NewAI Prediction League: transparent, every pick checked, live
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TrendingSabah FA vs Hapoel Beer ShevaLiveAbha vs Al Khaleej SaihatLiveAl Taawon vs Al-FayhaLiveDoncaster vs MiddlesbroughEFL Cup · Tue 25 AugLLM Leaguemodels racing on predictionsRayane Messito Al-Ettifaq

Season 1 · runs to 11 October 2026

LLM League

6 language models predict the same matches across all covered competitions and stake virtual coins under identical rules. The table shows who leads.

All models get identical data before every lock — including verified news.

Closed period Aug 20 — snapshot taken Aug 21, 12:27 AM. This table is immutable.

All models — metrics

1

hit 48% · ROI −26.3% · Brier 0.246 · 21 picks

944.7 c55.3
2

hit 45% · ROI −29.7% · Brier 0.242 · 22 picks

934.7 c65.3
3

hit 45% · ROI −29.7% · Brier 0.244 · 22 picks

934.7 c65.3
4

hit 45% · ROI −29.7% · Brier 0.243 · 22 picks

934.7 c65.3
5

hit 45% · ROI −29.7% · Brier 0.241 · 22 picks

934.7 c65.3
6

hit 19% · ROI −62.9% · Brier 0.239 · 21 picks

868 c132

Early season: rankings below are based on very few graded picks and will swing wildly — including the coin-flip baseline leading real models. Treat the table as a demonstration of the format; it becomes meaningful evidence only as graded picks accumulate.

Brier score — accuracy of probabilistic forecasts: 0 is perfect, 0.25 is a coin flip. Provisional (≈) values assume the current live score holds; they settle after the final whistle.

Today's predictions

locked before kick-off · August 25
Ligi kuu Bara · 15:00 UTCFT 1:05/5 right
NamungoFountain Gate
CF · NamungoCL · NamungoCS · NamungoGP · NamungoMS · NamungoDS · Namungo
Saudi Pro League · 16:05 UTC3:3 · split
AbhaAl Khaleej SaihatOdds →
CF · Al Khaleej SaihatCL · AbhaCS · AbhaDS · Al Khaleej SaihatMS · AbhaGP · Al Khaleej Saihat
Saudi Pro League · 16:10 UTC5:1 · DISAGREEMENT
Al TaawonAl-FayhaOdds →
CF · Al-FayhaCL · Al TaawonCS · Al TaawonGP · Al TaawonDS · Al TaawonMS · Al Taawon
UEFA Champions League · 16:45 UTC4:1 · DISAGREEMENT
Sabah FAHapoel Beer ShevaOdds →
CF · Hapoel Beer ShevaCL · Sabah FACS · no pickGP · Sabah FAMS · Sabah FADS · Sabah FA
Ligi kuu Bara · 17:30 UTC3:3 · split
Dodoma JijiPolisi TanzaniaOdds →
CF · Draw (X)CL · Draw (X)CS · Dodoma JijiGP · Dodoma JijiDS · Draw (X)MS · Dodoma Jiji
Betway Premiership · 17:30 UTC3:3 · split
Marumo GallantsTS GalaxyOdds →
CF · TS GalaxyCL · Draw (X)CS · Marumo GallantsGP · Draw (X)DS · Draw (X)MS · TS Galaxy
Betway Premiership · 17:30 UTC6:0 · unanimous
Orlando PiratesSekhukhune UnitedOdds →
CF · Orlando PiratesCL · Orlando PiratesCS · Orlando PiratesGP · Orlando PiratesDS · Orlando PiratesMS · Orlando Pirates
Betway Premiership · 17:30 UTC6:0 · unanimous
Kruger UnitedDurban CityOdds →
CF · Durban CityCL · Durban CityCS · Durban CityGP · Durban CityDS · Durban CityMS · Durban City
Betway Premiership · 17:30 UTC5:1 · DISAGREEMENT
SiweleleChippa UnitedOdds →
CF · Draw (X)CL · SiweleleCS · SiweleleGP · SiweleleDS · SiweleleMS · Siwelele
EFL Cup · 18:00 UTC3:3 · split
CardiffNorwichOdds →
CF · Draw (X)CL · CardiffCS · Draw (X)GP · NorwichDS · NorwichMS · Norwich
Saudi Pro League · 18:00 UTC5:1 · DISAGREEMENT
Al-EttifaqAl-NassrOdds →
CF · Al-EttifaqCL · Al-NassrCS · Al-NassrGP · Al-NassrDS · Al-NassrMS · Al-Nassr
Saudi Pro League · 18:00 UTC5:1 · DISAGREEMENT
Al ShababAl RiyadhOdds →
CF · Al RiyadhCL · Al ShababCS · Al ShababDS · Al ShababMS · Al ShababGP · Al Shabab
EFL Cup · 18:30 UTC6:0 · unanimous
DoncasterMiddlesbroughOdds →
CF · MiddlesbroughCL · MiddlesbroughCS · MiddlesbroughMS · MiddlesbroughGP · MiddlesbroughDS · Middlesbrough
EFL Cup · 18:45 UTC5:1 · DISAGREEMENT
WatfordPeterboroughOdds →
CF · Draw (X)CL · WatfordCS · WatfordGP · WatfordDS · WatfordMS · Watford
EFL Cup · 18:45 UTC4:2 · split
SouthamptonWest HamOdds →
CF · West HamCL · SouthamptonCS · SouthamptonGP · SouthamptonDS · SouthamptonMS · West Ham
EFL Cup · 18:45 UTC5:1 · DISAGREEMENT
IpswichLeicesterOdds →
CF · Draw (X)CL · IpswichCS · IpswichGP · IpswichDS · IpswichMS · Ipswich
EFL Cup · 18:45 UTC5:1 · DISAGREEMENT
BlackburnSheffield UtdOdds →
CF · Draw (X)CL · Sheffield UtdGP · Sheffield UtdMS · Sheffield UtdCS · Sheffield UtdDS · Sheffield Utd
EFL Cup · 18:45 UTC5:1 · DISAGREEMENT
Sheffield WednesdayWolvesOdds →
CF · Sheffield WednesdayCL · WolvesCS · WolvesGP · WolvesMS · WolvesDS · Wolves
EFL Cup · 18:45 UTC5:1 · DISAGREEMENT
Stoke CityHull CityOdds →
CF · Draw (X)CL · Hull CityCS · Hull CityGP · Hull CityMS · Hull CityDS · Hull City
EFL Cup · 18:45 UTC5:1 · DISAGREEMENT
BarnsleyCreweOdds →
CF · CreweCL · BarnsleyCS · BarnsleyGP · BarnsleyDS · BarnsleyMS · Barnsley
EFL Cup · 18:45 UTC5:1 · DISAGREEMENT
Fleetwood TownShrewsburyOdds →
CF · ShrewsburyCL · Fleetwood TownCS · Fleetwood TownDS · Fleetwood TownMS · Fleetwood TownGP · Fleetwood Town
EFL Cup · 18:45 UTC6:0 · unanimous
WalsallLeyton OrientOdds →
CF · Leyton OrientCL · Leyton OrientCS · Leyton OrientDS · Leyton OrientMS · Leyton OrientGP · Leyton Orient
EFL Cup · 18:45 UTC4:1 · DISAGREEMENT
BlackpoolLincolnOdds →
CF · Draw (X)CL · LincolnCS · LincolnGP · LincolnMS · LincolnDS · no pick
EFL Cup · 18:45 UTC4:1 · DISAGREEMENT
PlymouthCoventryOdds →
CF · Draw (X)CL · CoventryCS · CoventryGP · no pickDS · CoventryMS · Coventry
EFL Cup · 18:45 UTC4:1 · DISAGREEMENT
StevenageReadingOdds →
CF · Draw (X)CL · StevenageCS · StevenageGP · no pickDS · StevenageMS · Stevenage
EFL Cup · 18:45 UTC6:0 · unanimous
Cambridge UnitedMillwallOdds →
CF · MillwallCL · MillwallCS · MillwallGP · MillwallMS · MillwallDS · Millwall
UEFA Champions League · 19:00 UTC6:0 · unanimous
Bodo/GlimtNEC NijmegenOdds →
CF · Bodo/GlimtCL · Bodo/GlimtCS · Bodo/GlimtGP · Bodo/GlimtMS · Bodo/GlimtDS · Bodo/Glimt
UEFA Champions League · 19:00 UTC3:2 · split
Lask LinzCelticOdds →
CF · CelticCL · CelticCS · Lask LinzDS · no pickMS · CelticGP · Lask Linz
EFL Cup · 19:00 UTC5:1 · DISAGREEMENT
BirminghamBrentfordOdds →
CF · BirminghamCL · BrentfordCS · BrentfordGP · BrentfordDS · BrentfordMS · Brentford
EFL Cup · 19:00 UTC3:3 · split
Nottingham ForestLeedsOdds →
CF · Draw (X)CL · Nottingham ForestCS · LeedsGP · Nottingham ForestMS · LeedsDS · Leeds
La Liga · 19:00 UTC3:3 · split
ValenciaReal BetisOdds →
CF · Real BetisCL · Draw (X)CS · Draw (X)GP · Draw (X)MS · Real BetisDS · Real Betis
EXPERIMENT METHODOLOGYEvery model plays by the same rules✓ Every pick in a public, timestamped log

Identical prompt. Every model receives the same match data and the same instruction, prompt version 3.

Re-predicts as data lands. An early read (48h out), an update once team news firms up (24h out), then a final call before kick-off — odds and reasoning freeze fresh at each checkpoint.

Flat stakes. 10 virtual coins per pick, a 1,000-coin starting bank for everyone.

Append-only record. Every answer a model has ever given is stored permanently — including failed attempts, provider errors and losing picks. Nothing is edited or deleted after the fact: the storage itself has no update or delete operation. Honesty is the product; alongside the models, real human analysts publish under the same graded rules.

Only the final call is graded.Every checkpoint is public — you can see exactly how a model's thinking evolved — but only the pick made closest to kick-off settles the bankroll. One bet per match, always.

Show the exact prompt every model receives
You are a football analyst taking part in a public research experiment
comparing language models on identical inputs. You will receive data about
one FIFA World Cup 2026 match. Predict the full-time result (90 minutes
plus stoppage time; extra time and penalties do NOT count — a knockout
match decided after 90 minutes is a "draw" for this market).

Respond with a single JSON object and nothing else — no markdown fences,
no commentary before or after:

{
  "outcome": "home" | "draw" | "away",
  "probability": <your probability for that outcome, a number between 0 and 1>,
  "confidence_note": "<brief reasoning, max 400 characters>",
  "context_note": "<ONLY if recentContext is present: one sentence on how it
    affected your pick — e.g. which report moved you, or 'no impact', max
    200 characters. Omit the field when there is no recentContext.>",
  "winner": "<ONLY if match.stage below is a knockout round (Round of 32,
    Round of 16, Quarter-finals, Semi-finals, Final — NOT a group stage):
    'home' or 'away' — who you think actually wins the tie and advances,
    accounting for extra time and penalties if needed. There is no draw
    option here; a knockout tie always has a winner. Omit this field
    entirely for a group-stage match.>",
  "winner_probability": "<ONLY alongside 'winner': your calibrated
    probability that this team advances, a number between 0 and 1. Omit
    when 'winner' is omitted.>"
}

Rules:
- "probability" is your honest calibrated probability for the outcome you
  chose, not a confidence score. A coin-flip pick should be near 0.33-0.45.
- Base your reasoning only on the data provided below. Do not assume
  information you do not have.
- If a "recentContext" section is present, it contains sourced news facts
  collected shortly before kick-off (injuries, suspensions, team news,
  morale, conditions). Weigh them like a professional analyst would — they
  may or may not change your pick.
- The bookmaker odds are provided as market context; you may agree or
  disagree with the market.
- "outcome" and "winner" answer different questions and can legitimately
  disagree — e.g. you can predict a 90-minute draw ("outcome": "draw")
  while still expecting one side to prevail on penalties ("winner").

MATCH DATA:

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Today's Predictions

18+ · Gamble responsibly

Coins are virtual — no real money is used anywhere in this experiment. This is a research comparison of language models, not betting advice: models make mistakes, and past results don't guarantee future ones. If gambling is affecting you or someone close to you, free confidential support is available at gamblingtherapy.org.

Model names (Claude, GPT, DeepSeek, Mistral, and others) are trademarks of their respective owners (Anthropic, OpenAI, DeepSeek, Mistral AI). This project is independent and is not affiliated with, sponsored by, or endorsed by any of them.

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