Open-weights LLM ranking — overall
# new releases
scored as 70% aa_intelligence · 30% bench_composite (renormalized when signals are missing) — methodology
| # | model | score | $/M in ⇄ | params | ctx |
|---|---|---|---|---|---|
| 1 | deepseek-v4-pro | ● 45.6 | $0.53 | 862B | 1024k |
| 2 | minimax-m3 | ● 36.8 | $0.20 | 427B | 1024k |
| 3 | k2-horizon-375b-a23b | ● 29.6 | — | 379.2B | — |
| 4 | inkling | ● 13.3 | $0.95 | 975B | 512k |
| 5 | granite-4.2-3b | ● 0.7 | $0.03 | 3.7B | — |
| — | deepseek-v4.1-flash-1017 | ● 100.0 | $0.04 | 763.2B | 1024k |
| — | glm-5.3 | ● 92.3 | $0.07 | 753.3B | 1024k |
| — | mimo-v2.6-pro | ● 84.6 | $0.43 | 1024.2B | 1050k |
| — | kimi-k2-0905 | ● 81.3 | $0.50 | 1000B (A32B) | 256k |
| — | kimi-k3 | ● 76.9 | $0.15 | 2800B | 1024k |
| — | minimax-m3.1-flash | ● 76.9 | $0.05 | 220.5B | 1024k |
| — | minimax-m2.5 | ● 72.5 | $0.15 | 229B (A10B) | 200k |
| — | hy3 | ● 69.8 | $0.13 | 298.8B | 256k |
| — | glm-5.3-flash | ● 69.2 | $0.03 | 321.3B | 1024k |
| — | qwen3-coder-480b-a35b | ● 68.8 | $0.25 | 480B (A35B) | 256k |
| — | glm-5 | ● 68.7 | $0.60 | 754B | 200k |
| — | mimo-v2.6-flash | ● 61.5 | $0.09 | 310.8B | 1050k |
| — | deepseek-r1 | ● 56.3 | $0.55 | 671B (A37B) | — |
| — | kimi-k2.5 | ● 56.0 | $0.45 | 1059B (A32B) | 256k |
| — | muse-spark-open | ● 53.8 | $1.25 | 822B | 1024k |
| — | kimi-k2-thinking | ● 52.1 | $0.30 | 1000B (A32B) | 256k |
| — | deepseek-v3.2 | ● 47.6 | $0.21 | 671B (A37B) | 160k |
| — | nemotron-3-nano-30b-a3b | ● 47.6 | $0.05 | 31.6B | 256k |
| — | kimi-k2.6 | ● 45.9 | $0.38 | 1059B (A32B) | 256k |
| — | beam-1.0-501b-a23b | ● 44.8 | $0.25 | 501.3B | 1024k |
| — | qwen3-coder-30b-a3b | ● 43.8 | $0.07 | 30.5B (A3.3B) | 256k |
| — | step-3.5-flash | ● 42.3 | $0.10 | 199.4B | 256k |
| — | glm-5.1 | ● 40.4 | $0.90 | 754B | 200k |
| — | kimi-k2-instruct | ● 40.3 | $0.50 | 1000B (A32B) | 128k |
| — | deepswe-preview | ● 39.6 | — | 32.8B | — |
| — | qwq-32b | ● 39.6 | $0.15 | 32.8B | — |
| — | glm-5.2 | ● 39.3 | $0.01 | 753B | 1024k |
| — | kimi-k2.7-code | ● 38.5 | $0.38 | 1059B (A32B) | 256k |
| — | qwen3.8-27b | ● 38.5 | $0.01 | 27.8B | 1000k |
| — | qwen3-235b-a22b | ● 37.8 | $0.20 | 235B (A22B) | — |
| — | glm-4.6 | ● 36.0 | $0.43 | 355B (A32B) | 200k |
| — | deepseek-v3 | ● 35.4 | $0.19 | 671B (A37B) | 160k |
| — | devstral-small-2512 | ● 35.4 | — | 24B | — |
| — | qwen3.5-122b-a10b | ● 34.1 | $0.11 | 125B (A10B) | 256k |
| — | deepseek-v4-flash | ● 33.1 | $0.05 | 158B | 1024k |
| — | longcat-flash-thinking-2601 | ● 33.1 | — | 561.9B | — |
| — | devstral-2-2512 | ● 31.3 | $0.40 | 123B | 256k |
| — | llama-4-maverick | ● 31.3 | $0.12 | 400B (A17B) | 512k |
| — | qwen2.5-coder-32b | ● 31.3 | $0.06 | 32.8B | 32k |
| — | gpt-oss-120b | ● 29.2 | $0.02 | 117B (A5.1B) | 128k |
| — | deepseek-r1-0528 | ● 29.0 | $0.20 | 671B (A37B) | 160k |
| — | glm-4.5 | ● 28.1 | $0.60 | 355B (A32B) | 128k |
| — | qwen3-vl-235b-a22b-thinking | ● 28.0 | $0.40 | 235.7B (A22B) | — |
| — | gemma-3-27b-it | ● 27.1 | $0.08 | 27B | 128k |
| — | glm-4.7 | ● 26.4 | $0.40 | 358B | 200k |
| — | granite-4.2-30b | ● 25.6 | $0.16 | 29.3B | — |
| — | qwen3.5-27b | ● 25.1 | $0.20 | 27.8B | 256k |
| — | qwen3.5-35b-a3b | ● 25.1 | $0.07 | 36B (A3B) | 256k |
| — | qwen3-next-80b-a3b-thinking | ● 23.2 | $0.14 | 81.3B (A3B) | — |
| — | devstral-small-2505 | ● 22.9 | — | 23.6B | — |
| — | qwen3-32b | ● 21.9 | $0.07 | 32.8B | 128k |
| — | qwen3.6-27b | ● 20.8 | $0.15 | 27.8B | 256k |
| — | step3-vl-10b | ● 20.7 | — | 10.2B | — |
| — | qwen3.5-397b-a17b | ● 20.4 | $0.16 | 403B (A17B) | 256k |
| — | k2-horizon-7b | ● 19.8 | — | 9B | — |
| — | minimax-m2.1 | ● 19.5 | $0.30 | 229B (A10B) | 200k |
| — | glm-4.7-flash | ● 16.5 | $0.02 | 31.2B | 200k |
| — | minimax-m2 | ● 16.0 | $0.15 | 229B (A10B) | 200k |
| — | granite-4.2-8b | ● 15.9 | $0.06 | 8.8B | 128k |
| — | nemotron-3.5-super-vl | ● 15.4 | $0.06 | — | 1024k |
| — | nemotron-3-super-120b-a12b | ● 15.2 | $0.08 | — | 1024k |
| — | devstral-small-2507 | ● 14.6 | — | 24B | — |
| — | muse-glimmer-30b | ● 13.9 | $0.25 | 29.8B | 128k |
| — | qwen3-vl-30b-a3b-thinking | ● 13.4 | $0.20 | 30.5B (A3B) | 256k |
| — | qwen3-vl-8b-thinking | ● 6.1 | — | 8.8B | — |
| — | qwen3.6-35b-a3b | ● 5.6 | $0.02 | 36B (A3.3B) | 256k |
| — | minicpm-sala | ● 2.4 | — | 9.5B | — |
| — | nemotron-3-ultra-550b-a55b | ● 1.9 | $0.40 | 560.5B | 256k |
| — | deepseek-v3.1 | ● — | $0.25 | 671B (A37B) | 160k |
| — | gemma-3n-e2b-it | ● — | — | 5.4B | — |
| — | gemma-4-12b-it | ● — | $0.30 | 12B | — |
| — | gemma-4-26b-a4b-it | ● — | $0.02 | 26.5B (A4B) | 256k |
| — | gemma-4-31b-it | ● — | $0.10 | 32.7B | 256k |
| — | gemma-4-e2b-it | ● — | — | 5.1B | — |
| — | glm-4.5-air | ● — | $0.13 | 106B (A12B) | 128k |
| — | k2-horizon-0.9b | ● — | — | 1.1B | — |
| — | lfm-2.5-2.6b | ● — | $0.35 | 2.7B | 125k |
| — | llama-3.1-nemotron-nano-8b-v1 | ● — | — | 8B | — |
| — | longcat-flash-lite | ● — | — | 69.1B | — |
| — | magistral-small-2506 | ● — | — | 24B | — |
| — | minimax-m1 | ● — | $0.40 | 456B (A45.9B) | 1000k |
| — | nvidia-nemotron-nano-9b-v2 | ● — | $0.04 | 8.9B | — |
| — | phi-4-reasoning-plus | ● — | $0.12 | 14.7B | — |
| — | qwen3-14b | ● — | $0.07 | 14.8B | 40k |
| — | qwen3-235b-a22b-instruct-2507 | ● — | $0.09 | 235.1B (A22B) | 256k |
| — | qwen3-30b-a3b | ● — | $0.10 | 30.5B (A3.3B) | 40k |
| — | qwen3-vl-235b-a22b-instruct | ● — | $0.20 | 235.7B (A22B) | 256k |
| — | qwen3-vl-30b-a3b-instruct | ● — | $0.15 | 30.5B (A3B) | 256k |
| — | qwen3-vl-32b-instruct | ● — | $0.16 | 33.4B | — |
| — | qwen3-vl-4b-instruct | ● — | — | 4.4B | — |
| — | qwen3-vl-8b-instruct | ● — | $0.08 | 8.8B | 256k |
| — | a.x-k1 | ● — | — | 519B | — |
| — | a.x-k2 | ● — | — | 691.7B | — |
| — | deepseek-chat-v3-0324 | ● — | $0.24 | 684.5B | 160k |
| — | deepseek-v3.1-terminus | ● — | $0.27 | 671B (A37B) | 160k |
| — | deepseek-v4-flash-0731 | ● — | $0.06 | 158B | 1024k |
| — | deepseek-v4-pro-0813 | ● — | $0.10 | 1650.5B | 1024k |
| — | deepseek-v4.1-flash | ● — | $0.01 | 763.2B | 1024k |
| — | g9v3-39a5b | ● — | — | 39B | — |
| — | g9v3-3b | ● — | — | 3B | — |
| — | gemma-2-9b-it | ● — | — | 9.2B | — |
| — | gemma-3-12b-it | ● — | $0.05 | 12B | 128k |
| — | gemma-3n-e4b | ● — | — | 7.8B | — |
| — | gemma-4-e4b | ● — | — | 8B | — |
| — | gigachat3.5-432b-a28b | ● — | — | 432B (A28B) | — |
| — | glm-4.6v | ● — | $0.30 | 107.7B | 128k |
| — | gpt-oss-20b | ● — | $0.01 | 21B (A3.6B) | 128k |
| — | granite-3.3-8b-instruct | ● — | $0.03 | 8.2B | — |
| — | granite-4.0-h-micro | ● — | $0.02 | 3.2B | — |
| — | granite-4.1-8b | ● — | $0.05 | 8.8B | — |
| — | hunyuan-a13b-instruct | ● — | $0.14 | 80.4B | 128k |
| — | hy-mt2-1.8b | ● — | $0.04 | 2B | 8k |
| — | hy-mt2-30b-a3b | ● — | $0.07 | 30.1B | 8k |
| — | hy-mt2-7b | ● — | $0.07 | 8B | 8k |
| — | hy4-preview | ● — | $0.75 | 780B | 1024k |
| — | k2-horizon-3.7b | ● — | — | 5.1B | — |
| — | k2-horizon-mova-36b-a4b | ● — | — | 37.4B | — |
| — | k2-think-v2 | ● — | — | 72.6B | — |
| — | k2-v2 | ● — | — | — | — |
| — | kimi-linear-48b-a3b-instruct | ● — | — | 49.1B | — |
| — | laguna-m.1 | ● — | — | 225.8B | — |
| — | laguna-s-2.1 | ● — | $0.09 | 117.6B | — |
| — | laguna-xs-2.1 | ● — | — | 33.4B | — |
| — | laguna-xs.2 | ● — | — | 33.4B | — |
| — | leanstral-1.5-119b-a6b | ● — | — | 119B (A6B) | — |
| — | lfm2-8b-a1b | ● — | — | 8.3B | — |
| — | ling-1t | ● — | — | 1000B (A50B) | — |
| — | ling-2.6-1t | ● — | $0.30 | 1025.7B | — |
| — | ling-2.6-flash | ● — | $0.10 | 107.5B | — |
| — | ling-3.0-flash-fin | ● — | $0.06 | 127.5B | — |
| — | ling-3.1-flash | ● — | $0.30 | 572.1B | 1000k |
| — | llama-3.1-405b-instruct | ● — | $0.12 | 405B | — |
| — | llama-3.3-70b-instruct | ● — | $0.10 | 70.6B | 128k |
| — | llama-4-scout | ● — | $0.09 | 109B (A17B) | 1280k |
| — | longcat-2.0 | ● — | $0.30 | 1776B | 1048k |
| — | magistral-small-2509 | ● — | $0.50 | 24B | — |
| — | mimo-v2.5 | ● — | $0.12 | 310.8B | 1050k |
| — | mimo-v2.5-pro | ● — | $0.30 | 1023B | 1050k |
| — | minicpm5-1b | ● — | — | 1.1B | — |
| — | minicpm5-2b | ● — | — | 2.5B | — |
| — | minimax-m2.7 | ● — | $0.21 | 229B (A10B) | 200k |
| — | ministral-14b-2512 | ● — | $0.20 | 13.9B | 256k |
| — | ministral-3-8b-instruct-2512 | ● — | — | 8.9B | — |
| — | mistral-large-2411 | ● — | $2.00 | 123B | — |
| — | mistral-large-3 | ● — | $0.25 | 675B (A41B) | 256k |
| — | mistral-large-4-0 | ● — | $0.70 | — | 1024k |
| — | mistral-small-2603 | ● — | $0.15 | 119.4B | 256k |
| — | mistral-small-3.2-24b | ● — | $0.07 | 24B | 250k |
| — | molmo2-8b | ● — | — | 8.7B | — |
| — | motif-3 | ● — | $0.50 | 314.8B | — |
| — | nemotron-3.5-content-safety | ● — | $0.05 | 4.3B | 128k |
| — | nemotron-cascade-2-30b-a3b | ● — | — | 31.6B | — |
| — | nex-n2-mini | ● — | — | 35.1B | — |
| — | nex-n2-pro | ● — | $0.50 | 396.8B | — |
| — | nex-n2.5-mini-free | ● — | $0.03 | 35.1B | 256k |
| — | nex-n2.5-pro-free | ● — | $0.07 | 396.8B | 256k |
| — | olmo-2-32b-instruct | ● — | — | 32B | — |
| — | olmo-3-32b | ● — | — | 32.2B | — |
| — | olmo-3-7b-think | ● — | — | 7.3B | — |
| — | ornith-1.0-35b | ● — | — | 35B | — |
| — | ornith-1.0-397b | ● — | — | 397B | — |
| — | ornith-1.0-9b | ● — | — | 9B | — |
| — | phi-3.5-mini-instruct | ● — | $0.13 | 3.8B | — |
| — | phi-4 | ● — | $0.07 | 14.7B | 16k |
| — | phi-4-multimodal-instruct | ● — | $0.08 | 5.6B | — |
| — | qwen-agentworld-35b-a3b | ● — | — | 34.7B (A3.3B) | — |
| — | qwen2.5-72b-instruct | ● — | $0.12 | 72.7B | 32k |
| — | qwen2.5-omni-7b | ● — | — | 10.7B | — |
| — | qwen2.5-vl-72b-instruct | ● — | $0.25 | 73.4B | 125k |
| — | qwen3-30b-a3b-instruct-2507 | ● — | $0.09 | 30.5B | 256k |
| — | qwen3-coder-next | ● — | $0.12 | 79.7B | 256k |
| — | qwen3.5-0.8b | ● — | — | 0.9B | — |
| — | qwen3.5-9b | ● — | $0.02 | 9.7B | 256k |
| — | qwen3.8-2.4t-a95b | ● — | $2.00 | 2446.2B | 1024k |
| — | qwen3.8-flash-next | ● — | $0.10 | 180B | — |
| — | ring-2.6-1t | ● — | $0.30 | 1025.7B | — |
| — | solar-open-100b | ● — | — | 102.7B | — |
| — | solar-open2-250b | ● — | — | 250.3B | — |
| — | step-3.7-flash | ● — | $0.20 | 201.4B | 256k |
| — | step-5-preview | ● — | $1.00 | 604.3B | 1024k |
| — | trinity-large-thinking | ● — | — | — | — |
| — | voxtral-small-24b-2507 | ● — | $0.10 | 24.3B | 32k |