Category ranking
Most Knowledgeable LLMs in October 2026
As of October 2026, GPT-6 Astra leads the Noometry knowledge ranking with a score of 75.3, ahead of Gemini 3.8 Flash at 74.8. The two are close enough that new results could swap them.
Last verified
Expert-level factual and scientific knowledge, including graduate-level science questions and short-form factual accuracy.
- GPT-6 Astra 75.3
- Gemini 3.8 Flash 74.8
- Gemini 3.1 Pro Preview 71.8
- GPT-6.1 Sol 71.8
- Gemini 3.7 Flash 69.7
- Claude Fable 5.1 69.6
- GPT-5.4 Pro 68.3
- Gemini 3.6 Flash 67.8
- Claude Opus 5 66.8
- Claude Opus 5.5 66.4
Full ranking
314 models
| 1 | OpenAI GPT-6 Astra | OpenAI | Proprietary | 1.05M | 75.3 | $10 | $50 | — |
| 2 |  Google Gemini 3.8 Flash | Proprietary | 1.05M | 74.8 | $0.75 | $3.75 | — | |
| 3 | Google Gemini 3.1 Pro Preview | Proprietary | 1.05M | 71.8 | $2 | $12 | — | |
| 4 | OpenAI GPT-6.1 Sol | OpenAI | Proprietary | 1.05M | 71.8 | $2 | $10 | — |
| 5 | Google Gemini 3.7 Flash | Proprietary | 1.05M | 69.7 | $0.75 | $3.75 | — | |
| 6 | Anthropic Claude Fable 5.1 | Anthropic | Proprietary | 1M | 69.6 | $10 | $50 | — |
| 7 | OpenAI GPT-5.4 Pro | OpenAI | Proprietary | 1.05M | 68.3 | $30 | $180 | — |
| 8 | Google Gemini 3.6 Flash | Proprietary | 1.05M | 67.8 | $0.75 | $3.75 | — | |
| 9 | Anthropic Claude Opus 5 | Anthropic | Proprietary | 1M | 66.8 | $5 | $25 | — |
| 10 | Anthropic Claude Opus 5.5 | Anthropic | Proprietary | 1M | 66.4 | $4 | $20 | — |
| 11 | Google Gemini 3.5 Flash | Proprietary | 1.05M | 66.3 | $1.50 | $9 | — | |
| 12 | Anthropic Claude Sonnet 5.5 | Anthropic | Proprietary | 1M | 66.0 | $2 | $10 | — |
| 13 |  Meta Muse Spark | Meta | Proprietary | — | 65.7 | — | — | — |
| 14 | OpenAI GPT-5.4 | OpenAI | Proprietary | 1.05M | 65.3 | $2.50 | $15 | 12 |
| 15 | OpenAI GPT-6 Sol | OpenAI | Proprietary | 1.05M | 64.8 | $2 | $10 | — |
| 16 | Google Gemini 3 Pro | Proprietary | — | 64.4 | — | — | 1 | |
| 17 | OpenAI GPT-5.5 | OpenAI | Proprietary | 1.05M | 64.4 | $5 | $30 | 25 |
| 18 | OpenAI GPT-5.6 Sol | OpenAI | Proprietary | 1.05M | 64.3 | $4 | $20 | 10 |
| 19 | OpenAI GPT-5.5 Pro | OpenAI | Proprietary | 1.05M | 64.1 | $30 | $180 | — |
| 20 | xAI Grok 4.6 | xAI | Proprietary | 500K | 63.3 | $2 | $6 | — |
| 21 | Moonshot AI Kimi K3 | Moonshot AI | Open | 1.05M | 63.2 | $3 | $15 | — |
| 22 | xAI Grok 4.7 | xAI | Proprietary | 500K | 62.8 | $2 | $6 | — |
| 23 | Anthropic Claude Opus 4.7 | Anthropic | Proprietary | 1M | 62.6 | $5 | $25 | 33 |
| 24 | xAI Grok 4.5 | xAI | Proprietary | 500K | 62.3 | $2 | $6 | 4 |
| 25 | Anthropic Claude Fable 5 | Anthropic | Proprietary | 1M | 62.2 | $10 | $50 | 25 |
| 26 | Anthropic Claude Opus 4.6 | Anthropic | Proprietary | 1M | 61.9 | $5 | $25 | 19 |
| 27 |  Alibaba (Qwen) Qwen3.8 Max | Alibaba (Qwen) | Proprietary | 1M | 61.7 | $2 | $6 | — |
| 28 | Alibaba (Qwen) Qwen3.7 Max | Alibaba (Qwen) | Proprietary | 1M | 61.6 | $2.50 | $7.50 | — |
| 29 | Anthropic Claude Opus 4.8 | Anthropic | Proprietary | 1M | 61.3 | $5 | $25 | 34 |
| 30 | OpenAI GPT-5.6 Terra | OpenAI | Proprietary | 1.05M | 61.2 | $2 | $12 | 11 |
| 31 |  DeepSeek DeepSeek V4 Pro | DeepSeek | Open | 1M | 59.5 | $0.66 | $1.98 | 16 |
| 32 | OpenAI GPT-5.2 | OpenAI | Proprietary | 400K | 59.3 | $1.75 | $14 | 15 |
| 33 | Google Gemini 3 Flash Preview | Proprietary | 1.05M | 58.8 | $0.50 | $3 | — | |
| 34 | OpenAI GPT-5.6 Luna | OpenAI | Proprietary | 1.05M | 58.5 | $0.20 | $1.20 | 12 |
| 35 |  MiniMax MiniMax-M3 | MiniMax | Open | 1M | 58.4 | $0.30 | $1.20 | — |
| 36 | Z.ai (Zhipu) GLM-5.3-Flash | Z.ai (Zhipu) | Open | 1M | 58.4 | $0.15 | $0.50 | — |
| 37 | Z.ai (Zhipu) GLM-5.3 | Z.ai (Zhipu) | Open | 1M | 58.3 | $1.40 | $4.40 | — |
| 38 | DeepSeek DeepSeek V4.1 Flash | DeepSeek | Open | 1M | 57.9 | $0.15 | $0.60 | — |
| 39 | Alibaba (Qwen) Qwen3.6 Max Preview | Alibaba (Qwen) | Proprietary | 262K | 57.6 | $1.30 | $7.80 | — |
| 40 | Z.ai (Zhipu) GLM-5.2 | Z.ai (Zhipu) | Open | 1M | 57.1 | $1.40 | $4.40 | 23 |
| 41 | OpenAI GPT-6 Luna | OpenAI | Proprietary | 1.05M | 57.0 | $0.10 | $0.50 | — |
| 42 | OpenAI GPT-5 Pro | OpenAI | Proprietary | 400K | 56.7 | $15 | $120 | 5 |
| 43 | OpenAI GPT-5 | OpenAI | Proprietary | 400K | 56.6 | $1.25 | $10 | 2 |
| 44 | Anthropic Claude Opus 4.5 | Anthropic | Proprietary | 200K | 56.5 | $5 | $25 | 13 |
| 45 | Alibaba (Qwen) Qwen3.6 Plus | Alibaba (Qwen) | Proprietary | 1M | 56.1 | $0.50 | $3 | — |
| 46 | Google Gemini 2.5 Pro | Proprietary | 1.05M | 56.0 | $1.25 | $10 | 5 | |
| 47 | Anthropic Claude Sonnet 5 | Anthropic | Proprietary | 1M | 55.6 | $2 | $10 | — |
| 48 | DeepSeek DeepSeek V4 Flash | DeepSeek | Open | 1M | 55.4 | $0.15 | $0.60 | 6 |
| 49 | Thinking Machines Lab Inkling | Thinking Machines Lab | Open | 66K | 55.1 | $1.87 | $4.68 | — |
| 50 | Z.ai (Zhipu) GLM-5.1 | Z.ai (Zhipu) | Open | 200K | 54.9 | $1.40 | $4.40 | — |
| 51 | Alibaba (Qwen) Qwen3.7 Plus | Alibaba (Qwen) | Proprietary | 1M | 54.9 | $0.40 | $1.60 | — |
| 52 | OpenAI o3 | OpenAI | Proprietary | 200K | 54.6 | $2 | $8 | 3 |
| 53 | Meta Muse Spark 1.2 | Meta | Proprietary | 1.05M | 54.1 | $1.25 | $4.25 | — |
| 54 | Moonshot AI Kimi K2.6 | Moonshot AI | Open | 262K | 54.0 | $0.95 | $4 | — |
| 55 | xAI Grok 4 | xAI | Proprietary | — | 53.8 | — | — | 1 |
| 56 | Moonshot AI Kimi K2.5 | Moonshot AI | Open | 262K | 53.6 | $0.45 | $2.25 | 66 |
| 57 | Moonshot AI Kimi K2.7 Code | Moonshot AI | Open | 262K | 53.5 | $0.95 | $4 | — |
| 58 | Alibaba (Qwen) Qwen3.5 397B-A17B | Alibaba (Qwen) | Open | 262K | 53.3 | $0.60 | $3.60 | 9 |
| 59 | Meta Muse Spark 1.1 | Meta | Proprietary | 1.05M | 53.1 | $1.25 | $4.25 | — |
| 60 | xAI Grok 4.20 (Non-Reasoning) | xAI | Proprietary | 1M | 52.8 | $1.25 | $2.50 | 61 |
| 61 |  NVIDIA Nemotron 3 Ultra | NVIDIA | Open | 262K | 52.5 | $0.50 | $2.20 | — |
| 62 | xAI Grok 4.3 | xAI | Proprietary | 1M | 52.5 | $1.25 | $2.50 | — |
| 63 | Alibaba (Qwen) Qwen3.6 27B | Alibaba (Qwen) | Open | 262K | 52.4 | $0.60 | $3.60 | — |
| 64 | Z.ai (Zhipu) GLM-5 | Z.ai (Zhipu) | Open | 205K | 52.3 | $1 | $3.20 | 23 |
| 65 | Anthropic Claude Sonnet 4.6 | Anthropic | Proprietary | 1M | 51.7 | $3 | $15 | — |
| 66 | DeepSeek DeepSeek-V3.2-Exp | DeepSeek | Open | 164K | 51.7 | $0.26 | $0.38 | 16 |
| 67 | OpenAI GPT-5.4 mini | OpenAI | Proprietary | 400K | 51.5 | $0.75 | $4.50 | 10 |
| 68 | Alibaba (Qwen) Qwen3.6 35B-A3B | Alibaba (Qwen) | Open | 262K | 51.3 | $0.25 | $1.49 | — |
| 69 | Moonshot AI Kimi K2 Thinking Turbo | Moonshot AI | Open | — | 50.9 | — | — | — |
| 70 | Anthropic Claude Haiku 5.5 | Anthropic | Proprietary | 1M | 50.8 | $0.10 | $0.50 | — |
| 71 | OpenAI GPT-5.1 | OpenAI | Proprietary | 400K | 50.6 | $1.25 | $10 | — |
| 72 | Google Gemini 3.5 Flash Lite | Proprietary | 1.05M | 50.1 | $0.30 | $2.50 | — | |
| 73 | Alibaba (Qwen) Qwen3 235B-A22B | Alibaba (Qwen) | Open | 131K | 49.6 | $0.70 | $2.80 | 85 |
| 74 | OpenAI GPT-5.5 Instant | OpenAI | Proprietary | — | 48.9 | — | — | — |
| 75 | Alibaba (Qwen) Qwen3.7 Flash | Alibaba (Qwen) | Proprietary | 1M | 48.9 | $0.03 | $0.13 | — |
| 76 | Anthropic Claude Sonnet 4.5 | Anthropic | Proprietary | 200K | 48.4 | $3 | $15 | 85 |
| 77 | Thinking Machines Lab Inkling-Small | Thinking Machines Lab | Open | 524K | 48.2 | $0.45 | $1.20 | — |
| 78 | Alibaba (Qwen) Qwen3 Max | Alibaba (Qwen) | Proprietary | 262K | 48.1 | $1.20 | $6 | 48 |
| 79 | Alibaba (Qwen) Qwen3.5 35B-A3B | Alibaba (Qwen) | Open | 262K | 47.8 | $0.25 | $2 | — |
| 80 | Z.ai (Zhipu) GLM-4.7 | Z.ai (Zhipu) | Open | 205K | 47.0 | $0.60 | $2.20 | — |
| 81 | xAI Grok-3 mini | xAI | Proprietary | — | 46.4 | — | — | 10 |
| 82 | xAI Grok 3 | xAI | Proprietary | — | 46.2 | — | — | 42 |
| 83 | Alibaba (Qwen) Qwen3.5 Plus | Alibaba (Qwen) | Proprietary | 1M | 46.0 | $0.40 | $2.40 | — |
| 84 | Alibaba (Qwen) Qwen3.5-9B | Alibaba (Qwen) | Open | 262K | 46.0 | $0.10 | $0.15 | — |
| 85 | Google Gemma 4 26B A4B IT | Open | 262K | 45.7 | $0.0675 | $0.23 | — | |
| 86 | OpenAI GPT-5 Mini | OpenAI | Proprietary | 400K | 45.6 | $0.25 | $2 | 3 |
| 87 | DeepSeek DeepSeek-R1 | DeepSeek | Proprietary | 164K | 44.5 | $0.50 | $2.15 | 10 |
| 88 | Anthropic Claude Opus 4 | Anthropic | Proprietary | 200K | 44.0 | $15 | $75 | 29 |
| 89 | Google Gemini 4 Argon | Proprietary | — | 43.9 | — | — | — | |
| 90 | DeepSeek DeepSeek-V3.1 | DeepSeek | Open | 164K | 43.7 | $0.25 | $0.95 | 328 |
| 91 | OpenAI o4-mini | OpenAI | Proprietary | 200K | 43.6 | $1.10 | $4.40 | 6 |
| 92 | Xiaomi MiMo-V2.6-Pro | Xiaomi | Open | 1.05M | 43.5 | $0.43 | $0.87 | — |
| 93 | Alibaba (Qwen) Qwen3.5-Flash | Alibaba (Qwen) | Proprietary | 1M | 43.2 | $0.10 | $0.40 | — |
| 94 | Amazon Nova 2 Lite | Amazon | Proprietary | 1M | 43.0 | $0.30 | $2.50 | — |
| 95 | Meta Muse Spark 1.3 | Meta | Proprietary | 1.05M | 42.6 | $1.25 | $4.25 | — |
| 96 | OpenAI gpt-oss-120b | OpenAI | Open | 131K | 42.4 | $0.037 | $0.17 | 55 |
| 97 | Amazon Amazon Nova Experimental Chat 26 02 10 | Amazon | Proprietary | — | 42.3 | — | — | — |
| 98 | Xiaomi MiMo-V2.5-Pro | Xiaomi | Open | 1.05M | 42.2 | $0.43 | $0.87 | — |
| 99 | Xiaomi MiMo-V2.6-Flash | Xiaomi | Open | 1.05M | 42.2 | $0.14 | $0.28 | — |
| 100 | Alibaba (Qwen) Qwen3.6 Flash | Alibaba (Qwen) | Proprietary | 1M | 42.1 | $0.19 | $1.13 | — |
| 101 | Anthropic Claude Opus 4.1 | Anthropic | Proprietary | 200K | 42.0 | $15 | $75 | — |
| 102 |  Baidu ERNIE 5.1 | Baidu | Proprietary | — | 41.9 | — | — | — |
| 103 | OpenAI GPT-5.4 nano | OpenAI | Proprietary | 400K | 41.9 | $0.20 | $1.25 | 19 |
| 104 | Google Gemini 3.1 Flash Lite | Proprietary | 1.05M | 41.9 | $0.25 | $1.50 | 10 | |
| 105 | Alibaba (Qwen) Qwen3-30B-A3B | Alibaba (Qwen) | Open | 41K | 41.8 | $0.12 | $0.50 | 42 |
| 106 | Alibaba (Qwen) Qwen3-Next 80B-A3B Instruct | Alibaba (Qwen) | Open | 131K | 41.8 | $0.50 | $2 | 111 |
| 107 | Alibaba (Qwen) Qwen3.5 Max Preview | Alibaba (Qwen) | Proprietary | — | 41.8 | — | — | — |
| 108 | Anthropic Claude Sonnet 4 | Anthropic | Proprietary | 200K | 41.8 | $3 | $15 | 31 |
| 109 | Alibaba (Qwen) Qwen3.8 27B | Alibaba (Qwen) | Open | 262K | 41.6 | $0.99 | $1.49 | — |
| 110 | OpenAI o1 | OpenAI | Proprietary | 200K | 41.5 | $15 | $60 | — |
| 111 | Xiaomi MiMo-V2-Pro | Xiaomi | Proprietary | 1.05M | 41.4 | $0.43 | $0.87 | — |
| 112 |  StepFun Step 5 Preview | StepFun | Proprietary | 1.02M | 41.2 | $1 | $2.70 | — |
| 113 |  Arcee AI Trinity Large Thinking | Arcee AI | Open | 262K | 40.9 | $0.25 | $0.80 | — |
| 114 |  Tencent Hy3 | Tencent | Open | 262K | 40.8 | $0.0825 | $0.33 | — |
| 115 | Xiaomi MiMo-V2.5 | Xiaomi | Open | 1.05M | 40.8 | $0.14 | $0.28 | — |
| 116 | Meituan Longcat Flash Chat | Meituan | Open | — | 40.6 | — | — | 69 |
| 117 | Z.ai (Zhipu) GLM-5V-Turbo | Z.ai (Zhipu) | Proprietary | 200K | 40.6 | $1.20 | $4 | — |
| 118 | Xiaomi MiMo-V2-Omni | Xiaomi | Proprietary | 262K | 40.5 | $0.14 | $0.28 | — |
| 119 | xAI Grok 4.20 Multi-Agent | xAI | Proprietary | 1M | 40.4 | $1.25 | $2.50 | — |
| 120 | Amazon Amazon Nova Experimental Chat 26 01 10 | Amazon | Proprietary | — | 40.3 | — | — | — |
| 121 | Alibaba (Qwen) Qwen3-VL 235B-A22B | Alibaba (Qwen) | Open | 131K | 40.3 | $0.70 | $2.80 | — |
| 122 | Moonshot AI Kimi K2.5 Instant | Moonshot AI | Open | — | 40.2 | — | — | — |
| 123 |  ByteDance Seed Seed 2.0 Pro | ByteDance Seed | Proprietary | 256K | 40.2 | $0.50 | $3 | — |
| 124 | Z.ai (Zhipu) GLM-4.6 | Z.ai (Zhipu) | Open | 205K | 40.2 | $0.60 | $2.20 | 12 |
| 125 | Alibaba (Qwen) Qwen3 32B | Alibaba (Qwen) | Open | 131K | 40.0 | $0.70 | $2.80 | 86 |
| 126 |  Mistral AI Mistral Medium 3.5 | Mistral AI | Open | 262K | 40.0 | $1.50 | $7.50 | 50 |
| 127 | Amazon Amazon Nova Experimental Chat 11 10 | Amazon | Proprietary | — | 39.9 | — | — | — |
| 128 | Baidu ERNIE 5.0 0110 | Baidu | Proprietary | — | 39.8 | — | — | — |
| 129 |  Upstage Solar Pro4 | Upstage | Proprietary | 524K | 39.8 | $0.30 | $1.20 | — |
| 130 | Anthropic Claude 3.7 Sonnet | Anthropic | Proprietary | — | 39.8 | — | — | — |
| 131 | Xiaomi MiMo-V2-Flash | Xiaomi | Open | 262K | 39.7 | $0.14 | $0.28 | — |
| 132 | StepFun Step 3.5 Flash | StepFun | Open | 256K | 39.6 | $0.10 | $0.30 | — |
| 133 | xAI Grok 4.1 | xAI | Proprietary | — | 39.5 | — | — | — |
| 134 | Alibaba (Qwen) Qwen3 14B | Alibaba (Qwen) | Open | 131K | 39.3 | $0.35 | $1.40 | 79 |
| 135 | MiniMax MiniMax-M2.5 | MiniMax | Open | 205K | 39.2 | $0.30 | $1.20 | 49 |
| 136 | OpenAI Chatgpt 4o Latest 20250326 | OpenAI | Proprietary | — | 39.2 | — | — | 21 |
| 137 | Amazon Amazon Nova Experimental Chat 12 10 | Amazon | Proprietary | — | 39.2 | — | — | — |
| 138 | IBM Granite 4.2 30b | IBM | Open | — | 39.1 | — | — | — |
| 139 | NVIDIA Nemotron 3 Super | NVIDIA | Open | 262K | 38.9 | $0.08 | $0.45 | — |
| 140 | OpenAI GPT-5.3 Chat | OpenAI | Proprietary | 128K | 38.8 | $1.75 | $14 | — |
| 141 | Tencent Hunyuan T1 20250711 | Tencent | Proprietary | — | 38.8 | — | — | — |
| 142 | Alibaba (Qwen) Qwen3.5 122B-A10B | Alibaba (Qwen) | Open | 262K | 38.8 | $0.40 | $3.20 | — |
| 143 | Meta Muse Glimmer | Meta | Open | — | 38.5 | — | — | — |
| 144 | Amazon Amazon Nova Experimental Chat 10 20 | Amazon | Proprietary | — | 38.5 | — | — | — |
| 145 | IBM Granite 4.2 8B | IBM | Open | 131K | 38.4 | $0.06 | $0.25 | — |
| 146 | OpenAI o3-mini | OpenAI | Proprietary | 200K | 38.3 | $1.10 | $4.40 | — |
| 147 | MiniMax MiniMax-M2.1 | MiniMax | Open | 205K | 38.3 | $0.30 | $1.20 | — |
| 148 | NVIDIA Nemotron 3 Nano 30B A3B | NVIDIA | Open | 262K | 38.2 | $0.05 | $0.20 | — |
| 149 | Z.ai (Zhipu) GLM-4.6V | Z.ai (Zhipu) | Open | 128K | 38.0 | $0.30 | $0.90 | — |
| 150 | Alibaba (Qwen) Qwen3.5 27B | Alibaba (Qwen) | Open | 262K | 38.0 | $0.30 | $2.40 | — |
| 151 | Google Gemma 4 31B IT | Open | 262K | 37.9 | $0.09 | $0.34 | 3 | |
| 152 | MiniMax MiniMax-M2.7 | MiniMax | Open | 205K | 37.7 | $0.30 | $1.20 | — |
| 153 | Anthropic Claude Haiku 4.5 | Anthropic | Proprietary | 200K | 37.7 | $1 | $5 | — |
| 154 | NVIDIA Nemotron 3.5 Lightning | NVIDIA | Open | 262K | 37.5 | $0.05 | $0.20 | — |
| 155 | DeepSeek DeepSeek-V3 | DeepSeek | Open | 164K | 37.5 | $0.24 | $0.90 | 73 |
| 156 | Z.ai (Zhipu) GLM-4.5V | Z.ai (Zhipu) | Open | 64K | 37.5 | $0.60 | $1.80 | 34 |
| 157 | Moonshot AI Kimi K2 (Jul 2025) | Moonshot AI | Open | 262K | 37.3 | $0.57 | $2.30 | 201 |
| 158 | Alibaba (Qwen) QwQ-32B | Alibaba (Qwen) | Open | — | 37.2 | — | — | — |
| 159 |  Cohere Command A | Cohere | Open | 256K | 37.1 | $2.50 | $10 | 28 |
| 160 | OpenAI GPT-4.1 | OpenAI | Proprietary | 1.05M | 37.1 | $2 | $8 | 116 |
| 161 | Tencent Hunyuan Turbos 20250226 | Tencent | Proprietary | — | 37.0 | — | — | — |
| 162 | Alibaba (Qwen) Qwen3-Coder 480B-A35B Instruct | Alibaba (Qwen) | Open | 262K | 37.0 | $1.50 | $7.50 | 67 |
| 163 | MiniMax MiniMax-M2 | MiniMax | Open | 205K | 37.0 | $0.30 | $1.20 | 17 |
| 164 | StepFun Step 3 | StepFun | Open | — | 36.8 | — | — | 7 |
| 165 | NVIDIA Nvidia Llama 3.3 Nemotron Super 49b v1.5 | NVIDIA | Open | 131K | 36.7 | $0.40 | $0.40 | — |
| 166 | Mistral AI Mistral Large 4 | Mistral AI | Proprietary | 1.05M | 36.6 | $0.68 | $2.09 | — |
| 167 | Google Gemini 2.0 Pro | Proprietary | — | 36.5 | — | — | — | |
| 168 | Google Gemini 2.5 Flash | Proprietary | 1.05M | 36.4 | $0.30 | $2.50 | 152 | |
| 169 | Cohere Command R+ | Cohere | Open | 128K | 36.4 | $2.50 | $10 | — |
| 170 | MiniMax MiniMax M1 | MiniMax | Open | 1M | 36.4 | $0.55 | $2.20 | — |
| 171 | IBM Granite 4.2 3b | IBM | Open | — | 36.3 | — | — | — |
| 172 | Inception Mercury 2 | Inception | Proprietary | 128K | 36.2 | $0.25 | $0.75 | — |
| 173 | Alibaba (Qwen) Qwen3 8B | Alibaba (Qwen) | Open | 131K | 36.1 | $0.18 | $0.70 | — |
| 174 | IBM Granite 4.1 8b | IBM | Open | — | 36.1 | — | — | — |
| 175 |  Allen Institute for AI (Ai2) Olmo 3.1 32b Instruct | Allen Institute for AI (Ai2) | Open | — | 36.1 | — | — | — |
| 176 | StepFun Step 1o Turbo 202506 | StepFun | Proprietary | — | 36.1 | — | — | — |
| 177 | Mistral AI Mistral Large 3 | Mistral AI | Open | 262K | 36.0 | $0.25 | $0.75 | 7 |
| 178 | OpenAI GPT-5 Nano | OpenAI | Proprietary | 400K | 35.9 | $0.05 | $0.40 | 4 |
| 179 | Z.ai (Zhipu) GLM-4.5 | Z.ai (Zhipu) | Open | 131K | 35.9 | $0.60 | $2.20 | 32 |
| 180 | Amazon Nova Premier 1.0 | Amazon | Proprietary | 1M | 35.8 | $2.50 | $12.50 | 9 |
| 181 | Allen Institute for AI (Ai2) Olmo 3.1 32b Think | Allen Institute for AI (Ai2) | Open | — | 35.7 | — | — | — |
| 182 | DeepSeek DeepSeek-R1-Distill-Qwen-32B | DeepSeek | Open | — | 35.7 | — | — | — |
| 183 | Alibaba (Qwen) Qwen2.5 Plus 1127 | Alibaba (Qwen) | Proprietary | — | 35.5 | — | — | — |
| 184 | Z.ai (Zhipu) GLM-4.7-Flash | Z.ai (Zhipu) | Open | 200K | 35.5 | $0.06 | $0.40 | — |
| 185 | 01.AI Yi-Lightning | 01.AI | Proprietary | — | 35.4 | — | — | — |
| 186 | Alibaba (Qwen) Qwen2.5-Max | Alibaba (Qwen) | Proprietary | — | 35.3 | — | — | — |
| 187 | StepFun Step 2 16k Exp 202412 | StepFun | Proprietary | — | 35.2 | — | — | — |
| 188 | Tencent Hunyuan Large 2025 02 10 | Tencent | Proprietary | — | 35.1 | — | — | — |
| 189 | Google Gemini 2.0 Flash-Lite | Proprietary | — | 35.0 | — | — | — | |
| 190 | Allen Institute for AI (Ai2) Olmo 3 32b Think | Allen Institute for AI (Ai2) | Open | — | 35.0 | — | — | — |
| 191 | Z.ai (Zhipu) GLM-4.5-Air | Z.ai (Zhipu) | Open | 131K | 35.0 | $0.20 | $1.10 | 160 |
| 192 | OpenAI o1-mini | OpenAI | Proprietary | — | 34.9 | — | — | — |
| 193 | DeepSeek DeepSeek-V2.5 (Sep 2024) | DeepSeek | Open | — | 34.8 | — | — | — |
| 194 | OpenAI GPT-4.1 mini | OpenAI | Proprietary | 1.05M | 34.7 | $0.40 | $1.60 | 86 |
| 195 | OpenAI gpt-oss-20b | OpenAI | Open | 131K | 34.6 | $0.018 | $0.09 | 96 |
| 196 | Tencent Hunyuan Large Vision | Tencent | Proprietary | — | 34.4 | — | — | — |
| 197 | Tencent Hunyuan Standard 2025 02 10 | Tencent | Proprietary | — | 34.2 | — | — | — |
| 198 | Google Gemma 3n E4b IT | Open | — | 34.2 | — | — | 13 | |
| 199 | NVIDIA Llama 3.1 Nemotron 70b Instruct | NVIDIA | Open | — | 34.1 | — | — | — |
| 200 | xAI Grok 2 Mini 2024 08 13 | xAI | Proprietary | — | 33.9 | — | — | — |
| 201 | Cohere C4ai Aya Expanse 8b | Cohere | Open | — | 33.6 | — | — | — |
| 202 | Mistral AI Magistral Medium | Mistral AI | Open | 262K | 33.5 | $2 | $5 | 0 |
| 203 | Alibaba (Qwen) Qwen2.5-Coder-32B | Alibaba (Qwen) | Open | 33K | 33.4 | $0.66 | $1 | — |
| 204 | Meta Llama 4 Maverick | Meta | Open | 128K | 33.4 | $0.19 | $0.65 | 456 |
| 205 | Google Gemini Advanced 0514 | Proprietary | — | 33.3 | — | — | — | |
| 206 | Cohere C4ai Aya Expanse 32b | Cohere | Open | 128K | 33.2 | — | — | — |
| 207 | xAI Grok 4.1 Fast | xAI | Proprietary | 128K | 33.1 | $0.20 | $0.50 | — |
| 208 | Alibaba (Qwen) Qwen3-4B | Alibaba (Qwen) | Open | — | 33.0 | — | — | — |
| 209 |  Microsoft Phi-4 | Microsoft | Open | 128K | 32.6 | $0.07 | $0.14 | — |
| 210 | Google Gemini 2.5 Flash-Lite | Proprietary | 1.05M | 32.5 | $0.10 | $0.40 | 172 | |
| 211 | OpenAI GPT-4.5 | OpenAI | Proprietary | — | 32.5 | — | — | — |
| 212 | DeepSeek Deepseek Coder v2 | DeepSeek | Open | — | 32.3 | — | — | — |
| 213 | xAI Grok 4 Fast | xAI | Proprietary | — | 32.0 | — | — | 577 |
| 214 | Google Gemini 2.0 Flash (Feb 2025) | Proprietary | — | 32.0 | — | — | 92 | |
| 215 | IBM Granite 4.0 H Small | IBM | Open | — | 32.0 | — | — | — |
| 216 | NVIDIA Nemotron 4 340b Instruct | NVIDIA | Open | — | 32.0 | — | — | — |
| 217 | Meta Llama 4 Scout | Meta | Open | 128K | 31.9 | $0.10 | $0.30 | 272 |
| 218 | NVIDIA Llama 3.1 Nemotron 51b Instruct | NVIDIA | Open | — | 31.9 | — | — | — |
| 219 | Alibaba (Qwen) Qwen1.5-110B | Alibaba (Qwen) | Open | — | 31.2 | — | — | — |
| 220 | IBM Granite 3.1 8b Instruct | IBM | Open | — | 31.1 | — | — | — |
| 221 | Cohere Command R | Cohere | Open | 128K | 31.0 | $0.15 | $0.60 | — |
| 222 | Mistral AI Mistral Small | Mistral AI | Open | 262K | 31.0 | $0.15 | $0.60 | 120 |
| 223 | Mistral AI Magistral Small | Mistral AI | Open | 128K | 30.9 | $0.50 | $1.50 | 0 |
| 224 | IBM Granite 3.1 2b Instruct | IBM | Open | — | 30.8 | — | — | — |
| 225 | DeepSeek DeepSeek-R1-Distill-Llama-70B | DeepSeek | Open | — | 30.7 | — | — | 18 |
| 226 | Meta Llama-3.3-70B-Instruct | Meta | Open | 128K | 30.6 | $0.10 | $0.32 | — |
| 227 | Meta Llama 3.1-405B | Meta | Open | — | 30.4 | — | — | 78 |
| 228 | Alibaba (Qwen) Qwen Max | Alibaba (Qwen) | Proprietary | 33K | 30.3 | $1.60 | $6.40 | — |
| 229 | Microsoft Phi 3 Medium 4k Instruct | Microsoft | Open | — | 30.2 | — | — | — |
| 230 | Mistral AI Mistral Large | Mistral AI | Open | 131K | 30.1 | $2 | $6 | — |
| 231 | Google Gemma 2 2b IT | Open | — | 29.9 | — | — | — | |
| 232 | Alibaba (Qwen) Qwen1.5-14B | Alibaba (Qwen) | Open | — | 29.8 | — | — | — |
| 233 | xAI Grok-2 (Dec 2024) | xAI | Proprietary | — | 29.8 | — | — | — |
| 234 | OpenAI o1-pro | OpenAI | Proprietary | 200K | 29.7 | $150 | $600 | — |
| 235 | Meta Llama 3.2 3B | Meta | Open | 131K | 29.7 | $0.05 | $0.33 | — |
| 236 | IBM Granite 3.0 8b Instruct | IBM | Open | — | 29.6 | — | — | — |
| 237 | Amazon Amazon Nova Micro | Amazon | Proprietary | 128K | 29.6 | $0.035 | $0.14 | — |
| 238 | OpenAI o3-pro | OpenAI | Proprietary | 200K | 29.5 | $20 | $80 | 1 |
| 239 | Google Gemini 1.5 Pro (May 2024) | Proprietary | — | 29.4 | — | — | — | |
| 240 | Microsoft Phi 3 Small 8k Instruct | Microsoft | Open | — | 29.1 | — | — | — |
| 241 | IBM Granite 3.0 2b Instruct | IBM | Open | — | 29.0 | — | — | — |
| 242 | OpenAI GPT-4o | OpenAI | Proprietary | 128K | 28.8 | $2.50 | $10 | — |
| 243 | Alibaba (Qwen) Qwen1.5-7B | Alibaba (Qwen) | Open | — | 28.7 | — | — | — |
| 244 | Microsoft Phi 3 Mini 4k Instruct June 2024 | Microsoft | Open | — | 28.6 | — | — | — |
| 245 | Anthropic Claude 3.5 Sonnet | Anthropic | Proprietary | — | 28.6 | — | — | — |
| 246 | Microsoft Phi 3 Mini 4k Instruct | Microsoft | Open | — | 28.5 | — | — | — |
| 247 | Google Gemma 1.1 7b IT | Open | — | 28.3 | — | — | — | |
| 248 | Meta Llama 2-7B | Meta | Open | — | 28.2 | — | — | — |
| 249 | Meta Llama 2-13B | Meta | Open | — | 28.1 | — | — | — |
| 250 | Amazon Amazon Nova Pro | Amazon | Proprietary | 300K | 27.4 | $0.80 | $3.20 | — |
| 251 | Alibaba (Qwen) Qwen Plus | Alibaba (Qwen) | Proprietary | 1M | 27.4 | $0.40 | $1.20 | 37 |
| 252 | Google Gemma 7B | Open | — | 27.3 | — | — | — | |
| 253 | Alibaba (Qwen) Qwen2.5 72B Instruct | Alibaba (Qwen) | Open | 131K | 27.0 | $1.40 | $5.60 | — |
| 254 | Microsoft Phi 3 Mini 128k Instruct | Microsoft | Open | — | 26.8 | — | — | — |
| 255 | Alibaba (Qwen) Qwen1.5 4b Chat | Alibaba (Qwen) | Open | — | 26.7 | — | — | — |
| 256 | Mistral AI Mistral Small 3.2 | Mistral AI | Open | 256K | 26.7 | $0.0938 | $0.25 | 68 |
| 257 | Google Gemma 3 12B | Open | 131K | 26.5 | $0.05 | $0.15 | — | |
| 258 | Google Gemma 1.1 2b IT | Open | — | 26.5 | — | — | — | |
| 259 | Amazon Amazon Nova Lite | Amazon | Proprietary | 300K | 26.3 | $0.06 | $0.24 | — |
| 260 | Google Gemini 1.5 Flash (May 2024) | Proprietary | — | 26.2 | — | — | — | |
| 261 | Google Gemma 3 27B | Open | 131K | 25.5 | $0.08 | $0.16 | 62 | |
| 262 | Microsoft Phi-4 Mini | Microsoft | Open | 128K | 25.3 | $0.075 | $0.30 | — |
| 263 | Mistral AI Mistral Small 3 | Mistral AI | Open | 33K | 25.1 | $0.05 | $0.08 | — |
| 264 | Allen Institute for AI (Ai2) Tulu 3 (Tülu 3) 70B | Allen Institute for AI (Ai2) | Open | — | 25.0 | — | — | — |
| 265 | Mistral AI Mistral Medium | Mistral AI | Open | 262K | 25.0 | $1.50 | $7.50 | 68 |
| 266 | Alibaba (Qwen) Qwen2.5 32B Instruct | Alibaba (Qwen) | Open | 131K | 24.9 | $0.70 | $2.80 | — |
| 267 | Anthropic Claude 3 Opus | Anthropic | Proprietary | — | 24.5 | — | — | — |
| 268 | OpenAI GPT-4 Turbo | OpenAI | Proprietary | 128K | 24.3 | $10 | $30 | — |
| 269 | Meta Llama 3.1-70B | Meta | Open | 128K | 24.2 | $0.40 | $0.40 | — |
| 270 | DeepSeek DeepSeek-R1-Distill-Qwen-14B | DeepSeek | Open | — | 24.1 | — | — | — |
| 271 | Mistral AI Mistral Small 3.1 | Mistral AI | Open | 128K | 22.6 | $0.35 | $0.56 | — |
| 272 | Alibaba (Qwen) Qwen Turbo | Alibaba (Qwen) | Proprietary | 1M | 22.2 | $0.05 | $0.20 | — |
| 273 | OpenAI GPT-4.1 nano | OpenAI | Proprietary | 1.05M | 21.8 | $0.10 | $0.40 | 135 |
| 274 | Meta Llama 3.2 90B | Meta | Open | — | 21.7 | — | — | — |
| 275 | Alibaba (Qwen) Qwen2-72B | Alibaba (Qwen) | Open | — | 21.2 | — | — | — |
| 276 | Anthropic Claude 3 Sonnet | Anthropic | Proprietary | — | 21.1 | — | — | — |
| 277 | Meta Llama 3-70B | Meta | Open | — | 20.8 | — | — | 104 |
| 278 | Alibaba (Qwen) Qwen3-1.7B | Alibaba (Qwen) | Open | — | 19.6 | — | — | — |
| 279 | Allen Institute for AI (Ai2) Olmo 2 0325 32b Instruct | Allen Institute for AI (Ai2) | Open | — | 19.5 | — | — | — |
| 280 | Google Gemma 2 27B | Open | 8K | 19.0 | $0.65 | $0.65 | — | |
| 281 | Anthropic Claude 3.5 Haiku | Anthropic | Proprietary | — | 18.7 | — | — | — |
| 282 | OpenAI GPT-4 | OpenAI | Proprietary | 8K | 18.4 | $30 | $60 | — |
| 283 | Allen Institute for AI (Ai2) OLMo 2 Furious 13B | Allen Institute for AI (Ai2) | Open | — | 18.3 | — | — | — |
| 284 | OpenAI GPT-4o mini | OpenAI | Proprietary | 128K | 17.7 | $0.15 | $0.60 | 120 |
| 285 | Anthropic Claude 3 Haiku | Anthropic | Proprietary | — | 17.3 | — | — | 41 |
| 286 | Alibaba (Qwen) Qwen2.5 7B Instruct | Alibaba (Qwen) | Open | 131K | 17.0 | $0.17 | $0.70 | — |
| 287 | Anthropic Claude 2 | Anthropic | Proprietary | — | 16.9 | — | — | — |
| 288 | Mistral AI Mistral | Mistral AI | Proprietary | — | 16.6 | — | — | — |
| 289 | Google Gemini 1.5 Flash 8B | Proprietary | — | 16.0 | — | — | — | |
| 290 | DeepSeek DeepSeek-R1-Distill-Qwen-1.5B | DeepSeek | Open | — | 16.0 | — | — | — |
| 291 | Google Gemini 1.0 Pro | Proprietary | — | 15.6 | — | — | — | |
| 292 | Anthropic Claude 2.1 | Anthropic | Proprietary | — | 15.4 | — | — | — |
| 293 | Mistral AI Mixtral 8x22B | Mistral AI | Open | 64K | 15.1 | $2 | $6 | — |
| 294 |  Databricks DBRX | Databricks | Open | — | 14.9 | — | — | — |
| 295 | 01.AI Yi-1.5-34B | 01.AI | Open | — | 14.8 | — | — | — |
| 296 | Alibaba (Qwen) Qwen1.5-32B | Alibaba (Qwen) | Open | — | 13.5 | — | — | — |
| 297 | Mistral AI Ministral 8B | Mistral AI | Open | 262K | 12.6 | $0.15 | $0.15 | — |
| 298 | Mistral AI Mistral Nemo | Mistral AI | Open | 128K | 12.3 | $0.15 | $0.15 | — |
| 299 | Google Gemma 3 4B | Open | 131K | 11.8 | $0.04 | $0.08 | 72 | |
| 300 | Alibaba (Qwen) Qwen1.5-72B | Alibaba (Qwen) | Open | — | 11.5 | — | — | — |
| 301 | Mistral AI Mixtral 8x7B | Mistral AI | Open | 32K | 11.0 | $0.70 | $0.70 | — |
| 302 | Mistral AI Ministral 3B | Mistral AI | Open | 131K | 10.4 | $0.10 | $0.10 | — |
| 303 | OpenAI GPT-3.5-turbo | OpenAI | Proprietary | 16K | 10.0 | $0.50 | $1.50 | — |
| 304 | IBM Granite 4.0 Micro | IBM | Open | 131K | 9.9 | $0.017 | $0.11 | — |
| 305 | Google Gemma 2 9B | Open | — | 9.7 | — | — | — | |
| 306 | Microsoft phi-3-medium 14B | Microsoft | Open | — | 9.1 | — | — | — |
| 307 | Meta Llama 3.1-8B | Meta | Open | 128K | 8.0 | $0.05 | $0.08 | — |
| 308 | Meta Llama 3-8B | Meta | Open | — | 7.8 | — | — | — |
| 309 | 01.AI Yi-34B | 01.AI | Open | — | 7.5 | — | — | — |
| 310 | Meta Llama 2-70B | Meta | Open | — | 7.4 | — | — | — |
| 311 | Mistral AI Mistral 7B | Mistral AI | Open | 8K | 7.4 | $0.25 | $0.25 | — |
| 312 | Meta Llama 3.2 1B | Meta | Open | 60K | 7.2 | $0.027 | $0.20 | — |
| 313 | DeepSeek DeepSeek LLM 67B | DeepSeek | Open | — | 7.0 | — | — | — |
| 314 | Google Gemma 3 1B | Open | — | 7.0 | — | — | — |
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Frequently asked questions
Which AI model knows the most?
As of October 2026, GPT-6 Astra leads the Noometry knowledge ranking with a score of 75.3, ahead of Gemini 3.8 Flash at 74.8. The two are close enough that new results could swap them.
What are the top 5 in this ranking?
GPT-6 Astra, Gemini 3.8 Flash, Gemini 3.1 Pro Preview, GPT-6.1 Sol, Gemini 3.7 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.