Run #1361
success · fetched 2026-08-02 14:00:05 · 1.19 MB raw HTML · 128 models
Top quality: Claude Opus 5 (Adaptive Reasoning, Max Effort) (64.6 pts)
Cost/task vs quality?
128 models · 14 on the Pareto frontier · combined quality vs Cost per Task
| #? | Pareto? | Model? | Released? | Cost/task? | Time/task? | $/Q? | Qual? | ΔTop? | Intel? | Code? | Agent? | Pen? | Score? |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | ✓ | Claude Opus 5 (Adaptive Reasoning, Max Effort) Anthropic |
2026-07-24 | $2.34 | 8.14m | 0.0361 | 64.6 | 0.0 | 60.7 | 78.0 | 55.3 | 23.7 | 64.6 |
| 2 | ✓ | Claude Opus 5 (Adaptive Reasoning, Xhigh Effort) Anthropic |
2026-07-24 | $1.80 | 6.26m | 0.0282 | 63.9 | -0.8 | 60.1 | 77.0 | 54.5 | 22.6 | 63.9 |
| 3 | GPT-5.6 Sol (max) OpenAI |
2026-07-09 | $1.86 | 4.26m | 0.0294 | 63.4 | -1.2 | 58.9 | 77.4 | 54.0 | 22.7 | 63.4 | |
| 4 | Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) Anthropic |
2026-06-09 | $3.15 | 5.62m | 0.0499 | 63.1 | -1.6 | 59.9 | 76.5 | 52.8 | 25.0 | 63.1 | |
| 5 | ✓ | GPT-5.6 Sol (xhigh) OpenAI |
2026-07-09 | $1.17 | 2.90m | 0.0186 | 62.6 | -2.0 | 57.7 | 78.3 | 51.8 | 20.7 | 62.6 |
| 6 | Claude Opus 5 (Adaptive Reasoning, High Effort) Anthropic |
2026-07-24 | $1.23 | 4.32m | 0.0196 | 62.5 | -2.2 | 58.9 | 76.5 | 52.1 | 20.9 | 62.5 | |
| 7 | ✓ | Kimi K3 (max) Kimi |
2026-07-16 | $0.855 | 11.4m | 0.0140 | 61.1 | -3.5 | 57.1 | 76.2 | 50.1 | 19.3 | 61.1 |
| 8 | ✓ | GPT-5.6 Sol (high) OpenAI |
2026-07-09 | $0.771 | 2.11m | 0.0127 | 60.5 | -4.1 | 55.9 | 77.2 | 48.5 | 18.9 | 60.5 |
| 9 | ✓ | GPT-5.6 Terra (max) OpenAI |
2026-07-09 | $0.733 | 2.76m | 0.0123 | 59.7 | -5.0 | 55.0 | 76.7 | 47.4 | 18.6 | 59.7 |
| 10 | ✓ | Claude Opus 5 (Adaptive Reasoning, Medium Effort) Anthropic |
2026-07-24 | $0.722 | 2.57m | 0.0122 | 59.2 | -5.4 | 56.3 | 74.3 | 47.1 | 18.6 | 59.2 |
| 11 | Claude Opus 4.8 (Adaptive Reasoning, Max Effort) Anthropic |
2026-05-28 | $2.03 | 8.55m | 0.0344 | 59.0 | -5.6 | 55.7 | 74.3 | 47.2 | 23.1 | 59.0 | |
| 12 | GPT-5.5 (xhigh) OpenAI |
2026-04-23 | $1.17 | 4.07m | 0.0202 | 58.2 | -6.4 | 54.8 | 74.9 | 44.9 | 20.7 | 58.2 | |
| 13 | ✓ | GPT-5.6 Sol (medium) OpenAI |
2026-07-09 | $0.514 | 1.30m | 0.0088 | 58.1 | -6.5 | 53.6 | 76.3 | 44.5 | 17.1 | 58.1 |
| 14 | ✓ | Grok 4.5 (high) SpaceXAI |
2026-07-08 | $0.441 | 4.44m | 0.0077 | 57.3 | -7.3 | 53.8 | 72.4 | 45.7 | 16.4 | 57.3 |
| 15 | Claude Sonnet 5 (Adaptive Reasoning, Max Effort) Anthropic |
2026-06-30 | $1.72 | 9.73m | 0.0300 | 57.2 | -7.4 | 53.4 | 71.5 | 46.7 | 22.3 | 57.2 | |
| 16 | Claude Opus 4.7 (Adaptive Reasoning, Max Effort) Anthropic |
2026-04-16 | $2.22 | 6.93m | 0.0389 | 57.2 | -7.5 | 53.5 | 73.6 | 44.4 | 23.5 | 57.2 | |
| 17 | ✓ | GPT-5.6 Luna (max) OpenAI |
2026-07-09 | $0.0658 | 1.96m | 0.0012 | 56.1 | -8.5 | 51.2 | 71.4 | 45.6 | 8.2 | 56.1 |
| 18 | GPT-5.5 (high) OpenAI |
2026-04-23 | $0.801 | 2.46m | 0.0143 | 56.1 | -8.6 | 53.1 | 71.6 | 43.5 | 19.0 | 56.1 | |
| 19 | GPT-5.6 Terra (xhigh) OpenAI |
2026-07-09 | $0.430 | 1.85m | 0.0077 | 55.6 | -9.0 | 51.6 | 70.6 | 44.7 | 16.3 | 55.6 | |
| 20 | ✓ | DeepSeek V4 Flash 0731 (Reasoning, Max Effort) DeepSeek |
2026-07-31 | $0.0271 | - | 0.0005 | 54.9 | -9.8 | 49.9 | 69.1 | 45.7 | 4.3 | 54.9 |
| 21 | GPT-5.4 (xhigh) OpenAI |
2026-03-05 | $1.11 | 4.28m | 0.0203 | 54.5 | -10.1 | 51.4 | 71.1 | 41.1 | 20.4 | 54.5 | |
| 22 | GLM-5.2 (max) Z AI |
2026-06-16 | $0.692 | 4.70m | 0.0128 | 54.3 | -10.3 | 51.1 | 68.8 | 43.1 | 18.4 | 54.3 | |
| 23 | GPT-5.6 Luna (xhigh) OpenAI |
2026-07-09 | $0.0431 | 1.37m | 0.0008 | 53.5 | -11.1 | 49.1 | 68.6 | 42.9 | 6.3 | 53.5 | |
| 24 | GPT-5.5 (medium) OpenAI |
2026-04-23 | $0.495 | 1.48m | 0.0093 | 53.2 | -11.4 | 50.4 | 71.5 | 37.8 | 16.9 | 53.2 | |
| 25 | Muse Spark 1.1 (xhigh) Meta |
2026-07-09 | $0.292 | 2.56m | 0.0055 | 53.2 | -11.5 | 50.6 | 71.3 | 37.5 | 14.7 | 53.2 | |
| 26 | GPT-5.6 Sol (low) OpenAI |
2026-07-09 | $0.307 | 49s | 0.0058 | 53.0 | -11.6 | 49.4 | 69.7 | 40.0 | 14.9 | 53.0 | |
| 27 | Gemini 3.6 Flash (high) |
2026-07-21 | $0.557 | 1.94m | 0.0106 | 52.7 | -12.0 | 50.1 | 69.2 | 38.7 | 17.5 | 52.7 | |
| 28 | Gemini 3.5 Flash (high) |
2026-05-19 | $0.691 | 2.96m | 0.0131 | 52.6 | -12.0 | 50.2 | 70.1 | 37.4 | 18.4 | 52.6 | |
| 29 | GPT-5.6 Terra (high) OpenAI |
2026-07-09 | $0.304 | 1.36m | 0.0058 | 52.5 | -12.2 | 49.0 | 67.1 | 41.3 | 14.8 | 52.5 | |
| 30 | Claude Opus 5 (Adaptive Reasoning, Low Effort) Anthropic |
2026-07-24 | $0.426 | 1.34m | 0.0081 | 52.4 | -12.2 | 50.6 | 66.9 | 39.8 | 16.3 | 52.4 | |
| 31 | Kimi K3 (low) Kimi |
2026-07-16 | $0.243 | 2.06m | 0.0047 | 51.9 | -12.8 | 46.6 | 72.0 | 37.0 | 13.9 | 51.9 | |
| 32 | Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort) Anthropic |
2026-02-17 | $1.22 | 15.2m | 0.0242 | 50.3 | -14.3 | 47.2 | 63.0 | 40.8 | 20.9 | 50.3 | |
| 33 | GPT-5.6 Luna (high) OpenAI |
2026-07-09 | $0.0289 | 55s | 0.0006 | 49.8 | -14.8 | 46.1 | 63.3 | 40.1 | 4.6 | 49.8 | |
| 34 | GPT-5.6 Terra (medium) OpenAI |
2026-07-09 | $0.160 | 40s | 0.0033 | 49.1 | -15.5 | 45.6 | 64.7 | 37.0 | 12.0 | 49.1 | |
| 35 | Qwen3.7 Max Alibaba |
2026-05-19 | $1.28 | 1.66m | 0.0269 | 47.5 | -17.1 | 46.0 | 66.0 | 30.6 | 21.1 | 47.5 | |
| 36 | Claude Sonnet 5 (Non-reasoning, High Effort) Anthropic |
2026-06-30 | $0.422 | 1.76m | 0.0089 | 47.3 | -17.4 | 41.7 | 66.4 | 33.7 | 16.3 | 47.3 | |
| 37 | GPT-5.6 Sol (Non-reasoning) OpenAI |
2026-07-09 | $0.320 | 36s | 0.0068 | 47.1 | -17.6 | 41.2 | 65.1 | 34.9 | 15.1 | 47.1 | |
| 38 | DeepSeek V4 Pro (Reasoning, Max Effort) DeepSeek |
2026-04-24 | $0.0475 | 10.1m | 0.0010 | 46.7 | -18.0 | 44.3 | 59.4 | 36.4 | 6.8 | 46.7 | |
| 39 | MiniMax-M3 MiniMax |
2026-06-01 | $0.137 | 5.05m | 0.0030 | 46.1 | -18.5 | 44.4 | 58.6 | 35.4 | 11.4 | 46.1 | |
| 40 | Gemini 3.1 Pro Preview |
2026-02-19 | $0.339 | 1.71m | 0.0074 | 45.6 | -19.1 | 46.5 | 68.8 | 21.4 | 15.3 | 45.6 | |
| 41 | Kimi K2.6 Kimi |
2026-04-20 | $0.365 | 14.7m | 0.0080 | 45.4 | -19.2 | 44.2 | 61.8 | 30.3 | 15.6 | 45.4 | |
| 42 | DeepSeek V4 Pro (Reasoning, High Effort) DeepSeek |
2026-04-24 | $0.0432 | 7.41m | 0.0010 | 45.4 | -19.2 | 43.1 | 58.7 | 34.4 | 6.4 | 45.4 | |
| 43 | GPT-5.5 (low) OpenAI |
2026-04-23 | $0.260 | 34s | 0.0058 | 44.9 | -19.7 | 43.5 | 60.9 | 30.4 | 14.1 | 44.9 | |
| 44 | Kimi K2.7 Code Kimi |
2026-06-12 | $0.221 | 7.14m | 0.0050 | 44.1 | -20.5 | 41.9 | 60.8 | 29.6 | 13.5 | 44.1 | |
| 45 | MiMo-V2.5-Pro Xiaomi |
2026-04-22 | $0.0466 | 8.39m | 0.0011 | 43.8 | -20.8 | 42.2 | 60.2 | 29.1 | 6.7 | 43.8 | |
| 46 | Hy3 Tencent |
2026-07-06 | $0.0357 | 6.88m | 0.0008 | 43.6 | -21.1 | 41.2 | 58.8 | 30.7 | 5.5 | 43.6 | |
| 47 | GPT-5.6 Terra (low) OpenAI |
2026-07-09 | $0.132 | 25s | 0.0031 | 43.1 | -21.6 | 40.5 | 58.1 | 30.6 | 11.2 | 43.1 | |
| 48 | ✓ | DeepSeek V4 Flash (Reasoning, Max Effort) DeepSeek |
2026-04-24 | $0.0234 | 5.83m | 0.0005 | 42.5 | -22.1 | 40.3 | 56.2 | 31.1 | 3.7 | 42.5 |
| 49 | GPT-5.4 mini (xhigh) OpenAI |
2026-03-17 | $0.494 | 7.01m | 0.0117 | 42.1 | -22.6 | 40.0 | 56.1 | 30.2 | 16.9 | 42.1 | |
| 50 | GLM-5.1 (Reasoning) Z AI |
2026-04-07 | $0.273 | 6.00m | 0.0065 | 41.9 | -22.7 | 40.2 | 55.8 | 29.9 | 14.4 | 41.9 | |
| 51 | Inkling Small Thinking Machines |
2026-07-30 | $0.0733 | 3.99m | 0.0018 | 41.3 | -23.3 | 40.2 | 52.9 | 30.8 | 8.7 | 41.3 | |
| 52 | GPT-5.4 nano (xhigh) OpenAI |
2026-03-17 | $0.150 | 7.46m | 0.0037 | 40.6 | -24.0 | 38.2 | 56.1 | 27.5 | 11.8 | 40.6 | |
| 53 | Qwen3.6 Plus Alibaba |
2026-04-02 | $0.357 | 6.42m | 0.0088 | 40.5 | -24.1 | 39.6 | 54.5 | 27.6 | 15.5 | 40.5 | |
| 54 | ✓ | GPT-5.6 Luna (medium) OpenAI |
2026-07-09 | $0.0151 | 26s | 0.0004 | 39.9 | -24.7 | 38.1 | 50.7 | 31.0 | 1.8 | 39.9 |
| 55 | Grok Build 0.1 0616 SpaceXAI |
2026-06-16 | $0.223 | 3.44m | 0.0056 | 39.8 | -24.9 | 39.8 | 51.5 | 28.0 | 13.5 | 39.8 | |
| 56 | Qwen3.6 27B (Reasoning) Alibaba |
2026-04-22 | $0.293 | 7.78m | 0.0075 | 39.3 | -25.4 | 37.1 | 53.7 | 27.0 | 14.7 | 39.3 | |
| 57 | ✓ | MiMo-V2.5 Xiaomi |
2026-04-22 | $0.0104 | 4.03m | 0.0003 | 39.2 | -25.4 | 37.2 | 56.8 | 23.7 | 0.2 | 39.2 |
| 58 | GPT-5.5 (Non-reasoning) OpenAI |
2026-04-23 | $0.206 | 28s | 0.0053 | 39.2 | -25.4 | 35.4 | 56.5 | 25.8 | 13.1 | 39.2 | |
| 59 | DeepSeek V4 Flash (Reasoning, High Effort) DeepSeek |
2026-04-24 | $0.0500 | - | 0.0013 | 39.2 | -25.4 | 37.5 | 52.0 | 28.2 | 7.0 | 39.2 | |
| 60 | Qwen3.7 Plus Alibaba |
2026-06-01 | $0.226 | 6.68m | 0.0059 | 38.5 | -26.1 | 39.0 | 55.9 | 20.8 | 13.5 | 38.5 | |
| 61 | GPT-5.6 Terra (Non-reasoning) OpenAI |
2026-07-09 | $0.151 | 23s | 0.0039 | 38.5 | -26.1 | 34.0 | 52.3 | 29.3 | 11.8 | 38.5 | |
| 62 | Nemotron 3 Ultra 550B A55B (Reasoning) NVIDIA |
2026-06-04 | $0.413 | 2.16m | 0.0108 | 38.1 | -26.5 | 37.8 | 49.3 | 27.4 | 16.2 | 38.1 | |
| 63 | Claude 4.5 Sonnet (Reasoning) Anthropic |
2025-09-29 | $0.462 | 4.99m | 0.0122 | 37.7 | -26.9 | 36.4 | 52.1 | 24.6 | 16.6 | 37.7 | |
| 64 | Gemini 3.5 Flash-Lite |
2026-07-21 | $0.0961 | 37s | 0.0026 | 37.5 | -27.1 | 36.5 | 49.3 | 26.8 | 9.8 | 37.5 | |
| 65 | GPT-5.1 (high) OpenAI |
2025-11-13 | $0.300 | 3.93m | 0.0084 | 35.8 | -28.9 | 36.9 | 49.4 | 21.0 | 14.8 | 35.8 | |
| 66 | GLM-4.7 (Reasoning) Z AI |
2025-12-22 | $0.353 | 3.82m | 0.0101 | 34.8 | -29.9 | 33.7 | 45.3 | 25.4 | 15.5 | 34.8 | |
| 67 | Grok 4.3 (high) SpaceXAI |
2026-04-30 | $0.145 | 1.80m | 0.0042 | 34.6 | -30.0 | 37.6 | 42.2 | 24.1 | 11.6 | 34.6 | |
| 68 | GPT-5.6 Luna (low) OpenAI |
2026-07-09 | $0.0125 | 17s | 0.0004 | 34.3 | -30.4 | 33.3 | 44.2 | 25.4 | 1.0 | 34.3 | |
| 69 | Qwen3.5 397B A17B (Reasoning) Alibaba |
2026-02-16 | $0.359 | 3.85m | 0.0106 | 33.9 | -30.7 | 33.7 | 48.2 | 19.8 | 15.5 | 33.9 | |
| 70 | LongCat 2.0 LongCat |
2026-06-29 | $0.122 | 7.24m | 0.0036 | 33.5 | -31.1 | 33.5 | 45.3 | 21.8 | 10.9 | 33.5 | |
| 71 | Qwen3.6 27B (Non-reasoning) Alibaba |
2026-04-22 | $0.396 | 3.40m | 0.0118 | 33.5 | -31.2 | 30.5 | 46.6 | 23.3 | 16.0 | 33.5 | |
| 72 | Qwen3.5 122B A10B (Reasoning) Alibaba |
2026-02-24 | $0.257 | 2.02m | 0.0078 | 32.9 | -31.7 | 32.3 | 45.7 | 20.7 | 14.1 | 32.9 | |
| 73 | GPT-5 (high) OpenAI |
2025-08-07 | $0.257 | 3.16m | 0.0079 | 32.7 | -31.9 | 34.7 | 37.8 | 25.7 | 14.1 | 32.7 | |
| 74 | Mistral Medium 3.5 Mistral |
2026-04-29 | $0.605 | 4.16m | 0.0189 | 31.9 | -32.7 | 29.9 | 46.9 | 19.0 | 17.8 | 31.9 | |
| 75 | Qwen3.6 35B A3B (Reasoning) Alibaba |
2026-04-16 | $0.194 | 3.40m | 0.0061 | 31.6 | -33.0 | 31.6 | 41.9 | 21.4 | 12.9 | 31.6 | |
| 76 | Ring-2.6-1T InclusionAI |
2026-05-08 | $0.366 | 3.08m | 0.0119 | 30.8 | -33.9 | 30.6 | 42.8 | 18.9 | 15.6 | 30.8 | |
| 77 | GLM-4.6 (Reasoning) Z AI |
2025-09-30 | $0.302 | 5.27m | 0.0098 | 30.7 | -33.9 | 28.7 | 45.8 | 17.7 | 14.8 | 30.7 | |
| 78 | Step 3.7 Flash StepFun |
2026-05-29 | $0.0906 | 1.83m | 0.0030 | 30.5 | -34.2 | 30.3 | 39.6 | 21.5 | 9.6 | 30.5 | |
| 79 | Claude 4.5 Haiku (Reasoning) Anthropic |
2025-10-15 | $0.249 | 3.19m | 0.0083 | 30.0 | -34.7 | 29.6 | 43.9 | 16.4 | 14.0 | 30.0 | |
| 80 | GPT-5.6 Luna (Non-reasoning) OpenAI |
2026-07-09 | $0.0182 | 14s | 0.0006 | 29.3 | -35.4 | 26.6 | 39.3 | 22.0 | 2.6 | 29.3 | |
| 81 | Qwen3.5 122B A10B (Non-reasoning) Alibaba |
2026-02-24 | $0.193 | 1.01m | 0.0067 | 28.9 | -35.7 | 27.6 | 43.3 | 15.8 | 12.8 | 28.9 | |
| 82 | Grok 4.3 (Non-reasoning) SpaceXAI |
2026-04-30 | $0.294 | 1.27m | 0.0107 | 27.6 | -37.1 | 24.8 | 35.2 | 22.8 | 14.7 | 27.6 | |
| 83 | GPT-5.5 Instant (June 2026) OpenAI |
2026-06-25 | $0.537 | - | 0.0203 | 26.4 | -38.2 | 28.9 | 39.4 | 11.0 | 17.3 | 26.4 | |
| 84 | Gemma 4 26B A4B (Reasoning) |
2026-04-02 | $0.0439 | - | 0.0017 | 25.3 | -39.3 | 25.7 | 39.3 | 11.0 | 6.4 | 25.3 | |
| 85 | Qwen3.5 35B A3B (Non-reasoning) Alibaba |
2026-02-24 | $0.241 | 1.23m | 0.0099 | 24.3 | -40.4 | 24.0 | 37.0 | 11.8 | 13.8 | 24.3 | |
| 86 | NVIDIA Nemotron 3 Super 120B A12B (Reasoning) NVIDIA |
2026-03-11 | $0.231 | 2.44m | 0.0097 | 23.9 | -40.7 | 25.4 | 37.7 | 8.7 | 13.6 | 23.9 | |
| 87 | Qwen3.6 35B A3B (Non-reasoning) Alibaba |
2026-04-16 | $0.630 | 1.72m | 0.0265 | 23.8 | -40.8 | 24.2 | 28.1 | 19.1 | 18.0 | 23.8 | |
| 88 | gpt-oss-120b (high) OpenAI |
2025-08-05 | $0.0750 | 3.11m | 0.0033 | 22.5 | -42.2 | 23.8 | 30.4 | 13.2 | 8.8 | 22.5 | |
| 89 | Gemini 2.5 Pro |
2025-06-05 | $0.215 | 1.43m | 0.0098 | 22.1 | -42.6 | 25.8 | 33.3 | 7.1 | 13.3 | 22.1 | |
| 90 | Qwen3 Coder Next Alibaba |
2026-02-03 | $0.334 | 1.70m | 0.0151 | 22.0 | -42.6 | 21.1 | 36.2 | 8.8 | 15.2 | 22.0 | |
| 91 | Gemini 3.1 Flash-Lite |
2026-03-03 | $0.0431 | 1.07m | 0.0020 | 22.0 | -42.7 | 25.0 | 34.7 | 6.2 | 6.3 | 22.0 | |
| 92 | Gemma 4 31B (Non-reasoning) |
2026-04-02 | $0.0369 | 1.11m | 0.0017 | 22.0 | -42.7 | 21.8 | 33.2 | 11.0 | 5.7 | 22.0 | |
| 93 | Nova 2.0 Pro Preview (medium) Amazon |
2025-11-27 | $0.183 | 1.74m | 0.0088 | 20.9 | -43.7 | 21.8 | 34.0 | 7.0 | 12.6 | 20.9 | |
| 94 | Mercury 2 Inception |
2026-02-20 | $0.0791 | 38s | 0.0038 | 20.7 | -43.9 | 21.4 | 31.1 | 9.6 | 9.0 | 20.7 | |
| 95 | Gemma 4 12B (Reasoning) |
2026-06-03 | $0.0763 | 3.94m | 0.0038 | 20.2 | -44.4 | 21.8 | 31.0 | 7.9 | 8.8 | 20.2 | |
| 96 | GPT-5 mini (high) OpenAI |
2025-08-07 | $0.0361 | 2.45m | 0.0018 | 20.1 | -44.6 | 25.3 | 15.6 | 19.4 | 5.6 | 20.1 | |
| 97 | Qwen3.5 9B (Reasoning) Alibaba |
2026-03-02 | $0.243 | 7.02m | 0.0127 | 19.2 | -45.5 | 21.4 | 28.7 | 7.4 | 13.9 | 19.2 | |
| 98 | Nova 2.0 Pro Preview (low) Amazon |
2025-11-27 | $0.227 | 45s | 0.0131 | 17.3 | -47.3 | 19.6 | 25.9 | 6.4 | 13.6 | 17.3 | |
| 99 | Mistral Small 4 (Reasoning) Mistral |
2026-03-16 | $0.101 | 1.89m | 0.0059 | 17.0 | -47.7 | 19.6 | 26.6 | 4.7 | 10.0 | 17.0 | |
| 100 | HyperNova 60B 2605 Multiverse Computing |
2026-05-26 | $0.0236 | 1.33m | 0.0015 | 15.9 | -48.7 | 17.8 | 23.2 | 6.7 | 3.7 | 15.9 |