Model Leaderboard
2171 models in the fused corpus; 1656 have enough benchmark coverage for an Aggregate Rating, human reference baselines excluded. Top 100 shown below.
| Rank | Model | Provider | Rating | Benchmarks |
|---|---|---|---|---|
| 1 | Claude Mythos 5.1 | Anthropic | 2019 ± 29 | 23 |
| 2 | Claude Mythos 5 | Anthropic | 2009 ± 13 | 105 |
| 3 | Claude Opus 5.5 | Anthropic | 1986 ± 5 | 713 |
| 4 | Claude Mythos Preview | Anthropic | 1984 ± 12 | 97 |
| 5 | GPT-6 Astra Pro | OpenAI | 1984 ± 21 | 20 |
| 6 | GPT-6 Astra | OpenAI | 1983 ± 4 | 1009 |
| 7 | GPT-6.1 Sol | OpenAI | 1969 ± 6 | 613 |
| 8 | Gemini 4 Argon | 1967 ± 7 | 429 | |
| 9 | Claude Fable 5.1 | Anthropic | 1958 ± 5 | 631 |
| 10 | Muse Wonder Full | Meta | 1939 ± 20 | 133 |
| 11 | Claude Sonnet 5.5 | Anthropic | 1934 ± 7 | 482 |
| 12 | Claude Opus 5 | Anthropic | 1931 ± 3 | 1298 |
| 13 | GPT-6.1 Pro Sol | OpenAI | 1924 ± 29 | 18 |
| 14 | GPT-6 Sol | OpenAI | 1910 ± 6 | 577 |
| 15 | Muse Wonder | Meta | 1908 ± 9 | 242 |
| 16 | Claude Fable 5 | Anthropic | 1907 ± 4 | 914 |
| 17 | GPT-5.5 Pro | OpenAI | 1899 ± 13 | 76 |
| 18 | GPT-5.6 Pro Sol | OpenAI | 1890 ± 14 | 62 |
| 19 | GPT-5.6 Sol | OpenAI | 1889 ± 3 | 1958 |
| 20 | DeepSeek V4.1 Flash (1017) | DeepSeek | 1874 ± 13 | 230 |
| 21 | Gemini 3.8 Flash | 1873 ± 5 | 865 | |
| 22 | GPT-5.5 (2026-04-23) | OpenAI | 1873 ± 14 | 159 |
| 23 | Gemini 3.7 Flash | 1872 ± 5 | 679 | |
| 24 | Muse Spark 1.3 | Meta | 1866 ± 7 | 423 |
| 25 | Grok 4.7 | xAI | 1865 ± 7 | 439 |
| 26 | Grok 4.6 | xAI | 1864 ± 5 | 593 |
| 27 | Gemini 3 Deep Think | 1864 ± 22 | 21 | |
| 28 | Qwen3.8 Omni Flash | Alibaba | 1853 ± 17 | 100 |
| 29 | Qwen 3.8 Max (0902) | Alibaba | 1852 ± 11 | 160 |
| 30 | Kimi K3 | Moonshot | 1851 ± 3 | 1284 |
| 31 | GPT-5.5 | OpenAI | 1850 ± 2 | 2986 |
| 32 | GPT-5.4 Pro | OpenAI | 1848 ± 13 | 80 |
| 33 | MiniMax-M3.1-Flash | MiniMax | 1848 ± 24 | 75 |
| 34 | Doubao-Seed-2.1-Pro-260628 | ByteDance | 1847 ± 36 | 32 |
| 35 | Qwen 3.8 Max | Alibaba | 1847 ± 5 | 623 |
| 36 | DeepSeek V4.1 Flash | DeepSeek | 1841 ± 5 | 743 |
| 37 | Claude Opus 4.8 | Anthropic | 1839 ± 3 | 1910 |
| 38 | Hy4 preview | Tencent | 1838 ± 9 | 249 |
| 39 | GLM-5.3 | Zhipu | 1836 ± 5 | 774 |
| 40 | Claude Haiku 5.5 | Anthropic | 1836 ± 8 | 394 |
| 41 | GPT-5.6 Terra | OpenAI | 1835 ± 4 | 1083 |
| 42 | MiMo-V2.6-Pro | Xiaomi | 1834 ± 9 | 284 |
| 43 | Ember-1 | Fireworks AI | 1833 ± 25 | 26 |
| 44 | Step 5 Preview | StepFun | 1828 ± 12 | 191 |
| 45 | GPT-5.3 Instant | OpenAI | 1827 ± 31 | 29 |
| 46 | GPT-5 Pro (2025-10-06) | OpenAI | 1827 ± 22 | 20 |
| 47 | GPT-5.6 Pro Luna | OpenAI | 1825 ± 26 | 15 |
| 48 | Grok 4.5 | xAI | 1824 ± 5 | 704 |
| 49 | Claude Opus 4.7 | Anthropic | 1824 ± 3 | 2129 |
| 50 | Qwen 3.8 Flash | Alibaba | 1824 ± 9 | 162 |
| 51 | Gemini 3.6 Flash | 1823 ± 5 | 777 | |
| 52 | Muse Spark 1.1 | Meta | 1821 ± 8 | 307 |
| 53 | DeepSeek V4 Pro (0813) | DeepSeek | 1819 ± 7 | 451 |
| 54 | Muse Spark Open | Meta | 1819 ± 14 | 233 |
| 55 | Qwen3.8 2.4T A95B | Alibaba | 1817 ± 11 | 259 |
| 56 | GPT-6 Luna | OpenAI | 1814 ± 6 | 634 |
| 57 | Claude Sonnet 5 | Anthropic | 1812 ± 4 | 1017 |
| 58 | Gemini 3.1 Pro (Preview) | 1810 ± 2 | 4642 | |
| 59 | GPT-5.4 (2026-03-05) | OpenAI | 1809 ± 8 | 462 |
| 60 | Gemini 3.5 Flash | 1809 ± 3 | 1328 | |
| 61 | GPT-5.2 Pro | OpenAI | 1807 ± 11 | 152 |
| 62 | Muse Spark 1.2 | Meta | 1807 ± 7 | 410 |
| 63 | Claude Opus 4.6 | Anthropic | 1806 ± 2 | 2841 |
| 64 | Muse Spark | Meta | 1802 ± 15 | 147 |
| 65 | GLM-5.3 Flash | Zhipu | 1800 ± 5 | 759 |
| 66 | Gemini 3 Pro (Preview) | 1799 ± 4 | 1926 | |
| 67 | Seed 2.1 Pro | ByteDance | 1799 ± 9 | 196 |
| 68 | GPT-5.6 Luna | OpenAI | 1797 ± 4 | 1225 |
| 69 | GPT-5.3 Codex | OpenAI | 1797 ± 5 | 393 |
| 70 | MiMo-V2.6-Flash | Xiaomi | 1797 ± 11 | 235 |
| 71 | Ling 3.1 Flash | InclusionAI | 1796 ± 23 | 75 |
| 72 | Qwen3.8-Flash-Next | Alibaba | 1794 ± 11 | 451 |
| 73 | GLM-5.2 | Zhipu | 1789 ± 3 | 1253 |
| 74 | Claude Opus 4.5 (20251101) | Anthropic | 1787 ± 9 | 239 |
| 75 | Qwen 3.7 Max | Alibaba | 1786 ± 4 | 726 |
| 76 | DeepSeek-V4-Flash-Vision-Exp | DeepSeek | 1785 ± 15 | 169 |
| 77 | Doubao-Seed-2.0-Pro-260215 | ByteDance | 1784 ± 11 | 122 |
| 78 | DeepSeek V4 Flash (0731) | DeepSeek | 1784 ± 7 | 442 |
| 79 | GPT-5.4 | OpenAI | 1783 ± 2 | 3594 |
| 80 | Gemini 3 Pro | 1782 ± 3 | 1639 | |
| 81 | GPT-5 Pro | OpenAI | 1781 ± 13 | 78 |
| 82 | Gemini 3 Flash (Preview) | 1779 ± 3 | 1757 | |
| 83 | Claude Opus 4.5 | Anthropic | 1779 ± 3 | 1369 |
| 84 | Qwen 3.5 Omni Plus | Alibaba | 1774 ± 9 | 245 |
| 85 | Qwen 3.6 Max Preview | Alibaba | 1773 ± 8 | 375 |
| 86 | Seed 2.1 Turbo | ByteDance | 1773 ± 14 | 81 |
| 87 | Apodex 1.1 | Apodex | 1772 ± 28 | 66 |
| 88 | Doubao Seed 2.0 Lite | ByteDance | 1772 ± 21 | 18 |
| 89 | Kimi K2.7 Code | Moonshot | 1772 ± 7 | 344 |
| 90 | Claude Sonnet 4.6 | Anthropic | 1769 ± 2 | 3725 |
| 91 | Beam 1.0 | Reflection | 1768 ± 22 | 94 |
| 92 | Qwen 3.7 Plus | Alibaba | 1768 ± 5 | 580 |
| 93 | Hy3 | Tencent | 1768 ± 7 | 402 |
| 94 | Mistral Large 4 | Mistral | 1768 ± 10 | 235 |
| 95 | GPT-5.2 Codex | OpenAI | 1767 ± 9 | 189 |
| 96 | Qwen 3.6 Max | Alibaba | 1766 ± 14 | 54 |
| 97 | GLM-5.1 | Zhipu | 1763 ± 3 | 1261 |
| 98 | GPT-5 | OpenAI | 1763 ± 2 | 4536 |
| 99 | Gemini 3 Flash | 1763 ± 2 | 2161 | |
| 100 | GPT-5.1 Codex Max | OpenAI | 1763 ± 15 | 64 |
Interactive version: theaggregate.ai/models · How It Works · Data refreshed daily, snapshot 2026-10-20.