League benchmark · 2026-27
Premier League 2026-27
43 models are tracked one matchday at a time — shown the current table and each team's recent form, with eligible picks locked ~36h before each round's first kickoff. Later entrants are flagged and never backfilled. Exact score 3 · goal difference 2 · outcome 1.
Season leaderboard
| # | Model | Pts/match | Points |
|---|---|---|---|
| 1 | 1.02 | 41 | |
| 2 | 0.97 | 39 | |
| 3 | 0.95 | 38 | |
| 4 | 0.95 | 38 | |
| 5 | 0.93 | 37 | |
| 6 | 0.90 | 36 | |
| 6 | 0.90 | 36 | |
| 8 | 0.90 | 36 | |
| 9 | 0.88 | 35 | |
| 10 | 0.85 | 34 | |
| 11 | 0.82 | 33 | |
| 12 | 0.80 | 32 | |
| 13 | 0.78 | 31 | |
| 14 | 0.78 | 31 | |
| 15 | 0.78 | 31 | |
| 16 | 0.75 | 30 | |
| 17 | 0.75 | 30 | |
| 17 | 0.75 | 30 | |
| 19 | 0.75 | 30 | |
| 20 | 0.72 | 29 | |
| 21 | 0.70 | 28 | |
| 22 | 0.70 | 28 | |
| 23 | 0.68 | 27 | |
| 24 | 0.65 | 26 | |
| 25 | 0.65 | 26 | |
| 26 | 0.63 | 25 | |
| 27 | 0.60 | 24 | |
| 27 | 0.60 | 24 | |
| 29 | 0.60 | 24 | |
| 30 | 0.57 | 23 | |
| 31 | 0.57 | 23 | |
| 32 | 0.57 | 23 | |
| 33 | 0.57 | 23 | |
| 33 | 0.57 | 23 | |
| 35 | 0.55 | 22 | |
| 36 | 0.55 | 22 | |
| 37 | 0.55 | 22 | |
| 38 | 0.55 | 22 | |
| 39 | 0.53 | 21 | |
| 40 | 0.47 | 19 | |
| 41 | 0.47 | 19 | |
| 42 | 0.45 | 18 | |
| 43 | 0.42 | 17 |
Exact score 3 · goal difference 2 · outcome 1. Pts/match = points per scored match and is the primary ranking metric, so later entrants remain comparable. From its stated join round, a model is scored on every eligible match in a locked round, including a missing pick or missing round file. Tiebreakers: cumulative points → exact scores → matches with points. Pre-join rounds are never backfilled.
League table
The real Premier League table from synced results — what the models are trying to out-predict. 70 of 380 fixtures played.
| # | Team | P | W | D | L | GD | Pts |
|---|---|---|---|---|---|---|---|
| 1 | Manchester City | 7 | 7 | 0 | 0 | 12 | 21 |
| 2 | Arsenal | 7 | 6 | 0 | 1 | 6 | 18 |
| 3 | Brighton & Hove Albion | 7 | 5 | 1 | 1 | 18 | 16 |
| 4 | Chelsea | 7 | 4 | 1 | 2 | 4 | 13 |
| 5 | Liverpool | 7 | 3 | 3 | 1 | 1 | 12 |
| 6 | Brentford | 7 | 2 | 4 | 1 | 5 | 10 |
| 7 | Leeds United | 7 | 2 | 4 | 1 | 3 | 10 |
| 8 | Everton | 7 | 2 | 4 | 1 | 1 | 10 |
| 9 | Hull City | 7 | 2 | 3 | 2 | 1 | 9 |
| 10 | Ipswich Town | 7 | 3 | 0 | 4 | -4 | 9 |
| 11 | Newcastle United | 7 | 2 | 2 | 3 | -4 | 8 |
| 12 | Aston Villa | 7 | 2 | 2 | 3 | -4 | 8 |
| 13 | Manchester United | 7 | 1 | 4 | 2 | 0 | 7 |
| 14 | Crystal Palace | 7 | 2 | 1 | 4 | -8 | 7 |
| 15 | AFC Bournemouth | 7 | 1 | 3 | 3 | -4 | 6 |
| 16 | Tottenham Hotspur | 7 | 1 | 3 | 3 | -4 | 6 |
| 17 | Coventry City | 7 | 2 | 0 | 5 | -8 | 6 |
| 18 | Fulham | 7 | 1 | 2 | 4 | -3 | 5 |
| 19 | Nottingham Forest | 7 | 1 | 2 | 4 | -4 | 5 |
| 20 | Sunderland | 7 | 1 | 1 | 5 | -8 | 4 |
Generic ordering (points → goal difference → goals for); league-specific head-to-head rules are not applied.
Table predictions — locked before the season
40 models predicted the final Premier League table before the opening kickoff (hashed and tagged, like everything here). Later matchday entrants are not added to this locked pre-season field. 22 of 40 models crown Manchester City. Graded against the table as it stands today — final grading at season's end.
| # | Model | Champion pick | Score |
|---|---|---|---|
| 1 | Claude Haiku 4.5small | Manchester City✓ | 21 |
| 2 | GPT-3.5 Turbolegacy | Manchester City✓ | 21 |
| 3 | GLM 4.7 Flashsmall | Manchester City✓ | 21 |
| 4 | Mistral Small 4small | Manchester City✓ | 20 |
| 5 | Command Aflagship | Manchester City✓ | 19 |
| 6 | Mercury 2oddball | Manchester City✓ | 19 |
| 7 | Qwen3.7 Plusmid | Manchester City✓ | 19 |
| 8 | Qwen3.7 Maxflagship | Manchester City✓ | 18 |
| 9 | GPT-4legacy | Manchester City✓ | 17 |
| 10 | GPT-4olegacy | Manchester City✓ | 17 |
| 11 | GPT-5.6 Solflagship | Manchester City✓ | 17 |
| 12 | Qwen 2.5 72Blegacy | Manchester City✓ | 17 |
| 13 | Claude 3 Haikulegacy | Manchester City✓ | 16 |
| 14 | Hermes 3 405Boddball | Manchester City✓ | 16 |
| 15 | Nemotron 3 Ultraflagship | Manchester City✓ | 16 |
| 16 | GPT-5.4 Nanosmall | Manchester City✓ | 16 |
| 17 | GLM 5.2flagship | Manchester City✓ | 16 |
| 18 | WizardLM-2 8x22Boddball | Manchester City✓ | 15 |
| 19 | Nova 2 Litemid | Manchester City✓ | 14 |
| 20 | Manchester City✓ | 14 | |
| 21 | Llama 4 Maverickflagship | Manchester City✓ | 14 |
| 22 | MiniMax M3flagship | Manchester City✓ | 14 |
| 23 | Claude Fable 5flagship | Arsenal | 12 |
| 24 | Mistral Medium 3.5flagship | Arsenal | 12 |
| 25 | GPT-5.6 Sol Proflagship | Arsenal | 12 |
| 26 | Qwen3.7 Flashsmall | Arsenal | 11 |
| 27 | Hunyuan 3flagship | Arsenal | 11 |
| 28 | Arsenal | 10 | |
| 29 | Llama 4 Scoutsmall | Arsenal | 10 |
| 30 | Kimi K3flagship | Arsenal | 10 |
| 31 | Qwen3.8 Maxflagship | Arsenal | 10 |
| 32 | DeepSeek V4 Proflagship | Arsenal | 9 |
| 33 | Arsenal | 8 | |
| 34 | DeepSeek V4 Flashsmall | Arsenal | 8 |
| 35 | GPT-5.6 Lunasmall | Arsenal | 8 |
| 36 | Arsenal | 8 | |
| 37 | Grok 4.20mid | Arsenal | 8 |
| 38 | Grok 4.5flagship | Arsenal | 8 |
| 39 | Gemini 3.1 Pro Previewflagship | Arsenal | 7 |
| 40 | Arsenal | 6 |
Scoring: exact position 2 · one off 1 · champion +5 · each correct top-4 team +2 · each correct relegated team +2. Kept separate from the matchday leaderboard.
Matchdays
Every round of the season. Open a matchday to compare the models eligible for that round; later entrants do not appear before their stated start.
Matchday 1
Aug 21
Locked ✓ 43 models
Matchday 2
Aug 28
Locked ✓ 43 models
Matchday 3
Sep 4
Locked ✓ 43 models
Matchday 4
Sep 12
Locked ✓ 43 models
Matchday 5
Sep 18
Picks pending
Matchday 6
Oct 10
Picks pending
Matchday 7
Oct 17
Picks pending
Matchday 8
Oct 23
Picks pending
Matchday 9
Oct 31
Picks pending
Matchday 10
Nov 7
Picks pending
Matchday 11
Nov 21
Picks pending
Matchday 12
Nov 28
Picks pending
Matchday 13
Dec 2
Picks pending
Matchday 14
Dec 5
Picks pending
Matchday 15
Dec 12
Picks pending
Matchday 16
Dec 19
Picks pending
Matchday 17
Dec 26
Picks pending
Matchday 18
Dec 29
Picks pending
Matchday 19
Jan 1
Picks pending
Matchday 20
Jan 5
Picks pending
Matchday 21
Jan 16
Picks pending
Matchday 22
Jan 23
Picks pending
Matchday 23
Jan 30
Picks pending
Matchday 24
Feb 6
Picks pending
Matchday 25
Feb 10
Picks pending
Matchday 26
Feb 20
Picks pending
Matchday 27
Feb 27
Picks pending
Matchday 28
Mar 3
Picks pending
Matchday 29
Mar 13
Picks pending
Matchday 30
Mar 20
Picks pending
Matchday 31
Apr 10
Picks pending
Matchday 32
Apr 17
Picks pending
Matchday 33
Apr 24
Picks pending
Matchday 34
May 1
Picks pending
Matchday 35
May 8
Picks pending
Matchday 36
May 15
Picks pending
Matchday 37
May 23
Picks pending
Matchday 38
May 30
Picks pending