1 gpt-6-astra Closed OpenAI · GPT 6 · best of 6 rows 96.3% Independent reasoning_effort xhigh leader obs. 11 Sept 2026 artificialanalysis.ai T2 History 2 Gemini 3.8 Flash Closed Google · Gemini 3.8 · best of 3 rows 95.3% Independent group defaults Partially comparable -1.01 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 3 Grok 4.6 Closed xAI · Grok · best of 4 rows 95.0% Independent group defaults Partially comparable -1.31 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 4 Gemini 3.7 Flash Closed Google · Gemini 3.7 · best of 3 rows 94.5% Independent group defaults Partially comparable -1.71 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 5 Gemini 3.1 Pro Preview Closed Google · Gemini 3.1 94.1% Independent group defaults Partially comparable -2.12 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 5 Muse Spark 1.3 Closed Meta AI · best of 2 rows 94.1% Independent reasoning_effort xhigh Comparable -2.12 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 5 gpt-5.6-sol Closed OpenAI · GPT 5.6 · best of 6 rows 94.1% Independent group defaults Partially comparable -2.12 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 8 Claude Fable 5.1 Closed Anthropic · Claude · best of 5 rows 93.7% Independent group defaults Partially comparable -2.52 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 8 Claude Opus 5 Closed Anthropic · Claude · best of 5 rows 93.7% Independent reasoning_effort high Partially comparable -2.52 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 10 Kimi K3 Open weights Moonshot AI · Kimi · best of 2 rows 93.5% Independent group defaults Partially comparable -2.72 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 10 Qwen3.8 2.4T A95B Open weights Qwen · Qwen3.8 93.5% Independent group defaults Partially comparable -2.72 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 10 gpt-5.5 Closed OpenAI · GPT 5.5 · best of 5 rows 93.5% Independent group defaults Partially comparable -2.72 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 13 Grok 4.5 Closed xAI · Grok 93.1% Independent group defaults Partially comparable -3.13 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 14 MiniMax-M3 Open weights MiniMax · MiniMax 92.9% Independent group defaults Partially comparable -3.33 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 15 Gemini 3.6 Flash Closed Google · Gemini 3.6 92.8% Independent group defaults Partially comparable -3.43 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 15 deepseek-v4-pro Closed DeepSeek · V4 92.8% Independent group defaults Partially comparable -3.43 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 17 Qwen 3.8 Max Closed Qwen · Qwen3.8 92.7% Independent group defaults Partially comparable -3.53 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 18 Claude Fable 5 Closed Anthropic · Claude 92.6% Independent group defaults Partially comparable -3.63 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 19 gpt-5.6-terra Closed OpenAI · GPT 5.6 · best of 6 rows 92.5% Independent group defaults Partially comparable -3.73 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 20 agnes-3-0-flash Closed Sapiens AI 92.4% Independent group defaults Partially comparable -3.84 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 21 Qwen3.7 Max Closed Qwen · Qwen3.7 92.3% Independent group defaults Partially comparable -3.94 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 21 Qwen3.8 Flash Open weights Qwen · Qwen3.8 92.3% Independent group defaults Partially comparable -3.94 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 23 Gemini 3.5 Flash Closed Google · Gemini 3.5 · best of 3 rows 92.2% Independent group defaults Partially comparable -4.04 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 24 Claude Opus 4.8 Closed Anthropic · Claude 92.0% Independent group defaults Partially comparable -4.24 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 24 gpt-5.4 Closed OpenAI · GPT 5.4 · best of 3 rows 92.0% Independent group defaults Partially comparable -4.24 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 26 GLM 5.3 Open weights Z.ai (Zhipu AI) · GLM5.3 91.7% Independent group defaults Partially comparable -4.54 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 27 gpt-5.3-codex Closed OpenAI · GPT 5.3 91.5% Independent group defaults Partially comparable -4.74 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 28 Claude Opus 4.7 Closed Anthropic · Claude · best of 2 rows 91.4% Independent group defaults Partially comparable -4.85 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 29 deepseek-v4-flash-vision Closed DeepSeek · DeepSeek 91.3% Independent group defaults Partially comparable -4.95 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 30 GLM 5.3 Flash Open weights Z.ai (Zhipu AI) · GLM5.3 91.2% Independent group defaults Partially comparable -5.05 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 31 Claude Sonnet 5 Closed Anthropic · Claude · best of 2 rows 91.1% Independent group defaults Partially comparable -5.15 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 31 Grok 4.20 Closed xAI · Grok 91.1% Independent group defaults Partially comparable -5.15 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 31 Kimi K2.6 Open weights Moonshot AI · Kimi · best of 2 rows 91.1% Independent group defaults Partially comparable -5.15 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 31 gpt-5.6-luna Closed OpenAI · GPT 5.6 · best of 6 rows 91.1% Independent group defaults Partially comparable -5.15 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 35 deepseek-v4-flash Open weights DeepSeek · DeepSeek 90.8% Independent group defaults Partially comparable -5.45 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 35 gemini-3-pro Closed Google · Gemini 3 · best of 2 rows 90.8% Independent group defaults Partially comparable -5.45 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 37 Qwen3.8 27B Open weights Qwen · Qwen3.8 · best of 4 rows 90.5% Independent group defaults Partially comparable -5.75 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 37 agnes-2-5-pro-beta Closed Sapiens AI 90.5% Independent group defaults Partially comparable -5.75 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 37 deepseek-v4-pro-0424-high Open weights DeepSeek · DeepSeek 90.5% Independent group defaults Partially comparable -5.75 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 40 Muse Spark 1.2 Closed Meta AI 90.4% Independent group defaults Partially comparable -5.86 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 41 gpt-5.2 Closed OpenAI · GPT 5.2 · best of 3 rows 90.3% Independent group defaults Partially comparable -5.96 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 42 Grok 4.3 Closed xAI · Grok · best of 4 rows 90.1% Independent group defaults Partially comparable -6.16 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 43 Qwen 3.7 Plus Closed Qwen · Qwen3.7 90% Independent group defaults Partially comparable -6.26 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 44 GPT-5.2-Codex Closed OpenAI · GPT 5.2 89.9% Independent group defaults Partially comparable -6.36 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 45 Gemini 3 Flash Preview Closed Google · Gemini 3 89.8% Independent group defaults Partially comparable -6.46 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 45 Muse Spark 1.1 Closed Meta AI 89.8% Independent group defaults Partially comparable -6.46 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 47 Hy3 Open weights Tencent · best of 2 rows 89.7% Independent group defaults Partially comparable -6.56 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 48 Claude Opus 4.6 Closed Anthropic · Claude · best of 2 rows 89.6% Independent reasoning adaptive Partially comparable -6.66 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 48 Kimi K2.7 Code Open weights Moonshot AI · Kimi 89.6% Independent group defaults Partially comparable -6.66 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 50 Inkling Small Open weights Thinking Machines 89.5% Independent group defaults Partially comparable -6.77 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 50 Z.ai GLM 5.2 Open weights Z.ai (Zhipu AI) · GLM5.2 · best of 2 rows 89.5% Independent group defaults Partially comparable -6.77 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 50 grok-build-0-1-06-16 Closed SpaceXAI · Grok 89.5% Independent group defaults Partially comparable -6.77 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 53 deepseek-v4-flash-0420 Open weights DeepSeek · DeepSeek 89.4% Independent group defaults Partially comparable -6.87 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 54 Qwen3.5 397B A17B Open weights Qwen · Qwen3.5 · best of 2 rows 89.3% Independent group defaults Partially comparable -6.97 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 55 nex-n2-pro Open weights Nex AGI 89.2% Independent group defaults Partially comparable -7.07 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 56 Solar Pro 4 Closed Upstage · Solar 89.1% Independent group defaults Partially comparable -7.17 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 57 Qwen3.6 Max Preview Closed Qwen · Qwen3.6 88.8% Independent group defaults Partially comparable -7.47 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 57 deepseek-v4-pro-0424 Open weights DeepSeek · DeepSeek 88.8% Independent group defaults Partially comparable -7.47 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 59 grok-4-20-0309 Closed SpaceXAI · Grok 4.20 · best of 2 rows 88.5% Independent group defaults Partially comparable -7.78 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 60 muse-spark Closed Meta AI 88.4% Independent group defaults Partially comparable -7.88 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 61 Qwen3.6 Plus Closed Qwen · Qwen3.6 88.2% Independent group defaults Partially comparable -8.08 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 62 Kimi K2.5 Open weights Moonshot AI · Kimi · best of 2 rows 87.9% Independent group defaults Partially comparable -8.38 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 63 grok-4 Closed SpaceXAI · Grok 4 87.7% Independent group defaults Partially comparable -8.58 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 64 agnes-2-5-pro-alpha Open weights Sapiens AI 87.6% Independent group defaults Partially comparable -8.68 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 65 Claude Sonnet 4.6 Closed Anthropic · Claude · best of 3 rows 87.5% Independent reasoning adaptive Partially comparable -8.79 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 65 gpt-5.4-mini Closed OpenAI · GPT 5.4 · best of 3 rows 87.5% Independent group defaults Partially comparable -8.79 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 67 MiniMax M2.7 Open weights MiniMax · MiniMax 87.4% Independent group defaults Partially comparable -8.89 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 68 gpt-5.1 Closed OpenAI · GPT 5.1 · best of 2 rows 87.3% Independent group defaults Partially comparable -8.99 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 68 k2-horizon-375b-a23b Open weights MBZUAI Institute of Foundation Models 87.3% Independent group defaults Partially comparable -8.99 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 70 Inkling Open weights Thinking Machines 87.2% Independent group defaults Partially comparable -9.09 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 71 deepseek-v3-2-speciale Open weights DeepSeek · DeepSeek 87.1% Independent group defaults Partially comparable -9.19 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 72 mimo-v2-pro Closed Xiaomi 87.0% Independent group defaults Partially comparable -9.29 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 73 motif-0714 Closed Motif Technologies 86.9% Independent group defaults Partially comparable -9.39 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 74 GLM 5.1 Open weights Z.ai (Zhipu AI) · GLM5.1 · best of 2 rows 86.8% Independent group defaults Partially comparable -9.49 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 75 Hy3 preview Open weights Tencent 86.7% Independent group defaults Partially comparable -9.59 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 75 Nemotron 3 Ultra Open weights NVIDIA · Nemotron 3 86.7% Independent group defaults Partially comparable -9.59 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 75 deepseek-v4-flash-0420-high Open weights DeepSeek · DeepSeek 86.7% Independent group defaults Partially comparable -9.59 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 78 Claude Opus 4.5 Closed Anthropic · Claude · best of 2 rows 86.6% Independent reasoning on Partially comparable -9.69 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 78 MiMo-V2.5-Pro Open weights Xiaomi · best of 2 rows 86.6% Independent group defaults Partially comparable -9.69 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 80 apodex-1-1 Closed Apodex 86.4% Independent group defaults Partially comparable -9.90 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 81 Ling 3.0 Flash VL Open weights inclusionAI 86.2% Independent group defaults Partially comparable -10.1 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 82 Qwen3 Max Closed Qwen · Qwen3 · best of 2 rows 86.1% Independent reasoning on Partially comparable -10.2 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 83 GPT-5.1-Codex Closed OpenAI · GPT 5.1 86.0% Independent group defaults Partially comparable -10.3 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 84 GLM 4.7 Open weights Z.ai (Zhipu AI) · GLM4.7 · best of 2 rows 85.9% Independent group defaults Partially comparable -10.4 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 85 Qwen3.5-27B Open weights Qwen · Qwen3.5 · best of 2 rows 85.8% Independent group defaults Partially comparable -10.5 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 86 Gemma 4 31B Open weights Google · Gemma 4 · best of 2 rows 85.7% Independent group defaults Partially comparable -10.6 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 86 Qwen3.5-122B-A10B Open weights Qwen · Qwen3.5 · best of 2 rows 85.7% Independent group defaults Partially comparable -10.6 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 86 a-x-k2 Open weights SK Telecom 85.7% Independent group defaults Partially comparable -10.6 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 86 ring-2-6-1t Open weights inclusionAI 85.7% Independent group defaults Partially comparable -10.6 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 86 solar-open2-250b Open weights Upstage · Solar 85.7% Independent group defaults Partially comparable -10.6 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 91 KAT-Coder-Pro V2 Closed Kwaipilot 85.5% Independent group defaults Partially comparable -10.8 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 91 Ling 3.0 Flash Open weights inclusionAI 85.5% Independent group defaults Partially comparable -10.8 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 91 mimo-v2-omni-0327 Closed Xiaomi 85.5% Independent group defaults Partially comparable -10.8 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 94 gpt-5 Closed OpenAI · GPT 5 · best of 4 rows 85.3% Independent group defaults Partially comparable -10.9 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 95 grok-4-1-fast Closed SpaceXAI · Grok 4.1 · best of 2 rows 85.3% Independent reasoning on Partially comparable -11.0 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 96 MiMo-V2.5 Open weights Xiaomi 85.0% Independent group defaults Partially comparable -11.3 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 96 nanbeige4-1-3b Open weights Nanbeige 85.0% Independent group defaults Partially comparable -11.3 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 98 MiniMax M2.5 Open weights MiniMax · MiniMax 84.8% Independent group defaults Partially comparable -11.4 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 99 GLM 5 Turbo Closed Z.ai (Zhipu AI) · GLM5 84.8% Independent group defaults Partially comparable -11.5 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History 99 grok-4-fast Closed SpaceXAI · Grok 4 · best of 2 rows 84.8% Independent reasoning on Partially comparable -11.5 pt obs. 11 Sept 2026 artificialanalysis.ai T2 History