Model intelligence
291 AI models
Capability (Epoch Capabilities Index and individual benchmarks from Epoch AI), API list prices and context windows (OpenRouter), release dates and open-weight status. Benchmarks are shown individually - never merged into one invented score.
Epoch Capabilities Index by release date
Capability frontier
Source: Epoch AI (CC BY 4.0). ECI is Epoch's item-response model over many benchmarks; each model page shows its 90% confidence interval.
Blended $/1M tokens (3:1 input:output) vs ECI
Price vs capability
Only models with both an ECI score and an OpenRouter price. Normalisation: 75% input + 25% output price. Click a point to open the model.
| # | Model | ECI ↑ | Context | In $/M | Weights | Released |
|---|---|---|---|---|---|---|
| 101 | Qwen3-235B-A22B-Thinking (Jul 2025) | 143.9 | — | — | Open source | 25 Jul 2025 |
| 102 | Qwen 3.6 35B-A3B | 143.9 | — | — | Open source | 14 Apr 2026 |
| 103 | DeepSeek V3.2 Exp DeepSeek· reasoning | 145.0 | 164K | $0.27 | Open source | 29 Sep 2025 |
| 104 | MiniMax M2.7 MiniMax· reasoning | 145.8 | 205K | $0.21 | Open source | 18 Mar 2026 |
| 105 | GLM 5 Z.ai (Zhipu AI)· reasoning | 145.8 | 205K | $0.60 | Open source | 11 Feb 2026 |
| 106 | Kimi K2 Thinking Moonshot AI· reasoning | 146.0 | 262K | $0.60 | Open source | 6 Nov 2025 |
| 107 | DeepSeek V4 Flash 0423 DeepSeek· reasoning | 146.1 | 1.05M | $0.14 | Open source | 24 Apr 2026 |
| 108 | Nemotron 3 Ultra NVIDIA· reasoning | 146.2 | 262K | $0.60 | Open source | 4 Jun 2026 |
| 109 | DeepSeek V3.2 DeepSeek· reasoning | 146.3 | 164K | $0.28 | Open source | 1 Dec 2025 |
| 110 | Qwen3.6 27B Alibaba (Qwen)· reasoning | 146.5 | 262K | $0.32 | Open source | 22 Apr 2026 |
| 111 | Qwen3.5 397B A17B Alibaba (Qwen)· reasoning | 146.6 | 262K | $0.55 | Open source | 13 Feb 2026 |
| 112 | MiniMax M2.5 MiniMax· reasoning | 146.7 | 205K | $0.27 | Open source | 12 Feb 2026 |
| 113 | MiniMax M3 MiniMax· reasoning | 147.0 | 1.05M | $0.30 | Open source | 1 Jun 2026 |
| 114 | Kimi K2.5 Moonshot AI· reasoning | 148.1 | 262K | $0.45 | Open source | 27 Jan 2026 |
| 115 | Inkling Thinking Machines Lab· reasoning | 148.6 | 524K | $1.00 | Open source | 15 Jul 2026 |
| 116 | DeepSeek V4 Pro 0423 DeepSeek· reasoning | 149.1 | 1.05M | $0.96 | Open source | 24 Apr 2026 |
| 117 | Qwen 3.8 27B | 149.4 | — | — | Open source | 14 Aug 2026 |
| 118 | GLM 5.1 Z.ai (Zhipu AI)· reasoning | 149.9 | 205K | $1.40 | Open source | 7 Apr 2026 |
| 119 | Kimi K2.7 Code Moonshot AI· reasoning | 150.0 | 262K | $0.66 | Open source | 12 Jun 2026 |
| 120 | Inkling Small Thinking Machines Lab· reasoning | 150.1 | 524K | $0.45 | Open source | 15 Jul 2026 |
| 121 | Kimi K2.6 Moonshot AI· reasoning | 151.0 | 262K | $0.65 | Open source | 20 Apr 2026 |
| 122 | GLM 5.2 Z.ai (Zhipu AI)· reasoning | 151.8 | 1.05M | $0.14 | Open source | 16 Jun 2026 |
| 123 | GLM 5.3 Flash Z.ai (Zhipu AI)· reasoning | 151.9 | 1.05M | $0.15 | Open source | 20 Aug 2026 |
| 124 | DeepSeek V4 Flash 0731 DeepSeek· reasoning | 154.5 | 1.05M | $0.018 | Open source | 31 Jul 2026 |
| 125 | DeepSeek V4.1 Flash DeepSeek· reasoning | 155.0 | 1.05M | $0.30 | Open source | 9 Sep 2026 |
| 126 | DeepSeek V4 Pro 0813 DeepSeek· reasoning | 155.4 | 1.05M | $0.66 | Open source | 13 Aug 2026 |
| 127 | GLM 5.3 Z.ai (Zhipu AI)· reasoning | 155.6 | 1.05M | $1.40 | Open source | 14 Aug 2026 |
| 128 | Kimi K3 Moonshot AI· reasoning | 157.7 | 1.05M | $3.00 | Open source | 16 Jul 2026 |
| 129 | MiMo-V2.6-Pro Xiaomi· reasoning | — | 1.05M | $0.43 | Open source | 21 Sep 2026 |
| 130 | Qwen3.8 2.4T A95B Alibaba (Qwen)· reasoning | — | 1.05M | $2.00 | Open source | 12 Aug 2026 |
| 131 | MiMo-V2.6-Flash Xiaomi· reasoning | — | 1.05M | $0.14 | Open source | 21 Sep 2026 |
| 132 | Qwen3.8 27B Alibaba (Qwen)· reasoning | — | 1M | $0.42 | Open source | 14 Aug 2026 |
| 133 | MiMo-V2.5-Pro Xiaomi· reasoning | — | 1.05M | $0.43 | Open source | 22 Apr 2026 |
| 134 | Hy3 preview Tencent· reasoning | — | 262K | $0.18 | Open source | 22 Apr 2026 |
| 135 | Ling 3.0 Flash VL inclusionAI (Ant Group)· reasoning | — | 262K | $0.021 | Open source | 10 Sep 2026 |
| 136 | Ling 3.0 Flash inclusionAI (Ant Group)· reasoning | — | 262K | $0.021 | Open source | 23 Jul 2026 |
| 137 | LongCat 2.0 Meituan· reasoning | — | 1.05M | $0.30 | Open source | 20 Jul 2026 |
| 138 | Qwen3.6 35B A3B Alibaba (Qwen)· reasoning | — | 262K | $0.15 | Open source | 27 Apr 2026 |
| 139 | Qwen3.5-122B-A10B Alibaba (Qwen)· reasoning | — | 262K | $0.26 | Open source | 25 Feb 2026 |
| 140 | DeepSeek V3.1 Terminus DeepSeek· reasoning | — | 164K | $0.30 | Open source | 22 Sep 2025 |
| 141 | Command A | — | 256K | $2.50 | Open source | 13 Mar 2025 |
| 142 | Nemotron 3.5 Lightning NVIDIA· reasoning | — | 262K | $0.060 | Open source | 11 Aug 2026 |
| 143 | Nemotron 3 Super NVIDIA· reasoning | — | 262K | $0.080 | Open source | 11 Mar 2026 |
| 144 | Qwen3 235B A22B Thinking 2507 Alibaba (Qwen)· reasoning | — | 131K | $0.23 | Open source | 25 Jul 2025 |
| 145 | Mistral Small 4 Mistral AI· reasoning | — | 262K | $0.15 | Open source | 16 Mar 2026 |
| 146 | Granite 4.2 8B IBM· reasoning | — | 131K | $0.060 | Open source | 31 Aug 2026 |
| 147 | Trinity Large Thinking Arcee AI· reasoning | — | 262K | $0.25 | Open source | 1 Apr 2026 |
| 148 | Qwen3 30B A3B Thinking 2507 Alibaba (Qwen)· reasoning | — | 82K | $0.20 | Open source | 28 Aug 2025 |
| 149 | DeepSeek V3 0324 | — | 164K | $0.29 | Open source | 24 Mar 2025 |
| 150 | Qwen3 Coder Next | — | 262K | $0.12 | Open source | 4 Feb 2026 |
| 151 | Nemotron 3 Nano 30B A3B NVIDIA· reasoning | — | 262K | $0.050 | Open source | 14 Dec 2025 |
| 152 | Devstral 2 2512 | — | 262K | $0.40 | Open source | 9 Dec 2025 |
| 153 | Ministral 3 14B 2512 | — | 262K | $0.20 | Open source | 2 Dec 2025 |
| 154 | Ministral 3 8B 2512 | — | 262K | $0.15 | Open source | 2 Dec 2025 |
| 155 | Ministral 3 3B 2512 | — | 131K | $0.10 | Open source | 2 Dec 2025 |
| 156 | Ternary Bonsai 2 27B PrismML· reasoning | — | 262K | $0.075 | Open source | 18 Sep 2026 |
| 157 | Schematron V2 Turbo | — | 128K | $0.030 | Open source | 12 Sep 2026 |
| 158 | Schematron V2 Small | — | 128K | $0.050 | Open source | 12 Sep 2026 |
| 159 | Nex-N2.5-Pro Nex AGI· reasoning | — | 262K | $0.075 | Open source | 8 Sep 2026 |
| 160 | Nex-N2.5-Mini Nex AGI· reasoning | — | 262K | $0.025 | Open source | 8 Sep 2026 |
| 161 | Hy4 preview Tencent· reasoning | — | 1.05M | $0.83 | Open source | 28 Aug 2026 |
| 162 | Tencent Hy4 preview (unknown) | — | — | — | Open source | 28 Aug 2026 |
| 163 | Qwen3.8 Flash Alibaba (Qwen)· reasoning | — | 1M | $0.15 | Open source | 26 Aug 2026 |
| 164 | DeepSeek V4 Flash Vision Exp DeepSeek· reasoning | — | 1.05M | $0.22 | Open source | 21 Aug 2026 |
| 165 | Hy-MT2-1.8B | — | 8K | $0.044 | Open source | 20 Aug 2026 |
| 166 | Hy-MT2-30B-A3B | — | 8K | $0.074 | Open source | 20 Aug 2026 |
| 167 | GLM-5.3-Flash (unknown) | — | — | — | Open source | 20 Aug 2026 |
| 168 | Hy-MT2-7B | — | 8K | $0.074 | Open source | 19 Aug 2026 |
| 169 | Muse Glimmer 30B Meta· reasoning | — | 131K | $0.35 | Open source | 9 Aug 2026 |
| 170 | Laguna S 2.1 Poolside· reasoning | — | 1.05M | $0.090 | Open source | 21 Jul 2026 |
| 171 | Hy3 Tencent· reasoning | — | 262K | $0.13 | Open source | 6 Jul 2026 |
| 172 | Laguna XS 2.1 Poolside· reasoning | — | 262K | $0.060 | Open source | 2 Jul 2026 |
| 173 | Nemotron 3.5 Content Safety NVIDIA· reasoning | — | 131K | $0.20 | Open source | 4 Jun 2026 |
| 174 | Step 3.7 Flash StepFun· reasoning | — | 262K | $0.20 | Open source | 28 May 2026 |
| 175 | Laguna XS.2 | — | — | — | Open source | 28 Apr 2026 |
| 176 | DeepSeek v4 Pro (unknown thinking) | — | — | — | Open source | 24 Apr 2026 |
| 177 | DeepSeek v4 Pro (high) | — | — | — | Open source | 24 Apr 2026 |
| 178 | DeepSeek v4 (unknown) | — | — | — | Open source | 24 Apr 2026 |
| 179 | DeepSeek v4 Flash (max) | — | — | — | Open source | 24 Apr 2026 |
| 180 | MiMo-V2.5 Xiaomi· reasoning | — | 1.05M | $0.14 | Open source | 22 Apr 2026 |
| 181 | Reka Edge Reka AI· reasoning | — | 16K | $0.10 | Open source | 20 Mar 2026 |
| 182 | Qwen3.5-27B Alibaba (Qwen)· reasoning | — | 262K | $0.20 | Open source | 25 Feb 2026 |
| 183 | Qwen3.5-4B | — | — | — | Open source | 24 Feb 2026 |
| 184 | Qwen3.5-2B | — | — | — | Open source | 24 Feb 2026 |
| 185 | Step 3.5 Flash StepFun· reasoning | — | 262K | $0.10 | Open source | 29 Jan 2026 |
| 186 | Kimi K2.5 (Fireworks) | — | — | — | Open source | 27 Jan 2026 |
| 187 | GLM 4.7 Flash Z.ai (Zhipu AI)· reasoning | — | 200K | $0.060 | Open source | 19 Jan 2026 |
| 188 | MiniMax M2.1 MiniMax· reasoning | — | 205K | $0.30 | Open source | 23 Dec 2025 |
| 189 | GLM-4.7 (Together) | — | — | — | Open source | 22 Dec 2025 |
| 190 | GLM-4.7 (Novita) | — | — | — | Open source | 22 Dec 2025 |
| 191 | GLM 4.6V Z.ai (Zhipu AI)· reasoning | — | 131K | $0.30 | Open source | 8 Dec 2025 |
| 192 | Mistral Large 3 | — | — | — | Open source | 2 Dec 2025 |
| 193 | DeepSeek-V3.2 (Thinking; Fireworks) | — | — | — | Open source | 1 Dec 2025 |
| 194 | DeepSeek-V3.2 (Thinking; Novita) | — | — | — | Open source | 1 Dec 2025 |
| 195 | DeepSeek-V3.2-Speciale | — | — | — | Open source | 1 Dec 2025 |
| 196 | Kimi K2 Thinking Turbo | — | — | — | Open source | 6 Nov 2025 |
| 197 | Kimi K2 Thinking (Together) | — | — | — | Open source | 6 Nov 2025 |
| 198 | Voxtral Small 24B 2507 | — | 33K | $0.10 | Open source | 30 Oct 2025 |
| 199 | gpt-oss-safeguard-20b OpenAI· reasoning | — | 131K | $0.075 | Open source | 29 Oct 2025 |
| 200 | MiniMax M2 MiniMax· reasoning | — | 205K | $0.30 | Open source | 23 Oct 2025 |
Showing 100 of 291. Benchmark cells are % (best reported setting). 3.8K benchmark results in total.← PrevNext →Export CSV