SPECIAL REPORT

Kimi 2026 World Cup Analysis & Prediction Report

Multi-Dimensional Prediction Framework · Agent Collaboration · 48 Teams · 104 Matches · June 2026

Kimi Multi-Agent System v1.0 300+ Research Agents 20 Dimensions 48 Teams · 104 Matches

Executive Summary

48 teams, 12 groups of 4, top two + 8 best third-placed teams advance to Round of 32

104 total matches across USA, Canada, and Mexico
4 points as a third-placed team virtually guarantees qualification (>98%)
High-confidence opening predictions (>80%) expected ~85-90% accuracy
3-5 unexpected results projected in the opening round

Title Favorites

Spain

Win probability: 16.1%

33-match unbeaten run, Euro 2024 winners

France

Win probability: —

Deep squad, Deschamps' final tournament

Argentina

Win probability: —

Defending champions, Messi's final World Cup

Brazil

Win probability: —

Five-time champions but injuries and low qualifying xG

Chapter 4 — Group Stage Predictions

Qualification probabilities from Opta's 10,000-run Monte Carlo supercomputer. Top two plus the eight best third-placed teams advance.

Group A

Mexico

#15

47.8%

25.0%

9.2%

18.0%

South Korea

#25

22.0%

30.0%

15.0%

33.0%

Czech Republic

#41

15.0%

20.0%

45.0%

South Africa

#60

5.0%

10.0%

18.0%

67.0%

Qualification probability

Mexico 82.0%

South Korea 67.0%

Czech Republic 55.0%

South Africa 33.0%

Group B

Switzerland

#19

40.0%

28.0%

12.0%

20.0%

Canada

#30

18.0%

22.0%

15.0%

45.0%

Bosnia and Herzegovina

#52

15.0%

20.0%

18.0%

47.0%

Qatar

#35

8.0%

12.0%

15.0%

65.0%

Qualification probability

Switzerland 78.0%

Canada 55.0%

Bosnia and Herzegovina 53.0%

Qatar 35.0%

Group C

Brazil

60.2%

25.0%

8.0%

6.6%

Morocco

28.6%

45.0%

15.1%

11.3%

Scotland

#47

9.8%

22.0%

28.0%

40.2%

Haiti

#83

1.1%

3.0%

15.0%

80.9%

Qualification probability

Brazil 92.0%

Morocco 88.7%

Scotland 60.0%

Haiti 19.0%

Group D

United States

#16

32.8%

28.0%

15.0%

24.2%

Australia

#26

17.9%

25.0%

18.0%

39.1%

Turkey

#42

20.0%

22.0%

16.0%

42.0%

Paraguay

#64

8.0%

10.0%

15.0%

67.0%

Qualification probability

United States 75.0%

Australia 61.0%

Turkey 58.0%

Paraguay 33.0%

Group E

Germany

#10

69.0%

25.0%

4.0%

2.0%

Ecuador

#24

20.0%

45.0%

18.0%

17.0%

Ivory Coast

#33

8.0%

15.0%

25.0%

52.0%

Curaçao

#81

1.0%

3.0%

10.0%

86.0%

Qualification probability

Germany 99.4%

Ecuador 83.0%

Ivory Coast 48.0%

Curaçao 14.0%

Group F

Netherlands

55.0%

20.0%

12.0%

13.0%

Japan

#18

25.0%

30.0%

18.0%

27.0%

Sweden

#39

10.0%

22.0%

28.0%

40.0%

Tunisia

#40

5.0%

10.0%

18.0%

67.0%

Qualification probability

Netherlands 87.0%

Japan 73.0%

Sweden 60.0%

Tunisia 33.0%

Group G

Belgium

45.0%

28.0%

12.0%

15.0%

Egypt

#29

20.0%

22.0%

18.0%

40.0%

Iran

#21

15.0%

20.0%

18.0%

47.0%

New Zealand

#95

5.0%

8.0%

12.0%

75.0%

Qualification probability

Belgium 85.0%

Egypt 60.0%

Iran 53.0%

New Zealand 25.0%

Group H

Spain

75.3%

18.0%

4.0%

2.7%

Uruguay

#17

18.0%

50.0%

17.0%

15.0%

Saudi Arabia

#57

5.0%

15.0%

22.0%

58.0%

Cape Verde

#70

2.0%

5.0%

15.0%

78.0%

Qualification probability

Spain 97.3%

Uruguay 85.0%

Saudi Arabia 42.0%

Cape Verde 22.0%

Group I

France

60.3%

22.0%

8.0%

9.7%

Senegal

#14

15.0%

28.0%

22.0%

35.0%

Norway

#44

12.0%

20.0%

23.0%

45.0%

Iraq

#61

3.0%

5.0%

12.0%

80.0%

Qualification probability

France 90.3%

Senegal 65.0%

Norway 55.0%

Iraq 20.0%

Group J

Argentina

73.0%

18.0%

5.0%

4.0%

Austria

#23

12.0%

30.0%

23.0%

35.0%

Algeria

#36

8.0%

15.0%

22.0%

55.0%

Jordan

#68

3.0%

10.0%

18.0%

69.0%

Qualification probability

Argentina 96.0%

Austria 65.0%

Algeria 45.0%

Jordan 31.0%

Group K

Portugal

73.6%

20.0%

4.1%

2.3%

Colombia

#13

18.0%

38.0%

22.0%

Uzbekistan

#62

5.0%

12.0%

25.0%

58.0%

DR Congo

#51

2.0%

5.0%

15.0%

78.0%

Qualification probability

Portugal 97.7%

Colombia 78.0%

Uzbekistan 42.0%

DR Congo 22.0%

Group L

England

67.9%

18.0%

6.0%

8.1%

Croatia

#11

15.0%

38.0%

27.0%

20.0%

Ghana

#65

7.0%

15.0%

22.0%

56.0%

Panama

#53

3.0%

8.0%

15.0%

74.0%

Qualification probability

England 91.9%

Croatia 80.0%

Ghana 44.0%

Panama 26.0%

All Group Stage Fixtures & Predictions

72 group-stage matches across three matchdays. Matchday 1 has explicit predictions from the report; Matchdays 2–3 include scenario analyses where the report provides them, with remaining fixtures derived from the standard FIFA schedule.

Mexico vs South AfricaReport prediction

Group A · Matchday 1 · 11 June · Estadio Azteca

70% Mexico Draw 20% South Africa 10%

Prediction: Mexico win (medium-high)

Host opener; 2,287m altitude and home advantage. Low-scoring draw still possible.

South Korea vs Czech RepublicReport prediction

Group A · Matchday 1 · 12 June · Guadalajara

33% South Korea Draw 34% Czech Republic 33%

Prediction: Draw or narrow win (low)

Decisive for second place; AI models price it roughly 50-50.

Canada vs Bosnia and HerzegovinaReport prediction

Group B · Matchday 1 · 12 June · BMO Field, Toronto

45% Canada Draw 30% Bosnia and Herzegovina 25%

Prediction: Canada win or draw (medium)

Davies fitness pivotal; Džeko set-piece threat keeps Canada alert.

Qatar vs SwitzerlandReport prediction

Group B · Matchday 1 · 13 June · San Francisco Bay Area Stadium

10% Qatar Draw 10% Switzerland 80%

Prediction: Switzerland win (high)

Swiss discipline and tournament experience give clear edge.

Brazil vs MoroccoReport prediction

Group C · Matchday 1 · 13 June · New York New Jersey Stadium

45% Brazil Draw 30% Morocco 25%

Prediction: Brazil narrow win or draw (medium)

Heavyweight opener. Morocco upset probability ~25%; Brazil injuries a factor.

Haiti vs ScotlandReport prediction

Group C · Matchday 1 · 13 June · Gillette Stadium

15% Haiti Draw 20% Scotland 65%

Prediction: Scotland win (medium-high)

Must-win for Scotland; tight scoreline expected.

United States vs ParaguayReport prediction

Group D · Matchday 1 · 12 June · SoFi Stadium

60% United States Draw 25% Paraguay 15%

Prediction: United States win (medium-high)

Host opener; likely single-goal margin.

Australia vs TurkeyReport prediction

Group D · Matchday 1 · 13 June · BC Place

25% Australia Draw 35% Turkey 40%

Prediction: Draw or narrow Turkey win (low)

Set pieces and goalkeeping likely decisive.

Germany vs CuraçaoReport prediction

Group E · Matchday 1 · 14 June · NRG Stadium

95% Germany Draw 3% Curaçao 2%

Prediction: Germany win (extremely-high)

Most lopsided opener; goal difference is the key metric.

Ivory Coast vs EcuadorReport prediction

Group E · Matchday 1 · 14 June · Philadelphia

20% Ivory Coast Draw 30% Ecuador 50%

Prediction: Ecuador win or draw (medium-high)

Direct contest for second place; Caicedo's defensive shield key.

Netherlands vs JapanReport prediction

Group F · Matchday 1 · 14 June · AT&T Stadium

45% Netherlands Draw 30% Japan 25%

Prediction: Netherlands win or draw (medium)

Japan upset ~30%; de Jong fitness decisive.

Sweden vs TunisiaReport prediction

Group F · Matchday 1 · 14 June · NRG Stadium

45% Sweden Draw 35% Tunisia 20%

Prediction: Sweden narrow win or draw (medium)

Low scoreline likely in Houston heat; Gyökeres finishing pivotal.

Belgium vs EgyptReport prediction

Group G · Matchday 1 · 15 June · Seattle

60% Belgium Draw 25% Egypt 15%

Prediction: Belgium win or draw (medium-high)

Heavyweight opener; Belgium's collective quality vs Salah's individual brilliance.

Iran vs New ZealandReport prediction

Group G · Matchday 1 · 15 June · Seattle

60% Iran Draw 25% New Zealand 15%

Prediction: Iran win or draw (medium)

Iran's defensive discipline should see them past New Zealand.

Spain vs Cape VerdeReport prediction

Group H · Matchday 1 · 15 June · Atlanta

92% Spain Draw 5% Cape Verde 3%

Prediction: Spain win (extremely-high)

Technical masterclass expected; watch Lamine Yamal availability.

Uruguay vs Saudi ArabiaReport prediction

Group H · Matchday 1 · 15 June · Atlanta

65% Uruguay Draw 25% Saudi Arabia 10%

Prediction: Uruguay win (medium-high)

Bielsa press vs Renard low block; Valverde dominance expected.

France vs SenegalReport prediction

Group I · Matchday 1 · 16 June · MetLife Stadium

50% France Draw 30% Senegal 20%

Prediction: France win or draw (medium)

Group of death opener; Deschamps pragmatism vs Cissé defensive organisation.

Iraq vs NorwayReport prediction

Group I · Matchday 1 · 16 June · Gillette Stadium

10% Iraq Draw 20% Norway 70%

Prediction: Norway win (medium-high)

Likely 1-0 or 2-0; Haaland finishing vs service deficit.

Argentina vs AlgeriaReport prediction

Group J · Matchday 1 · 16 June · Kansas City

80% Argentina Draw 12% Algeria 8%

Prediction: Argentina win (high)

Defending champions' opener; Messi's final World Cup narrative.

Austria vs JordanReport prediction

Group J · Matchday 1 · 16 June · Kansas City

65% Austria Draw 20% Jordan 15%

Prediction: Austria win (medium-high)

Rangnick's gegenpressing expected to overwhelm Jordan.

Portugal vs DR CongoReport prediction

Group K · Matchday 1 · 17 June · NRG Stadium

92% Portugal Draw 5% DR Congo 3%

Prediction: Portugal win (extremely-high)

Ronaldo's sixth World Cup opener; Portugal technical superiority overwhelming.

Colombia vs UzbekistanReport prediction

Group K · Matchday 1 · 17 June · Estadio Azteca

70% Colombia Draw 20% Uzbekistan 10%

Prediction: Colombia win (medium-high)

Díaz quality at altitude; Colombia need goal difference.

England vs CroatiaReport prediction

Group L · Matchday 1 · 17 June · AT&T Stadium, Dallas

45% England Draw 35% Croatia 20%

Prediction: England win or draw (medium)

2018 semi-final rematch; Tuchel freshness vs Croatia tournament nous.

Ghana vs PanamaReport prediction

Group L · Matchday 1 · 17 June · Philadelphia

50% Ghana Draw 30% Panama 20%

Prediction: Ghana win or draw (medium)

Pivotal for third place; Kudus and Semenyo vs Panama's low block.

Mexico vs South KoreaScenario analysis

Group A · Matchday 2 · 18 June · Estadio Akron

55% Mexico Draw 30% South Korea 15%

Prediction: Mexico win or draw (medium-high)

If Mexico won its opener, Korea is forced to chase. Altitude (1,671m) compresses Korea's win probability to ~25%.

Czech Republic vs South AfricaFixture only

Group A · Matchday 2 · 18-23 June · TBC

40% Czech Republic Draw 30% South Africa 30%

Prediction: Scenario-dependent (low)

Both teams likely need a result to stay in third-place contention.

Switzerland vs CanadaScenario analysis

Group B · Matchday 2 · 24 June · Vancouver

55% Switzerland Draw 25% Canada 20%

Prediction: Switzerland win or draw (medium)

Likely group-title decider if both won openers. AI models price narrow Swiss edge (~55%).

Bosnia and Herzegovina vs QatarFixture only

Group B · Matchday 2 · 24 June · TBC

35% Bosnia and Herzegovina Draw 30% Qatar 35%

Prediction: Scenario-dependent (low)

Could become a points scramble with both sides chasing third place.

Brazil vs ScotlandScenario analysis

Group C · Matchday 2 · 19 June · TBC

75% Brazil Draw 15% Scotland 10%

Prediction: Brazil win (high)

Brazil's individual superiority too pronounced; Scotland aims to limit margin.

Morocco vs HaitiFixture only

Group C · Matchday 2 · 19 June · TBC

80% Morocco Draw 12% Haiti 8%

Prediction: Morocco win (high)

Morocco's defensive organisation and counter-attacking should see off Haiti.

United States vs TurkeyScenario analysis

Group D · Matchday 2 · 25 June · SoFi Stadium

50% United States Draw 25% Turkey 25%

Prediction: United States win or draw (medium)

Group-title decider if both won openers. Turkey upset probability ~29%.

Australia vs ParaguayFixture only

Group D · Matchday 2 · 25 June · TBC

40% Australia Draw 35% Paraguay 25%

Prediction: Scenario-dependent (low)

Both sides may need a result for third-place contention.

Germany vs EcuadorScenario analysis

Group E · Matchday 2 · 25 June · MetLife Stadium

60% Germany Draw 25% Ecuador 15%

Prediction: Germany win or draw (medium-high)

Decides top spot if both won openers. Ecuador upset probability ~25%.

Ivory Coast vs CuraçaoFixture only

Group E · Matchday 2 · 25 June · TBC

65% Ivory Coast Draw 20% Curaçao 15%

Prediction: Ivory Coast win (medium-high)

Ivory Coast's physicality should overcome Curaçao's compact block.

Japan vs SwedenScenario analysis

Group F · Matchday 2 · 25 June · AT&T Stadium

50% Japan Draw 30% Sweden 20%

Prediction: Japan win or draw (medium)

Must-take-points fixture for Japan if they failed to beat Netherlands.

Netherlands vs TunisiaFixture only

Group F · Matchday 2 · TBC · TBC

34% Netherlands Draw 33% Tunisia 33%

Prediction: TBC (low)

Fixture schedule derived from the report's Chapter 4 pairings and round-robin constraints.

Belgium vs IranScenario analysis

Group G · Matchday 2 · 26 June · Seattle

70% Belgium Draw 20% Iran 10%

Prediction: Belgium win (high)

Belgium's attacking quality expected to break Iran's low block.

Egypt vs New ZealandFixture only

Group G · Matchday 2 · 26 June · TBC

65% Egypt Draw 20% New Zealand 15%

Prediction: Egypt win (medium-high)

Salah's individual quality should decide a tight contest.

Uruguay vs SpainScenario analysis

Group H · Matchday 2 · 26 June · Guadalajara

35% Uruguay Draw 25% Spain 40%

Prediction: Spain win or draw (medium)

Most consequential Group H fixture; decides top spot. Both may accept a draw if qualified.

Saudi Arabia vs Cape VerdeScenario analysis

Group H · Matchday 2 · 26 June · TBC

50% Saudi Arabia Draw 25% Cape Verde 25%

Prediction: Saudi Arabia win or draw (medium)

Likely direct contest for third place.

Norway vs FranceScenario analysis

Group I · Matchday 2 · 26 June · Gillette Stadium

20% Norway Draw 25% France 55%

Prediction: France win or draw (medium)

Do-or-die for Haaland if Norway dropped points. France's press limits Ødegaard.

Senegal vs IraqFixture only

Group I · Matchday 2 · 26 June · TBC

70% Senegal Draw 20% Iraq 10%

Prediction: Senegal win (medium-high)

Senegal's physical athleticism and organisation should overcome Iraq.

Argentina vs AustriaScenario analysis

Group J · Matchday 2 · 27 June · Kansas City

55% Argentina Draw 25% Austria 20%

Prediction: Argentina win or draw (medium)

Most tactically rich encounter; Rangnick press vs Scaloni positional play.

Algeria vs JordanFixture only

Group J · Matchday 2 · 27 June · TBC

55% Algeria Draw 25% Jordan 20%

Prediction: Algeria win or draw (medium)

Algeria's experience and Mahrez quality should edge debutants Jordan.

Portugal vs UzbekistanScenario analysis

Group K · Matchday 2 · 23 June · Estadio Akron

70% Portugal Draw 20% Uzbekistan 10%

Prediction: Portugal win or draw (medium-high)

Rotation opportunity for Portugal if both won openers; Uzbekistan's chance for a point.

Colombia vs DR CongoFixture only

Group K · Matchday 2 · 23 June · TBC

65% Colombia Draw 20% DR Congo 15%

Prediction: Colombia win (medium-high)

Colombia's pressing and Díaz quality should overcome DR Congo.

Croatia vs GhanaScenario analysis

Group L · Matchday 2 · 27 June · Philadelphia

55% Croatia Draw 25% Ghana 20%

Prediction: Croatia win or draw (medium)

Must-win for Croatia if they failed to beat England; experience vs Ghana physicality.

England vs PanamaFixture only

Group L · Matchday 2 · 24-27 June · TBC

75% England Draw 15% Panama 10%

Prediction: England win (high)

England's quality should overwhelm Panama's defensive approach.

Mexico vs Czech RepublicScenario analysis

Group A · Matchday 3 · 24-27 June · TBC

55% Mexico Draw 25% Czech Republic 20%

Prediction: Scenario-dependent (medium)

Final-round fixtures may become do-or-die affairs depending on earlier results.

South Korea vs South AfricaFixture only

Group A · Matchday 3 · 24-27 June · TBC

50% South Korea Draw 25% South Africa 25%

Prediction: Scenario-dependent (low)

Could decide third place if both arrive with limited points.

Switzerland vs Bosnia and HerzegovinaFixture only

Group B · Matchday 3 · 24 June · TBC

60% Switzerland Draw 25% Bosnia and Herzegovina 15%

Prediction: Scenario-dependent (medium-high)

Swiss experience should see them through, but rotation possible if already qualified.

Canada vs QatarScenario analysis

Group B · Matchday 3 · 24 June · TBC

50% Canada Draw 25% Qatar 25%

Prediction: Scenario-dependent (medium)

Home advantage and Marsch's pressing give Canada the edge if points are needed.

Brazil vs HaitiScenario analysis

Group C · Matchday 3 · 19-27 June · TBC

75% Brazil Draw 15% Haiti 10%

Prediction: Brazil win (high)

Brazil's individual superiority expected to prevail; rotation possible if already through.

Morocco vs ScotlandScenario analysis

Group C · Matchday 3 · 19-27 June · TBC

50% Morocco Draw 28% Scotland 22%

Prediction: Scenario-dependent (medium)

Could decide second place or be managed if both teams' positions are secure.

United States vs AustraliaScenario analysis

Group D · Matchday 3 · 25 June · TBC

50% United States Draw 25% Australia 25%

Prediction: Scenario-dependent (medium)

Host advantage and Pochettino's quality should favour the US if points are needed.

Turkey vs ParaguayFixture only

Group D · Matchday 3 · 25 June · TBC

50% Turkey Draw 25% Paraguay 25%

Prediction: Scenario-dependent (medium)

Paraguay's defensive style may frustrate Turkey in a low-scoring contest.

Germany vs Ivory CoastFixture only

Group E · Matchday 3 · 25 June · TBC

85% Germany Draw 10% Ivory Coast 5%

Prediction: Germany win (extremely-high)

Germany likely to rotate if already qualified, but depth should still prevail.

Ecuador vs CuraçaoFixture only

Group E · Matchday 3 · 25 June · TBC

75% Ecuador Draw 15% Curaçao 10%

Prediction: Ecuador win (high)

Ecuador's defensive record makes them strong favourites.

Netherlands vs SwedenFixture only

Group F · Matchday 3 · TBC · TBC

34% Netherlands Draw 33% Sweden 33%

Prediction: TBC (low)

Fixture schedule derived from the report's Chapter 4 pairings and round-robin constraints.

Japan vs TunisiaScenario analysis

Group F · Matchday 3 · 24-27 June · TBC

55% Japan Draw 25% Tunisia 20%

Prediction: Scenario-dependent (medium)

Japan's technical edge likely decisive if they need points.

Belgium vs New ZealandFixture only

Group G · Matchday 3 · 26 June · TBC

85% Belgium Draw 10% New Zealand 5%

Prediction: Belgium win (high)

Belgium need goal difference; De Bruyne and Doku key.

Egypt vs IranFixture only

Group G · Matchday 3 · 26 June · TBC

35% Egypt Draw 40% Iran 25%

Prediction: Draw or narrow Egypt win (low)

Salah individual brilliance vs Iran's collective defensive discipline.

Spain vs Saudi ArabiaFixture only

Group H · Matchday 3 · 26 June · TBC

85% Spain Draw 10% Saudi Arabia 5%

Prediction: Spain win (extremely-high)

Spain may rotate if qualified, but squad depth overwhelming.

Uruguay vs Cape VerdeFixture only

Group H · Matchday 3 · 26 June · TBC

75% Uruguay Draw 15% Cape Verde 10%

Prediction: Uruguay win (high)

Bielsa's intensity should overwhelm Cape Verde.

France vs IraqFixture only

Group I · Matchday 3 · 24-27 June · TBC

80% France Draw 12% Iraq 8%

Prediction: France win (high)

France's quality should prevail; rotation possible if already through.

Senegal vs NorwayScenario analysis

Group I · Matchday 3 · 24-27 June · TBC

40% Senegal Draw 30% Norway 30%

Prediction: Scenario-dependent (medium)

Could become a strategic draw if both teams' positions are secure.

Argentina vs JordanFixture only

Group J · Matchday 3 · TBC · TBC

34% Argentina Draw 33% Jordan 33%

Prediction: TBC (low)

Fixture schedule derived from the report's Chapter 4 pairings and round-robin constraints.

Austria vs AlgeriaFixture only

Group J · Matchday 3 · TBC · TBC

34% Austria Draw 33% Algeria 33%

Prediction: TBC (low)

Fixture schedule derived from the report's Chapter 4 pairings and round-robin constraints.

Portugal vs ColombiaScenario analysis

Group K · Matchday 3 · 27 June · Hard Rock Stadium, Miami

45% Portugal Draw 28% Colombia 27%

Prediction: Scenario-dependent (medium)

Portugal may rotate if top spot secured, opening a window for Colombia.

Uzbekistan vs DR CongoScenario analysis

Group K · Matchday 3 · 27 June · TBC

40% Uzbekistan Draw 30% DR Congo 30%

Prediction: Scenario-dependent (low)

Could be a winner-takes-third encounter if points remain alive.

England vs GhanaScenario analysis

Group L · Matchday 3 · 24-27 June · TBC

55% England Draw 25% Ghana 20%

Prediction: Scenario-dependent (medium)

England may rotate if top spot secured, creating a window for Ghana.

Croatia vs PanamaScenario analysis

Group L · Matchday 3 · 24-27 June · TBC

60% Croatia Draw 25% Panama 15%

Prediction: Croatia win or draw (medium-high)

Croatia's tournament intelligence should manage a 'need one point' scenario.

Upset Alerts

Type I upsets: model-implied probability reversal; Type III: exogenous shock-driven outcomes.

Morocco vs Brazil (Group C)

Upset probability: 25%

Type: Type I + III

Low block counters possession; Brazil injury crisis

Japan vs Netherlands (Group F)

Upset probability: 25-30%

Type: Type I

Transition speed counters high defensive line; heat stress

Turkey vs United States (Group D)

Upset probability: 29%

Type: Type I

Güler brilliance + host-nation pressure

Colombia vs Portugal (Group K)

Upset probability: 27%

Type: Type I + III

High press cuts Ronaldo supply line; heat and humidity

Algeria vs Argentina (Group J)

Upset probability: 32-38%

Type: Type I + III

Champions curse + counter-attacking speed + heat

Ecuador vs Germany (Group E)

Upset probability: 30-36%

Type: Type I

Extreme defence counters high press; offside trap

Uruguay vs Spain (Group H)

Upset probability: 35-40%

Type: Type I

Bielsa full-pitch press vs potential rotation

Croatia vs England (Group L)

Upset probability: 20-25%

Type: Type I + III

Big-game pedigree + penalties + possible England rotation

Methodology Snapshot

The report combines a multi-agent debate framework with quantitative models:

Elo-MC Hybrid Model: Elo ratings plus Monte Carlo simulation (10,000–100,000 iterations).
Poisson/xG Goal Model: Converts rating differentials into scoreline probabilities with Dixon-Coles correction.
Multi-Agent Collaboration: Optimistic, pessimistic, and specialist agents debate before probability calibration.
Uncertainty Quantification: Three-layer confidence intervals and back-testing against historical tournaments.