ESL One Birmingham 2026 · BO2
result vs predictionseries probability
56%44%
probability at match start · final 1:1
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.
Tundra Esports
Batridersignature
Ari · 42 games
Jakirosignature
Whitemon · 30 games
Shadow Shamansignature
Ari · 30 games
Invokersignature
bzm · 28 games
Banesignature
Whitemon · 26 games
Tinysignature
bzm · 26 games
Timbersawsignature
33 · 25 games
Axesignature
33 · 24 games
Team Yandex
Jakirosignature
Malady · 42 games
Tusksignature
Malady · 39 games
Shadow Demonsignature
Saksa · 30 games
Templar Assassinsignature
Watson · 27 games
Slardaroften banned
Chira JUNIOR · 26 games
Beastmasteroften banned
Chira JUNIOR · 24 games
Hoodwinksignature
Saksa · 23 games
Tinysignature
Saksa · 23 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
665 picks · 826 bans
Tiny
578 picks · 593 bans
Tusk
472 picks · 415 bans
Warlock
471 picks · 320 bans
Shadow Demon
414 picks · 1082 bans
Ember Spirit
394 picks · 695 bans
Shadow Fiend
386 picks · 998 bans
Mars
383 picks · 625 bans
Prediction components
Form (series winrate)60% vs 54%
Hero pool strength51% Tundra Esports
Head-to-head4 – 2
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 missed14:40
Tundra Esports 53%Team Yandex 47%
The model gave 53% on Tundra Esports — the game was taken by Team Yandex in 44:35.
Expected value against opponent's pick · 12 mo
LunaPure~
WeaverWatson
Earthshakerbzm
UnderlordNoticed
Brewmaster33
PangolierChira JUNIOR
Shadow DemonAri
Shadow ShamanSaksa
RingmasterWhitemon
JakiroMalady
Game 2prediction correct46:28
Tundra Esports 55%Team Yandex 45%
The model gave 55% on Tundra Esports — the game was taken by Tundra Esports in 51:02.
Expected value against opponent's pick · 12 mo
Shadow FiendPure~
InvokerChira JUNIOR
Void Spiritbzm
KezWatson
Centaur Warrunner33
Primal BeastNoticed
PhoenixWhitemon
TinySaksa
Faceless VoidAri
BaneMalady
Model check result
Model favoriteTundra Esports · 56%
Accuracy by game1 of 2