ANÁLISIS DE MODELOS
ModelRank
Compara modelos dentro de una tarea y una fuente. Las preferencias, las pruebas de capacidad y el uso miden aspectos distintos; sus puntuaciones no se combinan.
Metodología y notas sobre los datos
Preferencias humanas a ciegas sobre aplicaciones web. Mide preferencias, no la tasa de pruebas superadas ni la corrección general del código.
La fuente contiene resultados contradictorios para un mismo modelo. Se excluyen esas entradas y se conservan los demás puestos oficiales.
Métrica: Puntuación Arena; más alta es mejor
Otra prueba de programación: clasificación oficial SWE-bench
Fuente de la clasificación
| Puesto | Modelo | Organización | Arena rating ↑ | 95% CI | Acceso | Evidencia |
|---|---|---|---|---|---|---|
| 1 | Claude Opus 5.5 (Max) Arena rating ↑ | anthropic | 1,809.8 | 1797.0–1822.7 | Proprietary | 3473 votos Fuente |
| 2 | GPT-6 Astra (Max) Arena rating ↑ | openai | 1,773.4 | 1763.8–1782.9 | Proprietary | 7210 votos Fuente |
| 3 | Claude Sonnet 5.5 (xHigh) Arena rating ↑ | anthropic | 1,769.7 | 1758.5–1781.0 | Proprietary | 4469 votos Fuente |
| 4 | Gemini 4 Carbon (High) Arena rating ↑ | 1,768.2 | 1753.2–1783.2 | Proprietary | 2230 votos Fuente | |
| 5 | GPT-6.1 Sol (Max) Arena rating ↑ | openai | 1,750.6 | 1739.1–1762.0 | Proprietary | 4092 votos Fuente |
| 6 | Claude Fable 5.1 (Max) Arena rating ↑ | anthropic | 1,745.9 | 1737.3–1754.4 | Proprietary | 8614 votos Fuente |
| 7 | Muse Wonder Full (Max) Arena rating ↑ | meta | 1,725.3 | 1711.5–1739.2 | Proprietary | 2248 votos Fuente |
| 8 | Claude Sonnet 5.5 (High) Arena rating ↑ | anthropic | 1,710.6 | 1701.4–1719.8 | Proprietary | 6371 votos Fuente |
| 9 | Kimi K3.1 Pro (Max) Arena rating ↑ | moonshot | 1,694.6 | 1681.6–1707.5 | Proprietary | 2671 votos Fuente |
| 10 | Claude Opus 5 (Max) Arena rating ↑ | anthropic | 1,690.5 | 1684.4–1696.6 | Proprietary | 19.641 votos Fuente |
| 11 | Gemini 4 Argon (High) Arena rating ↑ | 1,679.2 | 1667.8–1690.6 | Proprietary | 3437 votos Fuente | |
| 12 | GPT-6 Sol (Max) Arena rating ↑ | openai | 1,678.2 | 1668.8–1687.6 | Proprietary | 5714 votos Fuente |
| 13 | Qwen3.8-Max (0902) Arena rating ↑ | alibaba | 1,675.9 | 1669.3–1682.6 | Proprietary | 17.936 votos Fuente |
| 14 | GPT-6.1 Terra (Max) Arena rating ↑ | openai | 1,672.7 | 1657.3–1688.0 | Proprietary | 1821 votos Fuente |
| 15 | Qwen3.8-Max Arena rating ↑ | alibaba | 1,671.9 | 1659.8–1684.0 | Proprietary | 3406 votos Fuente |
| 16 | DeepSeek-V4.1-Flash-20261017 (Max) Arena rating ↑ | deepseek | 1,665.0 | 1657.0–1673.1 | MIT | 7842 votos Fuente |
| 17 | Claude Opus 5 (High) Arena rating ↑ | anthropic | 1,658.2 | 1652.9–1663.5 | Proprietary | 26.887 votos Fuente |
| 18 | Kimi K3 (Max) Arena rating ↑ | moonshot | 1,656.4 | 1650.6–1662.2 | Kimi K3 license | 21.281 votos Fuente |
| 19 | Muse Spark 1.3 (Max) Arena rating ↑ | meta | 1,656.2 | 1648.8–1663.7 | Proprietary | 10.796 votos Fuente |
| 20 | Muse Wonder (Max) Arena rating ↑ | meta | 1,652.1 | 1641.0–1663.2 | Proprietary | 3724 votos Fuente |
| 21 | Grok 4.7 (xHigh) Arena rating ↑ | xai | 1,637.5 | 1628.7–1646.2 | Proprietary | 6572 votos Fuente |
| 22 | MiMo-V2.6-Flash Arena rating ↑ | xiaomi | 1,637.2 | 1628.7–1645.6 | MIT | 7068 votos Fuente |
| 23 | Hy4 preview Arena rating ↑ | tencent | 1,631.1 | 1621.5–1640.8 | Apache 2.0 | 4765 votos Fuente |
| 24 | Qwen3.8-Flash-Next Arena rating ↑ | alibaba | 1,628.3 | 1620.7–1635.9 | qwen-community-1.0 | 9703 votos Fuente |
| 25 | MiMo-V2.6-Pro Arena rating ↑ | xiaomi | 1,625.4 | 1617.0–1633.8 | MIT | 6820 votos Fuente |
| 26 | Claude Fable 5 (High) Arena rating ↑ | anthropic | 1,624.1 | 1618.1–1630.1 | Proprietary | 16.951 votos Fuente |
| 27 | GLM-5.3 (Max) Arena rating ↑ | zai | 1,622.8 | 1615.6–1630.1 | MIT | 11.150 votos Fuente |
| 28 | Muse Spark 1.3 (xHigh) Arena rating ↑ | meta | 1,620.1 | 1612.7–1627.5 | Proprietary | 10.243 votos Fuente |
| 29 | DeepSeek-V4.1-Flash-20260910 (Max) Arena rating ↑ | deepseek | 1,619.2 | 1608.2–1630.1 | MIT | 3510 votos Fuente |
| 30 | Grok 4.6 (High) Arena rating ↑ | xai | 1,616.4 | 1609.4–1623.4 | Proprietary | 11.966 votos Fuente |
| 31 | GPT-5.6 Sol (xHigh, Codex Harness) Arena rating ↑ | openai | 1,615.8 | 1610.0–1621.5 | Proprietary | 18.884 votos Fuente |
| 32 | GLM-5.3-Flash Arena rating ↑ | zai | 1,606.6 | 1600.3–1613.0 | MIT | 21.587 votos Fuente |
| 33 | GLM-5.2 (Max) Arena rating ↑ | zai | 1,605.6 | 1599.7–1611.5 | MIT | 17.817 votos Fuente |
| 34 | Qwen3.8-27B Arena rating ↑ | alibaba | 1,589.8 | 1583.5–1596.0 | Apache 2.0 | 18.752 votos Fuente |
| 35 | Gemini 3.7 Flash (High) Arena rating ↑ | 1,589.7 | 1583.2–1596.2 | Proprietary | 14.473 votos Fuente | |
| 36 | Claude Haiku 5.5 (High) Arena rating ↑ | anthropic | 1,588.8 | 1579.2–1598.5 | Proprietary | 4758 votos Fuente |
| 37 | Gemini 3.8 Flash (High) Arena rating ↑ | 1,583.3 | 1576.3–1590.3 | Proprietary | 12.342 votos Fuente | |
| 38 | MiniMax-M3.1-Flash Arena rating ↑ | minimax | 1,582.5 | 1570.9–1594.0 | MiniMax Community License | 3062 votos Fuente |
| 39 | DeepSeek-V4-Pro (High, 20260813) Arena rating ↑ | deepseek | 1,581.9 | 1572.4–1591.3 | MIT | 4676 votos Fuente |
| 40 | DeepSeek-V4-Flash (High) Arena rating ↑ | deepseek | 1,581.8 | 1572.5–1591.1 | MIT | 4927 votos Fuente |
| 41 | GPT-6 Luna (Max) Arena rating ↑ | openai | 1,579.4 | 1573.6–1585.2 | Proprietary | 27.808 votos Fuente |
| 42 | Step 5 Preview (High) Arena rating ↑ | stepfun | 1,571.0 | 1562.1–1580.0 | Proprietary | 5966 votos Fuente |
| 43 | Claude Opus 4.7 (High) Arena rating ↑ | anthropic | 1,557.5 | 1551.8–1563.3 | Proprietary | 17.859 votos Fuente |
| 44 | Claude Opus 4.8 (High) Arena rating ↑ | anthropic | 1,555.8 | 1550.1–1561.6 | Proprietary | 18.408 votos Fuente |
| 45 | Claude Opus 4.7 Arena rating ↑ | anthropic | 1,555.4 | 1549.8–1561.1 | Proprietary | 18.167 votos Fuente |
| 46 | Grok 4.5 Arena rating ↑ | xai | 1,553.0 | 1546.4–1559.7 | Proprietary | 11.018 votos Fuente |
| 47 | Claude Opus 4.6 (High) Arena rating ↑ | anthropic | 1,546.2 | 1540.8–1551.7 | Proprietary | 19.316 votos Fuente |
| 48 | Mistral Large 4 Arena rating ↑ | mistral | 1,544.3 | 1533.8–1554.9 | Proprietary | 4068 votos Fuente |
| 49 | Muse Spark 1.1 Arena rating ↑ | meta | 1,542.5 | 1534.9–1550.1 | Proprietary | 7935 votos Fuente |
| 50 | Claude Sonnet 5 (High) Arena rating ↑ | anthropic | 1,540.1 | 1534.3–1545.9 | Proprietary | 16.832 votos Fuente |