model total56% Tundra Esports
Prediction by game vs result
Probabilities were locked in using statistics as of the match start: the draft was assessed by hero comfort, counter-picks and late-game potential. We compare against the actual result.
Game 1prediction correct16:26
Aurora Gaming 47%Tundra Esports 53%
The model gave 53% on Tundra Esports — the game was taken by Tundra Esports in 35:58.
Expected value against opponent's pick · 12 mo
LunaNightfall
Pangolierbzm
BrewmasterWs
AlchemistPure~
Void SpiritMikoto
Tidehunter33
PhoenixKaori
VenomancerWhitemon
RubickMira
Shadow ShamanAri
Game 2prediction missed42:36
Aurora Gaming 47%Tundra Esports 53%
The model gave 53% on Tundra Esports — the game was taken by Aurora Gaming in 54:39.
Expected value against opponent's pick · 12 mo
GyrocopterNightfall
Timbersaw33
Storm SpiritMikoto
Leshracbzm
MarsWs
AlchemistPure~
PhoenixKaori
Shadow ShamanAri
HoodwinkMira
VenomancerWhitemon
Game 3prediction correct18:30
Aurora Gaming 46%Tundra Esports 54%
The model gave 54% on Tundra Esports — the game was taken by Tundra Esports in 44:08.
Expected value against opponent's pick · 12 mo
LunaNightfall
Sand Kingbzm
PuckMikoto
Largo33
BrewmasterWs
AlchemistPure~
HoodwinkMira
TuskAri
JakiroKaori
LionWhitemon
Model check result
Model favoriteTundra Esports · 56%
Series resultTundra Esports 1:2
Series predictioncorrect
Accuracy by game2 of 3