# intelligence benchmark

| \# | model | intelligence | $/task | card | cheapest list | cheapest effective | unit | providers | tokens/week |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | `anthropic/claude-fable-5.2` | 64.6 |  | 8.0 | 8.0 amazon-bedrock | 0.6384 amazon-bedrock |  | 4 | 36840161559 |
| 2 | `anthropic/claude-opus-5.5` | 59.1 |  | 4.0 | 4.0 google-vertex/global | 0.3928 google-vertex/europe |  | 5 | 285560996859 |
| 3 | `openai/gpt-6-astra` | 56.9 |  | 10.0 | 5.0 openai/flex | 1.0297 openai/flex |  | 3 | 14992636976 |
| 4 | `openai/gpt-6.1-sol` | 54.6 |  | 2.0 | 1.0 openai/flex | 0.114 openai/flex |  | 3 | 130198477602 |
| 5 | `anthropic/claude-sonnet-5.5` | 54.5 |  | 2.0 | 2.0 amazon-bedrock | 0.4121 google-vertex/us |  | 5 | 98657295780 |
| 6 | `qwen/qwen3.8-max` | 53.4 |  |  | 2.0 alibaba | 0.58 alibaba |  | 1 | 3118556904 |
| 7 | `anthropic/claude-fable-5.1` | 53.4 |  | 10.0 | 10.0 amazon-bedrock | 2.1238 anthropic |  | 4 | 7992736422 |
| 8 | `openai/gpt-6.1-terra` | 51.3 |  | 1.0 | 0.5 openai/flex | 0.0586 openai/flex |  | 3 | 49710781370 |
| 9 | `anthropic/claude-opus-5` | 50.7 |  | 5.0 | 5.0 amazon-bedrock | 1.1422 anthropic |  | 5 | 10866516566 |
| 10 | `google/gemini-4-argon` | 50.4 |  |  | 1.0 google-ai-studio/flex | 0.4915 google-ai-studio/flex |  | 2 | 36155717606 |
| 11 | `anthropic/claude-fable-5` | 49.7 |  | 10.0 | 10.0 azure | 3.0734 anthropic |  | 5 | 1985247563 |
| 12 | `openai/gpt-5.6-sol` | 47.1 |  | 4.0 | 2.0 openai/flex | 1.2191 amazon-bedrock/global |  | 3 | 11355341561 |
| 13 | `moonshotai/kimi-k3.1-pro` | 46.5 |  | 2.0 | 0.303 wafer/us | 0.2079 relace/fp4 |  | 17 | 133701237867 |
| 14 | `z-ai/glm-5.3` | 44.9 |  | 1.4 | 0.0699 wafer/us | 0.069 wafer/us |  | 39 | 274701189780 |
| 15 | `x-ai/grok-4.6` | 44.4 |  | 2.0 | 2.0 xai/zdr | 0.7726 amazon-bedrock/us-west-2 |  | 2 | 2933970983 |
| 16 | `openai/gpt-6-sol` | 44.2 |  | 2.0 | 1.0 openai/flex | 0.4636 openai/flex |  | 3 | 9288116893 |
| 17 | `moonshotai/kimi-k3` | 43.8 |  | 3.0 | 0.153 wafer/fast | 0.1517 wafer/us |  | 22 | 64194553722 |
| 18 | `meta/muse-wonder` | 43.6 |  | 4.0 | 4.0 google-vertex/global | 0.6402 meta |  | 2 | 3133805225 |
| 19 | `openai/gpt-5.6-terra` | 42.3 |  | 2.0 | 1.0 openai/flex | 0.3776 azure/eu |  | 3 | 5010008874 |
| 20 | `anthropic/claude-opus-4.8` | 42.0 |  | 5.0 | 5.0 azure/global | 1.1838 amazon-bedrock |  | 5 | 8174729253 |
| 21 | `google/gemini-3.8-flash` | 41.2 |  |  | 0.375 google-ai-studio/flex | 0.1774 google-ai-studio/flex |  | 2 | 72268436836 |
| 22 | `meta/muse-spark-1.2` | 39.8 |  | 1.25 | 1.25 meta | 0.7188 meta |  | 1 | 87653776 |
| 23 | `deepseek/deepseek-v4.1-flash` | 39.5 |  | 0.15 | 0.006 relace/fp4 | 0.0048 primeintellect |  | 32 | 876785419680 |
| 24 | `google/gemini-3.7-flash` | 39.4 |  |  | 0.375 google-vertex/global/flex | 0.1311 google-ai-studio/flex |  | 2 | 17644269641 |
| 25 | `x-ai/grok-4.5` | 39.1 |  | 2.0 | 2.0 xai | 0.8113 xai/zdr |  | 1 | 2337764706 |
| 26 | `openai/gpt-5.5` | 38.6 |  | 5.0 | 2.5 openai/flex | 0.9646 openai/flex |  | 3 | 2597779081 |
| 27 | `anthropic/claude-sonnet-5` | 38.4 |  | 2.0 | 2.0 azure/global | 0.3083 google-vertex/us |  | 5 | 21124505126 |
| 28 | `openai/gpt-5.6-luna` | 37.5 |  | 0.2 | 0.1 openai/flex | 0.0479 openai/flex |  | 3 | 70996018994 |
| 29 | `meta/muse-spark-1.3` | 36.6 |  | 1.25 | 1.25 google-vertex/global | 0.346 meta |  | 2 | 3405256128 |
| 30 | `anthropic/claude-haiku-5.5` | 36.5 |  | 0.1 | 0.1 amazon-bedrock | 0.0426 azure/global |  | 5 | 153020340408 |
| 31 | `deepseek/deepseek-v4-pro-0813` | 36.3 |  | 1.32 | 0.0999 relace/fp4 | 0.0998 relace/fp4 |  | 24 | 40426961697 |
| 32 | `x-ai/grok-4.7` | 35.5 |  | 2.0 | 2.0 amazon-bedrock/global | 0.6806 xai/zdr |  | 2 | 22745463202 |
| 33 | `tencent/hy4` | 34.6 |  | 0.417 | 0.417 tencent/fp4 | 0.0818 tencent/fp4 |  | 1 | 1310186705857 |
| 34 | `deepseek/deepseek-v4-flash-0731` | 34.5 |  | 0.44 | 0.03 open-inference/fp4 | 0.0143 streamlake/fp8 |  | 37 | 328583524783 |
| 35 | `google/gemini-3.6-flash` | 34.3 |  |  | 0.375 google-ai-studio/flex | 0.3228 google-vertex/global/flex |  | 2 | 3921969355 |
| 36 | `meta/muse-spark-1.1` | 34.3 |  | 1.25 | 1.25 meta | 0.7166 meta |  | 1 | 136778709 |
| 37 | `z-ai/glm-5.2` | 34.0 |  | 1.4 | 0.0066 relace/fp4 | 0.0062 wafer/us |  | 34 | 69415166061 |
| 38 | `qwen/qwen3.8-27b` | 33.9 |  |  | 0.035 darkbloom/fp4 | 0.0104 chutes/fp8 |  | 26 | 40365538593 |
| 39 | `qwen/qwen3.8-max-0902` | 33.7 |  |  | 2.0 alibaba/us-east-1 | 0.3595 alibaba |  | 1 | 9328705685 |
| 40 | `google/gemini-3.5-flash` | 33.0 |  |  | 0.75 google-vertex/global/flex | 0.2535 google-ai-studio/flex |  | 2 | 1886001122 |
| 41 | `deepseek/deepseek-v4-pro` | 30.9 |  | 0.66 | 0.66 deepseek | 0.1878 streamlake/fp8 |  | 21 | 60197337029 |
| 42 | `anthropic/claude-sonnet-4.6` | 30.5 |  | 3.0 | 3.0 claude-on-aws | 1.103 amazon-bedrock/global |  | 5 | 9899031571 |
| 43 | `xiaomi/mimo-v2.6-pro` | 29.9 |  | 0.435 | 0.3262 gmicloud/bf16 | 0.0282 gmicloud/bf16 |  | 5 | 35587797273 |
| 44 | `minimax/minimax-m3.1-flash` | 29.1 |  | 0.15 | 0.1125 gmicloud/fp8 | 0.0188 gmicloud/fp8 |  | 12 | 167627073380 |
| 45 | `deepseek/deepseek-v4.1-flash-1017` | 28.6 |  | 0.3 | 0.006 relace/fp4 | 0.0044 deepinfra/fp8/flex |  | 41 | 2872627738444 |
| 46 | `stepfun/step-5-preview` | 28.5 |  | 1.0 | 1.0 featherless/fp4 | 0.1032 featherless/fp4 |  | 2 | 374084818155 |
| 47 | `upstage/solar-pro4` | 28.2 |  | 0.15 | 0.15 upstage/zdr | 0.0893 upstage/zdr |  | 2 | 12956099104 |
| 48 | `openai/gpt-6-luna` | 27.9 |  | 0.1 | 0.05 openai/flex | 0.0304 azure |  | 3 | 332026376323 |
| 49 | `z-ai/glm-5.3-flash` | 27.8 |  | 0.15 | 0.0399 relace/fp4 | 0.0202 primeintellect |  | 40 | 873359587942 |
| 50 | `moonshotai/kimi-k2.6` | 27.5 |  | 0.95 | 0.39 chutes/int4 | 0.2278 chutes/int4 |  | 22 | 4493003118 |
| 51 | `xiaomi/mimo-v2.6-flash` | 26.7 |  | 0.14 | 0.1 io-net/fp8 | 0.0109 gmicloud/bf16 |  | 9 | 203188495731 |
| 52 | `xiaomi/mimo-v2.5-pro` | 26.4 |  | 0.435 | 0.3045 gmicloud/bf16 | 0.0612 xiaomi/fp8 |  | 7 | 17780584423 |
| 53 | `mistralai/mistral-large-4-0` | 26.1 |  | 0.77 | 0.7 mistral/zdr | 0.1495 mistral/zdr |  | 1 | 2631206951 |
| 54 | `thinkingmachines/inkling` | 25.5 |  |  | 0.95 deepinfra/fp8 | 0.6664 together |  | 3 | 4113949057 |
| 55 | `x-ai/grok-4.3` | 25.4 |  | 1.25 | 1.25 xai/zdr | 0.8542 xai |  | 1 | 1834920557 |
| 56 | `meta/muse-spark-open` | 24.9 |  |  | 1.25 baseten/fp4 | 0.2765 makora/fp4 |  | 5 | 3524458656 |
| 57 | `deepseek/deepseek-v4-flash` | 24.8 |  | 0.22 | 0.05 relace/fp4 | 0.0203 open-inference/fp8 |  | 24 | 270400974317 |
| 58 | `openai/gpt-5.4-mini` | 24.6 |  | 0.75 | 0.375 openai/flex | 0.0616 openai/flex |  | 2 | 3872674407 |
| 59 | `openai/gpt-5.4-nano` | 21.2 |  | 0.2 | 0.1 openai/flex | 0.0492 openai/flex |  | 2 | 2557538989 |
| 60 | `minimax/minimax-m3` | 18.9 |  | 0.3 | 0.224 deepinfra/fp8/flex | 0.0617 gmicloud/fp8 |  | 14 | 44263895441 |
| 61 | `reflection/beam-1.0-501b-a23b` | 17.7 |  |  | 0.25 nebius/fp4 | 0.0612 together |  | 5 | 2133248564 |
| 62 | `openai/gpt-5-mini` | 17.4 |  | 0.25 | 0.125 openai/flex | 0.0401 openai/flex |  | 2 | 3107895431 |
| 63 | `cohere/command-a` | 13.9 |  | 2.5 | 2.5 cohere | 2.4997 cohere |  | 1 | 869114 |
| 64 | `nvidia/nemotron-3.5-super-vl` | 13.6 |  |  | 0.06 darkbloom/nvfp4 | 0.0342 primeintellect/nvfp4 |  | 10 | 20357642819 |
| 65 | `thinkingmachines/inkling-small` | 12.9 |  |  | 0.45 deepinfra/fp8 | 0.1244 baseten/fp8 |  | 3 | 678682468 |
| 66 | `openai/gpt-oss-120b` | 12.3 |  |  | 0.03 akashml/bf16 | 0.0204 near-ai/fp4 |  | 24 | 17933485366 |
| 67 | `nvidia/nemotron-3-ultra-550b-a55b` | 11.8 |  |  | 0.4 deepinfra/fp4/flex | 0.1239 deepinfra/fp4/flex |  | 5 | 3953055525 |
| 68 | `google/gemini-3.5-flash-lite` | 11.7 |  |  | 0.15 google-vertex/global/flex | 0.0898 google-vertex/global/flex |  | 2 | 9561684016 |
| 69 | `openai/o3-mini-high` | 11.0 |  | 1.1 | 1.1 openai | 1.0833 openai |  | 1 | 644912 |
| 70 | `openai/gpt-oss-20b` | 9.0 |  |  | 0.018 darkbloom/fp8 | 0.0151 darkbloom/fp8 |  | 15 | 6275183458 |
| 71 | `anthropic/claude-haiku-4.5` | 7.4 |  | 1.0 | 1.0 azure/global | 0.2343 amazon-bedrock/eu-west-1 |  | 4 | 5892262965 |
| 72 | `meta/muse-glimmer-30b` | 6.3 |  |  | 0.3 deepinfra/bf16 | 0.0604 phala |  | 5 | 1054845788 |
| 73 | `cohere/command-a-plus` | 6.2 |  | 0.3 | 0.3 cohere/fp8 | 0.3 cohere/fp8 |  | 1 | 145538718 |
| 74 | `google/gemini-3.1-flash-lite-preview` | 6.2 |  |  | 0.125 google-ai-studio/flex | 0.1204 google-ai-studio/flex |  | 1 | 3284485566 |
| 75 | `nvidia/nemotron-3.5-lightning` | 5.5 |  |  | 0.025 darkbloom/int4 | 0.0176 darkbloom/int4 |  | 8 | 980694613 |
| 76 | `ibm-granite/granite-4.2-8b` | 5.1 |  |  | 0.06 coreweave/bf16 | 0.0212 coreweave/bf16 |  | 2 | 97973447 |
| 77 | `mistralai/mistral-medium-3-5` | 4.6 |  | 1.5 | 1.5 mistral | 1.4999 mistral |  | 1 | 353189640 |
| 78 | `google/gemma-4-31b-it` | 4.4 |  |  | 0.08 open-inference/bf16 | 0.0798 open-inference/bf16 |  | 22 | 25864564273 |
| 79 | `mistralai/mistral-small-2603` | 4.3 |  | 0.15 | 0.15 mistral | 0.0682 mistral/zdr |  | 2 | 1178140212 |