AI leaderboard 1.1
- Models
- 21
- Rounds per model
- 30
- Total benchmark cost
- $94.95
- Total model time
- 19h 29m
Ranked models
Lower question scores are better.
Models rank by exact average score, then by narrower 95% confidence interval (CI). Equal scores and CI widths share a rank.
The score includes failed rounds. Every subject has equal weight.
| Rank | ||||||
|---|---|---|---|---|---|---|
| Rank 1 | GPT-6 Astra (high) | Question score13.67questions · lower is better12.49–14.85 | 100% | 100% | $0.1756 | 1m 21s |
| Rank 2 | Gemini 4 Argon (high) | Question score13.67questions · lower is better12.39–14.95 | 100% | 99.8% 1 violation | $0.1314 | 2m 12s |
| Rank 3 | Gemini 3.8 Flash (high) | Question score14.87questions · lower is better13.19–16.54 | 100% | 100% | $0.0875 | 1m 42s |
| Rank 4 | Claude Opus 5.5 (high) | Question score15.00questions · lower is better13.24–16.76 | 97% | 100% | $0.0751 | 1m 17s |
| Rank 5 | Claude Fable 5.1 (high) | Question score15.10questions · lower is better13.76–16.44 | 93% | 99.4% 3 violations | $0.2772 | 2m 39s |
| Rank 6 | GPT-6.1 Sol (high) | Question score15.23questions · lower is better12.84–17.62 | 97% | 100% | $0.0376 | 1m 20s |
| Rank 7 | Gemini 3.7 Flash (high) | Question score16.57questions · lower is better14.35–18.79 | 93% | 100% | $0.0525 | 52s |
| Rank 8 | Grok 4.6 (high) | Question score17.13questions · lower is better15.54–18.73 | 100% | 100% | $0.1367 | 6m 51s |
| Rank 9 | Claude Sonnet 5.5 (high) | Question score17.83questions · lower is better15.49–20.18 | 90% | 100% | $0.0460 | 55s |
| Rank 10 | GPT-6 Sol (high) | Question score18.03questions · lower is better16.29–19.77 | 100% | 100% | $0.0398 | 1m 4s |
| Rank 11 | Claude Opus 5 (high) | Question score18.07questions · lower is better16.50–19.63 | 93% | 99.6% 2 violations | $0.0934 | 1m 22s |
| Rank 12 | GPT-5.6 Sol (high) | Question score18.07questions · lower is better14.38–21.75 | 97% | 100% | $0.0557 | 1m 55s |
| Rank 13 | Muse Spark 1.3 Contributor (high) | Question score18.37questions · lower is better16.61–20.13 | 97% | 100% | $0.0049 | 5m 6s |
| Rank 14 | Muse Wonder (high) | Question score19.63questions · lower is better17.58–21.68 | 97% | 100% | $0.1605 | 1m 47s |
| Rank 15 | Claude Haiku 5.5 (high) | Question score20.00questions · lower is better17.10–22.90 | 83% | 100% | $0.0046 | 1m 19s |
| Rank 16 | GPT-5.6 Luna (high) | Question score21.03questions · lower is better18.51–23.56 | 90% | 100% | $0.0063 | 1m 23s |
| Rank 17 | GPT-6 Luna (high) | Question score21.17questions · lower is better18.18–24.15 | 80% | 100% | $0.0031 | 1m 11s |
| Rank 18 | Grok 4.7 (high) | Question score22.23questions · lower is better20.80–23.67 | 73% | 100% | $0.0432 | 41s |
| Rank 19 | gpt-oss-120B (high) | Question score22.23questions · lower is better19.58–24.89 | 67% | 89.3% 71 violations | $0.0682 | 1m 5s |
| Rank 20 | GLM-5.3-Flash (high) | Question score23.27questions · lower is better19.58–26.96 | 73% | 93.2% 49 violations | $0.0016 | 1m 43s |
| Rank 21 | MiniMax M3 (high) | Question score29.17questions · lower is better24.71–33.62 | 50% | 99.1% 8 violations | $0.0100 | 1m 12s |
Rank 1GPT-6 Astra (high)openai13.67Question score
- 95% CI
- 12.49–14.85
- Solved
- 100%
- Guesser cost / round
- $0.1756
Rank 2Gemini 4 Argon (high)google-vertex13.67Question score
- 95% CI
- 12.39–14.95
- Solved
- 100%
- Guesser cost / round
- $0.1314
Rank 3Gemini 3.8 Flash (high)google-ai-studio14.87Question score
- 95% CI
- 13.19–16.54
- Solved
- 100%
- Guesser cost / round
- $0.0875
Rank 4Claude Opus 5.5 (high)anthropic15.00Question score
- 95% CI
- 13.24–16.76
- Solved
- 97%
- Guesser cost / round
- $0.0751
Rank 5Claude Fable 5.1 (high)anthropic15.10Question score
- 95% CI
- 13.76–16.44
- Solved
- 93%
- Guesser cost / round
- $0.2772
Rank 6GPT-6.1 Sol (high)openai15.23Question score
- 95% CI
- 12.84–17.62
- Solved
- 97%
- Guesser cost / round
- $0.0376
Rank 7Gemini 3.7 Flash (high)google-ai-studio16.57Question score
- 95% CI
- 14.35–18.79
- Solved
- 93%
- Guesser cost / round
- $0.0525
Rank 8Grok 4.6 (high)xai17.13Question score
- 95% CI
- 15.54–18.73
- Solved
- 100%
- Guesser cost / round
- $0.1367
Rank 9Claude Sonnet 5.5 (high)anthropic17.83Question score
- 95% CI
- 15.49–20.18
- Solved
- 90%
- Guesser cost / round
- $0.0460
Rank 10GPT-6 Sol (high)openai18.03Question score
- 95% CI
- 16.29–19.77
- Solved
- 100%
- Guesser cost / round
- $0.0398
Rank 11Claude Opus 5 (high)anthropic18.07Question score
- 95% CI
- 16.50–19.63
- Solved
- 93%
- Guesser cost / round
- $0.0934
Rank 12GPT-5.6 Sol (high)openai18.07Question score
- 95% CI
- 14.38–21.75
- Solved
- 97%
- Guesser cost / round
- $0.0557
Rank 13Muse Spark 1.3 Contributor (high)meta18.37Question score
- 95% CI
- 16.61–20.13
- Solved
- 97%
- Guesser cost / round
- $0.0049
Rank 14Muse Wonder (high)meta19.63Question score
- 95% CI
- 17.58–21.68
- Solved
- 97%
- Guesser cost / round
- $0.1605
Rank 15Claude Haiku 5.5 (high)anthropic20.00Question score
- 95% CI
- 17.10–22.90
- Solved
- 83%
- Guesser cost / round
- $0.0046
Rank 16GPT-5.6 Luna (high)openai21.03Question score
- 95% CI
- 18.51–23.56
- Solved
- 90%
- Guesser cost / round
- $0.0063
Rank 17GPT-6 Luna (high)openai21.17Question score
- 95% CI
- 18.18–24.15
- Solved
- 80%
- Guesser cost / round
- $0.0031
Rank 18Grok 4.7 (high)xai22.23Question score
- 95% CI
- 20.80–23.67
- Solved
- 73%
- Guesser cost / round
- $0.0432
Rank 19gpt-oss-120B (high)cerebras22.23Question score
- 95% CI
- 19.58–24.89
- Solved
- 67%
- Guesser cost / round
- $0.0682
Rank 20GLM-5.3-Flash (high)z-ai23.27Question score
- 95% CI
- 19.58–26.96
- Solved
- 73%
- Guesser cost / round
- $0.0016
Rank 21MiniMax M3 (high)coreweave29.17Question score
- 95% CI
- 24.71–33.62
- Solved
- 50%
- Guesser cost / round
- $0.0100
Models rank by exact average score, then by narrower 95% confidence interval (CI). Equal scores and CI widths share a rank.
Score distribution
Question score.
Lower is better. The blue marker is the average question score. The line is its 95% confidence interval (CI); darker lines are wider. The side plot shows each CI width in three equal bands.
Question scorelower is better95% CI · color = CI widthNarrowMediumWide
CI width stabilityRows follow question-score order · lower is betterColors describe CI width. Compare question scores separately.
- 1. GPT-6 Astra (high): 13.67 questions. Best score. 95% confidence interval of the average: 12.49–14.85 questions. CI width: 2.36 questions; narrow band on the displayed scale. Smallest CI width. View results for GPT-6 Astra (high)
- 2. Gemini 4 Argon (high): 13.67 questions. Best score. 95% confidence interval of the average: 12.39–14.95 questions. CI width: 2.56 questions; narrow band on the displayed scale. View results for Gemini 4 Argon (high)
- 3. Gemini 3.8 Flash (high): 14.87 questions. 95% confidence interval of the average: 13.19–16.54 questions. CI width: 3.35 questions; medium band on the displayed scale. View results for Gemini 3.8 Flash (high)
- 4. Claude Opus 5.5 (high): 15.00 questions. 95% confidence interval of the average: 13.24–16.76 questions. CI width: 3.53 questions; medium band on the displayed scale. View results for Claude Opus 5.5 (high)
- 5. Claude Fable 5.1 (high): 15.10 questions. 95% confidence interval of the average: 13.76–16.44 questions. CI width: 2.69 questions; narrow band on the displayed scale. View results for Claude Fable 5.1 (high)
- 6. GPT-6.1 Sol (high): 15.23 questions. 95% confidence interval of the average: 12.84–17.62 questions. CI width: 4.78 questions; medium band on the displayed scale. View results for GPT-6.1 Sol (high)
- 7. Gemini 3.7 Flash (high): 16.57 questions. 95% confidence interval of the average: 14.35–18.79 questions. CI width: 4.44 questions; medium band on the displayed scale. View results for Gemini 3.7 Flash (high)
- 8. Grok 4.6 (high): 17.13 questions. 95% confidence interval of the average: 15.54–18.73 questions. CI width: 3.19 questions; medium band on the displayed scale. View results for Grok 4.6 (high)
- 9. Claude Sonnet 5.5 (high): 17.83 questions. 95% confidence interval of the average: 15.49–20.18 questions. CI width: 4.69 questions; medium band on the displayed scale. View results for Claude Sonnet 5.5 (high)
- 10. GPT-6 Sol (high): 18.03 questions. 95% confidence interval of the average: 16.29–19.77 questions. CI width: 3.48 questions; medium band on the displayed scale. View results for GPT-6 Sol (high)
- 11. Claude Opus 5 (high): 18.07 questions. 95% confidence interval of the average: 16.50–19.63 questions. CI width: 3.13 questions; medium band on the displayed scale. View results for Claude Opus 5 (high)
- 12. GPT-5.6 Sol (high): 18.07 questions. 95% confidence interval of the average: 14.38–21.75 questions. CI width: 7.37 questions; wide band on the displayed scale. View results for GPT-5.6 Sol (high)
- 13. Muse Spark 1.3 Contributor (high): 18.37 questions. 95% confidence interval of the average: 16.61–20.13 questions. CI width: 3.52 questions; medium band on the displayed scale. View results for Muse Spark 1.3 Contributor (high)
- 14. Muse Wonder (high): 19.63 questions. 95% confidence interval of the average: 17.58–21.68 questions. CI width: 4.10 questions; medium band on the displayed scale. View results for Muse Wonder (high)
- 15. Claude Haiku 5.5 (high): 20.00 questions. 95% confidence interval of the average: 17.10–22.90 questions. CI width: 5.79 questions; medium band on the displayed scale. View results for Claude Haiku 5.5 (high)
- 16. GPT-5.6 Luna (high): 21.03 questions. 95% confidence interval of the average: 18.51–23.56 questions. CI width: 5.05 questions; medium band on the displayed scale. View results for GPT-5.6 Luna (high)
- 17. GPT-6 Luna (high): 21.17 questions. 95% confidence interval of the average: 18.18–24.15 questions. CI width: 5.97 questions; medium band on the displayed scale. View results for GPT-6 Luna (high)
- 18. Grok 4.7 (high): 22.23 questions. 95% confidence interval of the average: 20.80–23.67 questions. CI width: 2.87 questions; narrow band on the displayed scale. View results for Grok 4.7 (high)
- 19. gpt-oss-120B (high): 22.23 questions. 95% confidence interval of the average: 19.58–24.89 questions. CI width: 5.31 questions; medium band on the displayed scale. View results for gpt-oss-120B (high)
- 20. GLM-5.3-Flash (high): 23.27 questions. 95% confidence interval of the average: 19.58–26.96 questions. CI width: 7.38 questions; wide band on the displayed scale. View results for GLM-5.3-Flash (high)
- 21. MiniMax M3 (high): 29.17 questions. 95% confidence interval of the average: 24.71–33.62 questions. CI width: 8.90 questions; wide band on the displayed scale. View results for MiniMax M3 (high)
The 95% CI comes from repeated rounds on this edition's subjects. It does not cover other subjects, model versions, or providers. The three CI width bands split the shown range into equal parts; they are not quality grades. All models, A to Z →