Category ranking
Best Reasoning LLMs in October 2026
As of October 2026, GPT-6 Astra leads the Noometry reasoning ranking with a score of 85.1, ahead of GPT-6.1 Sol at 81.9.
Last verified
Novel problem solving that cannot be answered from memory: abstraction puzzles, trick questions and multi-step logic.
- GPT-6 Astra 85.1
- GPT-6.1 Sol 81.9
- Claude Opus 5.5 80.2
- Claude Opus 5 77.2
- Gemini 3.8 Flash 76.9
- Claude Fable 5 76.8
- Claude Fable 5.1 76.7
- GPT-5.6 Sol 74.8
- GPT-6 Sol 74.0
- GPT-5.5 Pro 73.3
Full ranking
349 models
| 1 | OpenAI GPT-6 Astra | OpenAI | Proprietary | 1.05M | 85.1 | $10 | $50 | — |
| 2 | OpenAI GPT-6.1 Sol | OpenAI | Proprietary | 1.05M | 81.9 | $2 | $10 | — |
| 3 | Anthropic Claude Opus 5.5 | Anthropic | Proprietary | 1M | 80.2 | $4 | $20 | — |
| 4 | Anthropic Claude Opus 5 | Anthropic | Proprietary | 1M | 77.2 | $5 | $25 | — |
| 5 |  Google Gemini 3.8 Flash | Proprietary | 1.05M | 76.9 | $0.75 | $3.75 | — | |
| 6 | Anthropic Claude Fable 5 | Anthropic | Proprietary | 1M | 76.8 | $10 | $50 | 25 |
| 7 | Anthropic Claude Fable 5.1 | Anthropic | Proprietary | 1M | 76.7 | $10 | $50 | — |
| 8 | OpenAI GPT-5.6 Sol | OpenAI | Proprietary | 1.05M | 74.8 | $4 | $20 | 10 |
| 9 | OpenAI GPT-6 Sol | OpenAI | Proprietary | 1.05M | 74.0 | $2 | $10 | — |
| 10 | OpenAI GPT-5.5 Pro | OpenAI | Proprietary | 1.05M | 73.3 | $30 | $180 | — |
| 11 | OpenAI GPT-5.5 | OpenAI | Proprietary | 1.05M | 72.8 | $5 | $30 | 25 |
| 12 | Google Gemini 3.1 Pro Preview | Proprietary | 1.05M | 71.7 | $2 | $12 | — | |
| 13 | OpenAI GPT-5.4 Pro | OpenAI | Proprietary | 1.05M | 70.7 | $30 | $180 | — |
| 14 | Google Gemini 3.7 Flash | Proprietary | 1.05M | 70.0 | $0.75 | $3.75 | — | |
| 15 | Anthropic Claude Opus 4.8 | Anthropic | Proprietary | 1M | 64.7 | $5 | $25 | 34 |
| 16 | Moonshot AI Kimi K3 | Moonshot AI | Open | 1.05M | 63.0 | $3 | $15 | — |
| 17 | Google Gemini 3.5 Flash | Proprietary | 1.05M | 62.8 | $1.50 | $9 | — | |
| 18 | OpenAI GPT-5.4 | OpenAI | Proprietary | 1.05M | 61.8 | $2.50 | $15 | 12 |
| 19 | xAI Grok 4.6 | xAI | Proprietary | 500K | 61.4 | $2 | $6 | — |
| 20 | OpenAI GPT-5.6 Terra | OpenAI | Proprietary | 1.05M | 60.7 | $2 | $12 | 11 |
| 21 | Google Gemini 3.6 Flash | Proprietary | 1.05M | 58.8 | $0.75 | $3.75 | — | |
| 22 | Anthropic Claude Opus 4.6 | Anthropic | Proprietary | 1M | 57.8 | $5 | $25 | 19 |
| 23 |  DeepSeek DeepSeek V4 Pro | DeepSeek | Open | 1M | 56.5 | $0.66 | $1.98 | 16 |
| 24 | xAI Grok 4.5 | xAI | Proprietary | 500K | 56.1 | $2 | $6 | 4 |
| 25 |  Alibaba (Qwen) Qwen3.8 Max | Alibaba (Qwen) | Proprietary | 1M | 54.4 | $2 | $6 | — |
| 26 |  Meta Muse Spark 1.3 | Meta | Proprietary | 1.05M | 54.0 | $1.25 | $4.25 | — |
| 27 | Anthropic Claude Sonnet 5.5 | Anthropic | Proprietary | 1M | 54.0 | $2 | $10 | — |
| 28 | Anthropic Claude Opus 4.7 | Anthropic | Proprietary | 1M | 53.8 | $5 | $25 | 33 |
| 29 | DeepSeek DeepSeek V4 Flash | DeepSeek | Open | 1M | 53.7 | $0.15 | $0.60 | 6 |
| 30 | Google Gemini 3 Pro | Proprietary | — | 52.5 | — | — | 1 | |
| 31 | xAI Grok 4.20 (Non-Reasoning) | xAI | Proprietary | 1M | 52.3 | $1.25 | $2.50 | 61 |
| 32 | OpenAI GPT-5.2 Pro | OpenAI | Proprietary | 400K | 51.5 | $21 | $168 | — |
| 33 | Meta Muse Spark 1.2 | Meta | Proprietary | 1.05M | 51.3 | $1.25 | $4.25 | — |
| 34 | OpenAI GPT-5.2 | OpenAI | Proprietary | 400K | 50.2 | $1.75 | $14 | 15 |
| 35 | DeepSeek DeepSeek V4.1 Flash | DeepSeek | Open | 1M | 50.2 | $0.15 | $0.60 | — |
| 36 | Google Gemini 3 Flash Preview | Proprietary | 1.05M | 49.2 | $0.50 | $3 | — | |
| 37 | Alibaba (Qwen) Qwen3.7 Max | Alibaba (Qwen) | Proprietary | 1M | 49.2 | $2.50 | $7.50 | — |
| 38 | Anthropic Claude Sonnet 5 | Anthropic | Proprietary | 1M | 49.1 | $2 | $10 | — |
| 39 | xAI Grok 4.7 | xAI | Proprietary | 500K | 49.1 | $2 | $6 | — |
| 40 | OpenAI GPT-6 Luna | OpenAI | Proprietary | 1.05M | 48.2 | $0.10 | $0.50 | — |
| 41 | Z.ai (Zhipu) GLM-5.3-Flash | Z.ai (Zhipu) | Open | 1M | 48.0 | $0.15 | $0.50 | — |
| 42 | OpenAI GPT-5.6 Luna | OpenAI | Proprietary | 1.05M | 47.6 | $0.20 | $1.20 | 12 |
| 43 | Meta Muse Spark 1.1 | Meta | Proprietary | 1.05M | 47.1 | $1.25 | $4.25 | — |
| 44 | Anthropic Claude Sonnet 4.6 | Anthropic | Proprietary | 1M | 46.1 | $3 | $15 | — |
| 45 | Z.ai (Zhipu) GLM-5.3 | Z.ai (Zhipu) | Open | 1M | 46.1 | $1.40 | $4.40 | — |
| 46 | Google Gemini 4 Argon | Proprietary | — | 44.2 | — | — | — | |
| 47 | xAI Grok 4.20 Multi-Agent | xAI | Proprietary | 1M | 43.9 | $1.25 | $2.50 | — |
| 48 | xAI Grok 4.1 Fast | xAI | Proprietary | 128K | 43.4 | $0.20 | $0.50 | — |
| 49 | Xiaomi MiMo-V2.6-Pro | Xiaomi | Open | 1.05M | 43.1 | $0.43 | $0.87 | — |
| 50 | Anthropic Claude Opus 4.5 | Anthropic | Proprietary | 200K | 42.6 | $5 | $25 | 13 |
| 51 | Z.ai (Zhipu) GLM-5.2 | Z.ai (Zhipu) | Open | 1M | 42.3 | $1.40 | $4.40 | 23 |
| 52 | Alibaba (Qwen) Qwen3.6 Max Preview | Alibaba (Qwen) | Proprietary | 262K | 41.7 | $1.30 | $7.80 | — |
| 53 | Alibaba (Qwen) Qwen3.8 27B | Alibaba (Qwen) | Open | 262K | 41.0 | $0.99 | $1.49 | — |
| 54 | Moonshot AI Kimi K2.6 | Moonshot AI | Open | 262K | 40.5 | $0.95 | $4 | — |
| 55 | Thinking Machines Lab Inkling | Thinking Machines Lab | Open | 66K | 40.4 | $1.87 | $4.68 | — |
| 56 |  StepFun Step 5 Preview | StepFun | Proprietary | 1.02M | 40.0 | $1 | $2.70 | — |
| 57 | OpenAI GPT-5.1 | OpenAI | Proprietary | 400K | 39.8 | $1.25 | $10 | — |
| 58 | Alibaba (Qwen) Qwen3.7 Plus | Alibaba (Qwen) | Proprietary | 1M | 39.3 | $0.40 | $1.60 | — |
| 59 | Z.ai (Zhipu) GLM-5.1 | Z.ai (Zhipu) | Open | 200K | 39.1 | $1.40 | $4.40 | — |
| 60 | Moonshot AI Kimi K2.7 Code | Moonshot AI | Open | 262K | 39.0 | $0.95 | $4 | — |
| 61 | OpenAI GPT-5 Pro | OpenAI | Proprietary | 400K | 38.9 | $15 | $120 | 5 |
| 62 | Thinking Machines Lab Inkling-Small | Thinking Machines Lab | Open | 524K | 38.6 | $0.45 | $1.20 | — |
| 63 | OpenAI GPT-5 | OpenAI | Proprietary | 400K | 38.3 | $1.25 | $10 | 2 |
| 64 | xAI Grok 4 | xAI | Proprietary | — | 36.7 | — | — | 1 |
| 65 | Xiaomi MiMo-V2.6-Flash | Xiaomi | Open | 1.05M | 36.5 | $0.14 | $0.28 | — |
| 66 | Meta Muse Spark | Meta | Proprietary | — | 35.9 | — | — | — |
| 67 | xAI Grok 4.3 | xAI | Proprietary | 1M | 35.9 | $1.25 | $2.50 | — |
| 68 | Anthropic Claude Haiku 5.5 | Anthropic | Proprietary | 1M | 35.2 | $0.10 | $0.50 | — |
| 69 | Alibaba (Qwen) Qwen3.5 397B-A17B | Alibaba (Qwen) | Open | 262K | 34.5 | $0.60 | $3.60 | 9 |
| 70 | OpenAI Chatgpt 4o Latest 20250326 | OpenAI | Proprietary | — | 33.8 | — | — | 21 |
| 71 | Alibaba (Qwen) Qwen3.5-Flash | Alibaba (Qwen) | Proprietary | 1M | 33.7 | $0.10 | $0.40 | — |
| 72 | DeepSeek DeepSeek-V3.2-Speciale | DeepSeek | Open | 128K | 32.9 | $0.58 | $1.68 | — |
| 73 | Alibaba (Qwen) Qwen3.5 Plus | Alibaba (Qwen) | Proprietary | 1M | 32.8 | $0.40 | $2.40 | — |
| 74 | Moonshot AI Kimi K2 Thinking Turbo | Moonshot AI | Open | — | 32.5 | — | — | — |
| 75 | Anthropic Claude Opus 4.1 | Anthropic | Proprietary | 200K | 32.2 | $15 | $75 | — |
| 76 | xAI Grok Build 0.1 | xAI | Proprietary | 256K | 32.2 | $1 | $2 | — |
| 77 | OpenAI o3 | OpenAI | Proprietary | 200K | 32.0 | $2 | $8 | 3 |
| 78 |  Tencent Hy4 preview | Tencent | Open | 1.05M | 31.9 | $0.75 | $2.25 | — |
| 79 | Moonshot AI Kimi K2.5 | Moonshot AI | Open | 262K | 31.2 | $0.45 | $2.25 | 66 |
| 80 | Alibaba (Qwen) Qwen3-Next 80B-A3B Instruct | Alibaba (Qwen) | Open | 131K | 31.1 | $0.50 | $2 | 111 |
| 81 |  NVIDIA Nemotron 3 Ultra | NVIDIA | Open | 262K | 31.0 | $0.50 | $2.20 | — |
| 82 | OpenAI GPT-5-Codex | OpenAI | Proprietary | 400K | 30.9 | $1.25 | $10 | 95 |
| 83 | Alibaba (Qwen) Qwen3.5 Max Preview | Alibaba (Qwen) | Proprietary | — | 30.8 | — | — | — |
| 84 | OpenAI GPT-5.4 mini | OpenAI | Proprietary | 400K | 30.4 | $0.75 | $4.50 | 10 |
| 85 | Amazon Amazon Nova Experimental Chat 26 02 10 | Amazon | Proprietary | — | 30.1 | — | — | — |
| 86 |  MiniMax MiniMax-M3 | MiniMax | Open | 1M | 30.1 | $0.30 | $1.20 | — |
| 87 | Xiaomi MiMo-V2-Omni | Xiaomi | Proprietary | 262K | 29.7 | $0.14 | $0.28 | — |
| 88 | Z.ai (Zhipu) GLM-5V-Turbo | Z.ai (Zhipu) | Proprietary | 200K | 29.7 | $1.20 | $4 | — |
| 89 | Moonshot AI Kimi K2.5 Instant | Moonshot AI | Open | — | 29.7 | — | — | — |
| 90 | xAI Grok 4.1 | xAI | Proprietary | — | 29.5 | — | — | — |
| 91 | Alibaba (Qwen) Qwen3-VL 235B-A22B | Alibaba (Qwen) | Open | 131K | 29.3 | $0.70 | $2.80 | — |
| 92 | Alibaba (Qwen) Qwen3.6 Plus | Alibaba (Qwen) | Proprietary | 1M | 29.3 | $0.50 | $3 | — |
| 93 | Amazon Amazon Nova Experimental Chat 12 10 | Amazon | Proprietary | — | 29.3 | — | — | — |
| 94 | Amazon Amazon Nova Experimental Chat 11 10 | Amazon | Proprietary | — | 29.1 | — | — | — |
| 95 | Alibaba (Qwen) Qwen3.6 Flash | Alibaba (Qwen) | Proprietary | 1M | 29.0 | $0.19 | $1.13 | — |
| 96 | Tencent Hunyuan Vision 1.5 | Tencent | Proprietary | — | 28.9 | — | — | — |
| 97 | Amazon Amazon Nova Experimental Chat 26 01 10 | Amazon | Proprietary | — | 28.9 | — | — | — |
| 98 | Google Gemini 2.5 Pro | Proprietary | 1.05M | 28.8 | $1.25 | $10 | 5 | |
| 99 | Xiaomi MiMo-V2.5 | Xiaomi | Open | 1.05M | 28.6 | $0.14 | $0.28 | — |
| 100 | Z.ai (Zhipu) GLM-4.5 | Z.ai (Zhipu) | Open | 131K | 28.6 | $0.60 | $2.20 | 32 |
| 101 | OpenAI GPT-5.3 Chat | OpenAI | Proprietary | 128K | 28.5 | $1.75 | $14 | — |
| 102 | Tencent Hunyuan T1 20250711 | Tencent | Proprietary | — | 28.5 | — | — | — |
| 103 |  Upstage Solar Pro4 | Upstage | Proprietary | 524K | 28.5 | $0.30 | $1.20 | — |
| 104 | StepFun Step 3 | StepFun | Open | — | 28.4 | — | — | 7 |
| 105 | Amazon Amazon Nova Experimental Chat 10 20 | Amazon | Proprietary | — | 28.4 | — | — | — |
| 106 | Alibaba (Qwen) Qwen Plus | Alibaba (Qwen) | Proprietary | 1M | 28.4 | $0.40 | $1.20 | 37 |
| 107 | Alibaba (Qwen) Qwen3.7 Flash | Alibaba (Qwen) | Proprietary | 1M | 28.2 | $0.03 | $0.13 | — |
| 108 | Alibaba (Qwen) Qwen3.6 35B-A3B | Alibaba (Qwen) | Open | 262K | 28.0 | $0.25 | $1.49 | — |
| 109 | DeepSeek DeepSeek-V3.1 | DeepSeek | Open | 164K | 27.9 | $0.25 | $0.95 | 328 |
| 110 | OpenAI o1 | OpenAI | Proprietary | 200K | 27.9 | $15 | $60 | — |
| 111 | IBM Granite 4.2 30b | IBM | Open | — | 27.8 | — | — | — |
| 112 | Tencent Hunyuan Turbos 20250226 | Tencent | Proprietary | — | 27.8 | — | — | — |
| 113 | Google Gemini 3.5 Flash Lite | Proprietary | 1.05M | 27.8 | $0.30 | $2.50 | — | |
| 114 | Z.ai (Zhipu) GLM-4.6V | Z.ai (Zhipu) | Open | 128K | 27.6 | $0.30 | $0.90 | — |
| 115 | Z.ai (Zhipu) GLM-5 | Z.ai (Zhipu) | Open | 205K | 27.6 | $1 | $3.20 | 23 |
| 116 | Alibaba (Qwen) Qwen3.5 27B | Alibaba (Qwen) | Open | 262K | 27.5 | $0.30 | $2.40 | — |
| 117 | Amazon Nova 2 Lite | Amazon | Proprietary | 1M | 27.5 | $0.30 | $2.50 | — |
| 118 | Z.ai (Zhipu) GLM-4.5V | Z.ai (Zhipu) | Open | 64K | 27.4 | $0.60 | $1.80 | 34 |
| 119 | Amazon Amazon Nova Experimental Chat 10 09 | Amazon | Proprietary | — | 27.3 | — | — | — |
| 120 | Anthropic Claude Opus 4 | Anthropic | Proprietary | 200K | 27.3 | $15 | $75 | 29 |
| 121 | Google Gemma 4 31B IT | Open | 262K | 27.2 | $0.09 | $0.34 | 3 | |
| 122 | Alibaba (Qwen) Qwen3.5 122B-A10B | Alibaba (Qwen) | Open | 262K | 27.2 | $0.40 | $3.20 | — |
| 123 | NVIDIA Nemotron 3 Nano 30B A3B | NVIDIA | Open | 262K | 27.1 | $0.05 | $0.20 | — |
| 124 | Anthropic Claude Sonnet 4.5 | Anthropic | Proprietary | 200K | 26.9 | $3 | $15 | 85 |
| 125 | MiniMax MiniMax M1 | MiniMax | Open | 1M | 26.9 | $0.55 | $2.20 | — |
| 126 | NVIDIA Nemotron 3.5 Lightning | NVIDIA | Open | 262K | 26.8 | $0.05 | $0.20 | — |
| 127 | NVIDIA Nvidia Llama 3.3 Nemotron Super 49b v1.5 | NVIDIA | Open | 131K | 26.8 | $0.40 | $0.40 | — |
| 128 | StepFun Step 1o Turbo 202506 | StepFun | Proprietary | — | 26.8 | — | — | — |
| 129 | Xiaomi MiMo-V2.5-Pro | Xiaomi | Open | 1.05M | 26.8 | $0.43 | $0.87 | — |
| 130 | IBM Granite 4.2 8B | IBM | Open | 131K | 26.6 | $0.06 | $0.25 | — |
| 131 |  Allen Institute for AI (Ai2) Olmo 3.1 32b Instruct | Allen Institute for AI (Ai2) | Open | — | 26.4 | — | — | — |
| 132 | DeepSeek DeepSeek-V3.1-Terminus | DeepSeek | Open | 164K | 26.4 | $0.27 | $1 | 30 |
| 133 | NVIDIA Llama 3.1 Nemotron Ultra 253b v1 | NVIDIA | Open | — | 26.3 | — | — | — |
| 134 | NVIDIA Llama 3.3 Nemotron 49b Super v1 | NVIDIA | Open | — | 26.2 | — | — | — |
| 135 | Tencent Hy3 | Tencent | Open | 262K | 26.1 | $0.0825 | $0.33 | — |
| 136 | Tencent Hunyuan Turbo 0110 | Tencent | Proprietary | — | 26.1 | — | — | — |
| 137 | IBM Granite 4.2 3b | IBM | Open | — | 26.0 | — | — | — |
| 138 | 01.AI Yi-Lightning | 01.AI | Proprietary | — | 25.9 | — | — | — |
| 139 | Allen Institute for AI (Ai2) Olmo 3 32b Think | Allen Institute for AI (Ai2) | Open | — | 25.9 | — | — | — |
| 140 | StepFun Step 2 16k Exp 202412 | StepFun | Proprietary | — | 25.9 | — | — | — |
| 141 | Alibaba (Qwen) Qwen2.5 Plus 1127 | Alibaba (Qwen) | Proprietary | — | 25.9 | — | — | — |
| 142 | IBM Granite 4.1 8b | IBM | Open | — | 25.7 | — | — | — |
| 143 | Meta Muse Glimmer | Meta | Open | — | 25.7 | — | — | — |
| 144 | DeepSeek DeepSeek-V2.5 (Sep 2024) | DeepSeek | Open | — | 25.6 | — | — | — |
| 145 | Alibaba (Qwen) Qwen2.5-Max | Alibaba (Qwen) | Proprietary | — | 25.6 | — | — | — |
| 146 | Allen Institute for AI (Ai2) Molmo 2 8b | Allen Institute for AI (Ai2) | Open | — | 25.6 | — | — | — |
| 147 | Tencent Hunyuan Large 2025 02 10 | Tencent | Proprietary | — | 25.5 | — | — | — |
| 148 | Alibaba (Qwen) Qwen3-Coder 480B-A35B Instruct | Alibaba (Qwen) | Open | 262K | 25.5 | $1.50 | $7.50 | 67 |
| 149 | Allen Institute for AI (Ai2) Olmo 3.1 32b Think | Allen Institute for AI (Ai2) | Open | — | 25.2 | — | — | — |
| 150 | Alibaba (Qwen) Qwen Max | Alibaba (Qwen) | Proprietary | 33K | 25.1 | $1.60 | $6.40 | — |
| 151 | NVIDIA Llama 3.1 Nemotron 70b Instruct | NVIDIA | Open | — | 25.0 | — | — | — |
| 152 | Alibaba (Qwen) Qwen3.6 27B | Alibaba (Qwen) | Open | 262K | 25.0 | $0.60 | $3.60 | — |
| 153 | Tencent Hunyuan Standard 2025 02 10 | Tencent | Proprietary | — | 25.0 | — | — | — |
| 154 | OpenAI GPT-5.5 Instant | OpenAI | Proprietary | — | 24.9 | — | — | — |
| 155 | DeepSeek DeepSeek-R1-Distill-Llama-70B | DeepSeek | Open | — | 24.9 | — | — | 18 |
| 156 | Xiaomi MiMo-V2-Flash | Xiaomi | Open | 262K | 24.9 | $0.14 | $0.28 | — |
| 157 | Tencent Hunyuan Large Vision | Tencent | Proprietary | — | 24.8 | — | — | — |
| 158 | xAI Grok 2 Mini 2024 08 13 | xAI | Proprietary | — | 24.8 | — | — | — |
| 159 | Google Gemini Advanced 0514 | Proprietary | — | 24.6 | — | — | — | |
| 160 | Alibaba (Qwen) Qwen3.5 35B-A3B | Alibaba (Qwen) | Open | 262K | 24.6 | $0.25 | $2 | — |
| 161 | OpenAI o4-mini | OpenAI | Proprietary | 200K | 24.6 | $1.10 | $4.40 | 6 |
| 162 | IBM Granite 4.0 H Small | IBM | Open | — | 24.4 | — | — | — |
| 163 | Z.ai (Zhipu) GLM-4.7 | Z.ai (Zhipu) | Open | 205K | 24.3 | $0.60 | $2.20 | — |
| 164 |  ByteDance Seed Seed 2.0 Pro | ByteDance Seed | Proprietary | 256K | 24.1 | $0.50 | $3 | — |
| 165 | Z.ai (Zhipu) GLM-4.5-Air | Z.ai (Zhipu) | Open | 131K | 24.1 | $0.20 | $1.10 | 160 |
| 166 |  Mistral AI Mistral Medium | Mistral AI | Open | 262K | 24.0 | $1.50 | $7.50 | 68 |
| 167 | OpenAI GPT-5 Mini | OpenAI | Proprietary | 400K | 23.9 | $0.25 | $2 | 3 |
| 168 | Allen Institute for AI (Ai2) Tulu 3 (Tülu 3) 70B | Allen Institute for AI (Ai2) | Open | — | 23.9 | — | — | — |
| 169 | Inception Mercury 2 | Inception | Proprietary | 128K | 23.8 | $0.25 | $0.75 | — |
| 170 | OpenAI o3-pro | OpenAI | Proprietary | 200K | 23.8 | $20 | $80 | 1 |
| 171 | Z.ai (Zhipu) GLM-4.6 | Z.ai (Zhipu) | Open | 205K | 23.7 | $0.60 | $2.20 | 12 |
| 172 | OpenAI GPT-5.4 nano | OpenAI | Proprietary | 400K | 23.7 | $0.20 | $1.25 | 19 |
| 173 | Alibaba (Qwen) QwQ-32B | Alibaba (Qwen) | Open | — | 23.7 | — | — | — |
| 174 | Allen Institute for AI (Ai2) Olmo 2 0325 32b Instruct | Allen Institute for AI (Ai2) | Open | — | 23.6 | — | — | — |
| 175 | DeepSeek Deepseek Coder v2 | DeepSeek | Open | — | 23.6 | — | — | — |
| 176 | NVIDIA Llama 3.1 Nemotron 51b Instruct | NVIDIA | Open | — | 23.5 | — | — | — |
| 177 | NVIDIA Nemotron 4 340b Instruct | NVIDIA | Open | — | 23.4 | — | — | — |
| 178 | Moonshot AI Kimi K2 (Jul 2025) | Moonshot AI | Open | 262K | 23.3 | $0.57 | $2.30 | 201 |
| 179 |  Cohere C4ai Aya Expanse 32b | Cohere | Open | 128K | 23.3 | — | — | — |
| 180 | Alibaba (Qwen) Qwen2-72B | Alibaba (Qwen) | Open | — | 23.2 | — | — | — |
| 181 | Alibaba (Qwen) Qwen3.5-9B | Alibaba (Qwen) | Open | 262K | 23.1 | $0.10 | $0.15 | — |
| 182 | Anthropic Claude 3.5 Sonnet | Anthropic | Proprietary | — | 23.1 | — | — | — |
| 183 |  Poolside Laguna M.1 | Poolside | Open | 262K | 23.1 | — | — | — |
| 184 | Amazon Nova Premier 1.0 | Amazon | Proprietary | 1M | 23.0 | $2.50 | $12.50 | 9 |
| 185 | Google Gemini 3.1 Flash Lite | Proprietary | 1.05M | 22.9 | $0.25 | $1.50 | 10 | |
| 186 | Anthropic Claude Sonnet 4 | Anthropic | Proprietary | 200K | 22.9 | $3 | $15 | 31 |
| 187 | Allen Institute for AI (Ai2) Llama 3.1 Tulu 3 8b | Allen Institute for AI (Ai2) | Open | — | 22.8 | — | — | — |
| 188 | Alibaba (Qwen) Qwen1.5-110B | Alibaba (Qwen) | Open | — | 22.7 | — | — | — |
| 189 | Alibaba (Qwen) Qwen3 Max | Alibaba (Qwen) | Proprietary | 262K | 22.6 | $1.20 | $6 | 48 |
| 190 | 01.AI Yi-1.5-34B | 01.AI | Open | — | 22.5 | — | — | — |
| 191 | Mistral AI Mistral Large 4 | Mistral AI | Proprietary | 1.05M | 22.5 | $0.68 | $2.09 | — |
| 192 | Alibaba (Qwen) Qwen3 Coder Next | Alibaba (Qwen) | Open | 262K | 22.4 | $0.12 | $0.80 | — |
| 193 | Inception Mercury 2.5 | Inception | Proprietary | 260K | 22.4 | $0.04 | $0.15 | — |
| 194 | Amazon Nova 2.0 Pro Preview | Amazon | Proprietary | — | 22.4 | — | — | — |
| 195 |  Microsoft Phi-4 Mini | Microsoft | Open | 128K | 22.4 | $0.075 | $0.30 | — |
| 196 | Cohere C4ai Aya Expanse 8b | Cohere | Open | — | 22.4 | — | — | — |
| 197 | Google Gemini 2.0 Pro | Proprietary | — | 22.3 | — | — | — | |
| 198 | Alibaba (Qwen) Qwen2.5 72B Instruct | Alibaba (Qwen) | Open | 131K | 22.3 | $1.40 | $5.60 | — |
| 199 | Mistral AI Mistral | Mistral AI | Proprietary | — | 22.2 | — | — | — |
| 200 | xAI Grok 4 Fast | xAI | Proprietary | — | 22.2 | — | — | 577 |
| 201 | StepFun Step 3.5 Flash | StepFun | Open | 256K | 22.2 | $0.10 | $0.30 | — |
| 202 | Alibaba (Qwen) Qwen3-30B-A3B | Alibaba (Qwen) | Open | 41K | 22.2 | $0.12 | $0.50 | 42 |
| 203 | Alibaba (Qwen) Qwen1.5-72B | Alibaba (Qwen) | Open | — | 22.2 | — | — | — |
| 204 | Google Gemini 2.5 Flash-Lite | Proprietary | 1.05M | 22.2 | $0.10 | $0.40 | 172 | |
| 205 | Xiaomi MiMo-V2-Pro | Xiaomi | Proprietary | 1.05M | 22.1 | $0.43 | $0.87 | — |
| 206 | IBM Granite 3.1 8b Instruct | IBM | Open | — | 22.1 | — | — | — |
| 207 | DeepSeek DeepSeek-V3.2-Exp | DeepSeek | Open | 164K | 22.1 | $0.26 | $0.38 | 16 |
| 208 | IBM Granite 3.1 2b Instruct | IBM | Open | — | 22.0 | — | — | — |
| 209 | Google Gemini 2.0 Flash-Lite | Proprietary | — | 22.0 | — | — | — | |
| 210 |  Baidu ERNIE 5.1 | Baidu | Proprietary | — | 21.9 | — | — | — |
| 211 | Alibaba (Qwen) Qwen1.5-32B | Alibaba (Qwen) | Open | — | 21.8 | — | — | — |
| 212 | Google Gemma 4 26B A4B IT | Open | 262K | 21.8 | $0.0675 | $0.23 | — | |
| 213 | Microsoft Phi 3 Medium 4k Instruct | Microsoft | Open | — | 21.7 | — | — | — |
| 214 | Google Gemini 1.5 Flash (May 2024) | Proprietary | — | 21.7 | — | — | — | |
| 215 | Anthropic Claude 2 | Anthropic | Proprietary | — | 21.7 | — | — | — |
| 216 | Mistral AI Pixtral Large | Mistral AI | Open | 128K | 21.7 | $2 | $6 | — |
| 217 | Meta Llama 3.2 90B | Meta | Open | — | 21.7 | — | — | — |
| 218 | StepFun Step 3.7 Flash | StepFun | Open | 256K | 21.6 | $0.18 | $1.11 | — |
| 219 | Meta Llama 3.1-70B | Meta | Open | 128K | 21.6 | $0.40 | $0.40 | — |
| 220 | Anthropic Claude 2.1 | Anthropic | Proprietary | — | 21.4 | — | — | — |
| 221 | Alibaba (Qwen) Qwen1.5-14B | Alibaba (Qwen) | Open | — | 21.4 | — | — | — |
| 222 |  Databricks DBRX | Databricks | Open | — | 21.4 | — | — | — |
| 223 | Google Gemma 2 2b IT | Open | — | 21.4 | — | — | — | |
| 224 | Alibaba (Qwen) Qwen2.5-Coder-32B | Alibaba (Qwen) | Open | 33K | 21.2 | $0.66 | $1 | — |
| 225 | 01.AI Yi-34B | 01.AI | Open | — | 21.2 | — | — | — |
| 226 |  Perplexity Sonar | Perplexity | Proprietary | 128K | 21.1 | $1 | $1 | — |
| 227 | Meta Llama 3.2 3B | Meta | Open | 131K | 21.0 | $0.05 | $0.33 | — |
| 228 | Z.ai (Zhipu) GLM-4.7-Flash | Z.ai (Zhipu) | Open | 200K | 20.9 | $0.06 | $0.40 | — |
| 229 | IBM Granite 3.0 8b Instruct | IBM | Open | — | 20.9 | — | — | — |
| 230 | Microsoft Phi 3 Mini 4k Instruct June 2024 | Microsoft | Open | — | 20.8 | — | — | — |
| 231 | Mistral AI Mistral Nemo | Mistral AI | Open | 128K | 20.7 | $0.15 | $0.15 | — |
| 232 | Alibaba (Qwen) Qwen2.5-VL 72B Instruct | Alibaba (Qwen) | Open | 131K | 20.7 | $2.80 | $8.40 | 43 |
| 233 | Microsoft Wizardlm 70b | Microsoft | Open | — | 20.7 | — | — | — |
| 234 | IBM Granite 3.0 2b Instruct | IBM | Open | — | 20.5 | — | — | — |
| 235 | DeepSeek DeepSeek-V3 | DeepSeek | Open | 164K | 20.5 | $0.24 | $0.90 | 73 |
| 236 | Anthropic Claude 3 Sonnet | Anthropic | Proprietary | — | 20.5 | — | — | — |
| 237 | Google Gemma 1.1 7b IT | Open | — | 20.5 | — | — | — | |
| 238 | OpenAI o1-pro | OpenAI | Proprietary | 200K | 20.4 | $150 | $600 | — |
| 239 | Alibaba (Qwen) Qwen1.5-7B | Alibaba (Qwen) | Open | — | 20.4 | — | — | — |
| 240 | Alibaba (Qwen) Qwen3 32B | Alibaba (Qwen) | Open | 131K | 20.2 | $0.70 | $2.80 | 86 |
| 241 | Meta Codellama 70b Instruct | Meta | Open | — | 20.1 | — | — | — |
| 242 | Amazon Amazon Nova Pro | Amazon | Proprietary | 300K | 20.0 | $0.80 | $3.20 | — |
| 243 | Google Gemini 1.5 Flash 8B | Proprietary | — | 20.0 | — | — | — | |
| 244 | OpenAI gpt-oss-120b | OpenAI | Open | 131K | 20.0 | $0.037 | $0.17 | 55 |
| 245 | NVIDIA Llama2 70b Steerlm Chat | NVIDIA | Open | — | 20.0 | — | — | — |
| 246 | Google Gemma 3n E4b IT | Open | — | 19.9 | — | — | 13 | |
| 247 | Mistral AI Mixtral 8x22B | Mistral AI | Open | 64K | 19.9 | $2 | $6 | — |
| 248 | Google Gemma 7B | Open | — | 19.9 | — | — | — | |
| 249 | Mistral AI Mistral Small | Mistral AI | Open | 262K | 19.8 | $0.15 | $0.60 | 120 |
| 250 | Mistral AI Codestral | Mistral AI | Proprietary | 256K | 19.8 | $0.30 | $0.90 | 271 |
| 251 | Mistral AI Devstral Small 2505 | Mistral AI | Open | 128K | 19.7 | $0.10 | $0.30 | 88 |
| 252 | MiniMax MiniMax-M2.7 | MiniMax | Open | 205K | 19.7 | $0.30 | $1.20 | — |
| 253 | Mistral AI Mistral Small 3.1 | Mistral AI | Open | 128K | 19.7 | $0.35 | $0.56 | — |
| 254 | Meta Codellama 34b Instruct | Meta | Open | — | 19.6 | — | — | — |
| 255 | Microsoft Phi 3 Mini 128k Instruct | Microsoft | Open | — | 19.6 | — | — | — |
| 256 | Alibaba (Qwen) Qwen-14B | Alibaba (Qwen) | Open | — | 19.6 | — | — | — |
| 257 | MiniMax MiniMax-M2 | MiniMax | Open | 205K | 19.4 | $0.30 | $1.20 | 17 |
| 258 | Microsoft Wizardlm 13b | Microsoft | Open | — | 19.4 | — | — | — |
| 259 | Amazon Amazon Nova Lite | Amazon | Proprietary | 300K | 19.3 | $0.06 | $0.24 | — |
| 260 | OpenAI gpt-oss-20b | OpenAI | Open | 131K | 19.3 | $0.018 | $0.09 | 96 |
| 261 | DeepSeek DeepSeek-R1-Distill-Qwen-14B | DeepSeek | Open | — | 19.2 | — | — | — |
| 262 | Alibaba (Qwen) Qwen3-4B | Alibaba (Qwen) | Open | — | 19.2 | — | — | — |
| 263 | Alibaba (Qwen) Qwen2.5 32B Instruct | Alibaba (Qwen) | Open | 131K | 19.2 | $0.70 | $2.80 | — |
| 264 | IBM Granite 4.0 Micro | IBM | Open | 131K | 19.2 | $0.017 | $0.11 | — |
| 265 | Alibaba (Qwen) Qwen3-1.7B | Alibaba (Qwen) | Open | — | 19.2 | — | — | — |
| 266 | DeepSeek DeepSeek-R1-Distill-Qwen-1.5B | DeepSeek | Open | — | 19.2 | — | — | — |
| 267 | Google Gemma 3 1B | Open | — | 19.2 | — | — | — | |
| 268 |  Technology Innovation Institute Falcon-180B | Technology Innovation Institute | Open | — | 19.1 | — | — | — |
| 269 | Google Palm 2 | Proprietary | — | 19.1 | — | — | — | |
| 270 | Google Gemma 1.1 2b IT | Open | — | 19.1 | — | — | — | |
| 271 | Meituan Longcat Flash Chat | Meituan | Open | — | 19.0 | — | — | 69 |
| 272 | Mistral AI Mistral Small 3 | Mistral AI | Open | 33K | 18.9 | $0.05 | $0.08 | — |
| 273 | Allen Institute for AI (Ai2) Olmo 7b Instruct | Allen Institute for AI (Ai2) | Open | — | 18.8 | — | — | — |
| 274 | Google Gemma 2B | Open | — | 18.8 | — | — | — | |
| 275 | NVIDIA Nemotron 3 Super | NVIDIA | Open | 262K | 18.7 | $0.08 | $0.45 | — |
| 276 | DeepSeek DeepSeek-R1 | DeepSeek | Proprietary | 164K | 18.6 | $0.50 | $2.15 | 10 |
| 277 | Anthropic Claude 3.7 Sonnet | Anthropic | Proprietary | — | 18.6 | — | — | — |
| 278 | Alibaba (Qwen) Qwen3 14B | Alibaba (Qwen) | Open | 131K | 18.5 | $0.35 | $1.40 | 79 |
| 279 | Alibaba (Qwen) Qwen1.5 4b Chat | Alibaba (Qwen) | Open | — | 18.5 | — | — | — |
| 280 | Mistral AI Ministral 8B | Mistral AI | Open | 262K | 18.4 | $0.15 | $0.15 | — |
| 281 | Mistral AI Ministral 3B | Mistral AI | Open | 131K | 18.4 | $0.10 | $0.10 | — |
| 282 | Cohere Command A | Cohere | Open | 256K | 18.3 | $2.50 | $10 | 28 |
| 283 | DeepSeek DeepSeek-R1-Distill-Qwen-32B | DeepSeek | Open | — | 18.2 | — | — | — |
| 284 | Mistral AI Mixtral 8x7B | Mistral AI | Open | 32K | 18.2 | $0.70 | $0.70 | — |
| 285 | Google Gemini 2.5 Flash | Proprietary | 1.05M | 18.1 | $0.30 | $2.50 | 152 | |
| 286 | Mistral AI Mistral Small 3.2 | Mistral AI | Open | 256K | 18.1 | $0.0938 | $0.25 | 68 |
| 287 | Meta Llama 3-70B | Meta | Open | — | 18.0 | — | — | 104 |
| 288 | OpenAI GPT-4 | OpenAI | Proprietary | 8K | 17.8 | $30 | $60 | — |
| 289 | Microsoft Phi-4 | Microsoft | Open | 128K | 17.7 | $0.07 | $0.14 | — |
| 290 | Anthropic Claude 3.5 Haiku | Anthropic | Proprietary | — | 17.7 | — | — | — |
| 291 | MiniMax MiniMax-M2.5 | MiniMax | Open | 205K | 17.5 | $0.30 | $1.20 | 49 |
| 292 | Inception Mercury | Inception | Proprietary | — | 17.5 | — | — | 35 |
| 293 | Amazon Amazon Nova Micro | Amazon | Proprietary | 128K | 17.4 | $0.035 | $0.14 | — |
| 294 | Mistral AI Mistral Medium 3.5 | Mistral AI | Open | 262K | 17.3 | $1.50 | $7.50 | 50 |
| 295 | Google Gemini 1.0 Pro | Proprietary | — | 17.1 | — | — | — | |
| 296 | Baidu ERNIE 5.0 0110 | Baidu | Proprietary | — | 17.0 | — | — | — |
| 297 |  Arcee AI Trinity Large Thinking | Arcee AI | Open | 262K | 16.9 | $0.25 | $0.80 | — |
| 298 | xAI Grok-2 (Dec 2024) | xAI | Proprietary | — | 16.9 | — | — | — |
| 299 | Meta Llama 3.1-405B | Meta | Open | — | 16.8 | — | — | 78 |
| 300 | Google Gemma 3 27B | Open | 131K | 16.7 | $0.08 | $0.16 | 62 | |
| 301 | MiniMax MiniMax-M2.1 | MiniMax | Open | 205K | 16.6 | $0.30 | $1.20 | — |
| 302 | Alibaba (Qwen) Qwen3 8B | Alibaba (Qwen) | Open | 131K | 16.6 | $0.18 | $0.70 | — |
| 303 | DeepSeek DeepSeek LLM 67B | DeepSeek | Open | — | 16.5 | — | — | — |
| 304 | OpenAI o3-mini | OpenAI | Proprietary | 200K | 16.3 | $1.10 | $4.40 | — |
| 305 | OpenAI GPT-5 Nano | OpenAI | Proprietary | 400K | 16.3 | $0.05 | $0.40 | 4 |
| 306 | Anthropic Claude 3 Haiku | Anthropic | Proprietary | — | 16.3 | — | — | 41 |
| 307 | Meta Llama 3.2 1B | Meta | Open | 60K | 16.2 | $0.027 | $0.20 | — |
| 308 | Google Gemma 2 9B | Open | — | 15.9 | — | — | — | |
| 309 | Mistral AI Mistral Large | Mistral AI | Open | 131K | 15.8 | $2 | $6 | — |
| 310 | Alibaba (Qwen) Qwen3 235B-A22B | Alibaba (Qwen) | Open | 131K | 15.7 | $0.70 | $2.80 | 85 |
| 311 | Meta Llama 2-7B | Meta | Open | — | 15.7 | — | — | — |
| 312 | Google Gemma 3 12B | Open | 131K | 15.7 | $0.05 | $0.15 | — | |
| 313 | Allen Institute for AI (Ai2) OLMo 2 Furious 13B | Allen Institute for AI (Ai2) | Open | — | 15.5 | — | — | — |
| 314 | Google Gemma 2 27B | Open | 8K | 15.3 | $0.65 | $0.65 | — | |
| 315 | OpenAI GPT-4 Turbo | OpenAI | Proprietary | 128K | 15.3 | $10 | $30 | — |
| 316 | Databricks Dolly 2.0-12b | Databricks | Open | — | 15.3 | — | — | — |
| 317 | Google Gemini 2.0 Flash (Feb 2025) | Proprietary | — | 15.2 | — | — | 92 | |
| 318 | Mistral AI Mistral Large 3 | Mistral AI | Open | 262K | 15.2 | $0.25 | $0.75 | 7 |
| 319 | Anthropic Claude Haiku 4.5 | Anthropic | Proprietary | 200K | 15.1 | $1 | $5 | — |
| 320 | Meta Llama 3.1-8B | Meta | Open | 128K | 14.9 | $0.05 | $0.08 | — |
| 321 | Alibaba (Qwen) Qwen2.5 7B Instruct | Alibaba (Qwen) | Open | 131K | 14.8 | $0.17 | $0.70 | — |
| 322 | Microsoft Phi 3 Small 8k Instruct | Microsoft | Open | — | 14.8 | — | — | — |
| 323 | Anthropic Claude 3 Opus | Anthropic | Proprietary | — | 14.6 | — | — | — |
| 324 | Meta Llama 2-70B | Meta | Open | — | 14.4 | — | — | — |
| 325 | Meta Llama 3-8B | Meta | Open | — | 14.3 | — | — | — |
| 326 | Meta Llama-3.3-70B-Instruct | Meta | Open | 128K | 14.1 | $0.10 | $0.32 | — |
| 327 | Microsoft Phi 3 Mini 4k Instruct | Microsoft | Open | — | 14.1 | — | — | — |
| 328 | Meta Llama 13b | Meta | Open | — | 14.0 | — | — | — |
| 329 | OpenAI GPT-4.5 | OpenAI | Proprietary | — | 13.9 | — | — | — |
| 330 | Cohere Command R | Cohere | Open | 128K | 13.8 | $0.15 | $0.60 | — |
| 331 | OpenAI GPT-3.5-turbo | OpenAI | Proprietary | 16K | 13.8 | $0.50 | $1.50 | — |
| 332 | xAI Grok 3 | xAI | Proprietary | — | 13.7 | — | — | 42 |
| 333 | xAI Grok-3 mini | xAI | Proprietary | — | 13.6 | — | — | 10 |
| 334 | Google Gemma 3 4B | Open | 131K | 13.2 | $0.04 | $0.08 | 72 | |
| 335 | Mistral AI Mistral 7B | Mistral AI | Open | 8K | 13.1 | $0.25 | $0.25 | — |
| 336 | Meta Llama 2-13B | Meta | Open | — | 12.8 | — | — | — |
| 337 | Google Gemini 1.5 Pro (May 2024) | Proprietary | — | 12.3 | — | — | — | |
| 338 | OpenAI GPT-4.1 | OpenAI | Proprietary | 1.05M | 11.7 | $2 | $8 | 116 |
| 339 | OpenAI GPT-4.1 mini | OpenAI | Proprietary | 1.05M | 10.8 | $0.40 | $1.60 | 86 |
| 340 | Mistral AI Mistral Medium 3.1 | Mistral AI | Proprietary | 131K | 10.6 | $0.40 | $2 | — |
| 341 | Meta Llama 4 Maverick | Meta | Open | 128K | 10.1 | $0.19 | $0.65 | 456 |
| 342 | OpenAI GPT-4o | OpenAI | Proprietary | 128K | 9.4 | $2.50 | $10 | — |
| 343 | Cohere Command R+ | Cohere | Open | 128K | 9.2 | $2.50 | $10 | — |
| 344 | Meta Llama 4 Scout | Meta | Open | 128K | 9.1 | $0.10 | $0.30 | 272 |
| 345 | OpenAI o1-mini | OpenAI | Proprietary | — | 8.8 | — | — | — |
| 346 | OpenAI GPT-4o mini | OpenAI | Proprietary | 128K | 8.7 | $0.15 | $0.60 | 120 |
| 347 | Mistral AI Magistral Medium | Mistral AI | Open | 262K | 8.6 | $2 | $5 | 0 |
| 348 | OpenAI GPT-4.1 nano | OpenAI | Proprietary | 1.05M | 8.5 | $0.10 | $0.40 | 135 |
| 349 | Mistral AI Magistral Small | Mistral AI | Open | 128K | 6.8 | $0.50 | $1.50 | 0 |
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Compare the leaders
Frequently asked questions
Which AI model reasons best?
As of October 2026, GPT-6 Astra leads the Noometry reasoning ranking with a score of 85.1, ahead of GPT-6.1 Sol at 81.9.
What are the top 5 in this ranking?
GPT-6 Astra, GPT-6.1 Sol, Claude Opus 5.5, Claude Opus 5, Gemini 3.8 Flash, in that order, as of October 2026.
How is this list ranked?
By the category score, which is fitted from every public benchmark result and adjusted for how hard each benchmark is. Models need several independent results to be ranked.