Run #1648
success · fetched 2026-08-15 06:00:55 · 1.23 MB raw HTML · 136 models
Top quality: Claude Opus 5 (Adaptive Reasoning, Max Effort) (63.1 pts)
Cost/task vs quality?
136 models · 17 on the Pareto frontier · intelligence quality vs Cost per Task
| #? | Pareto? | Model? | Released? | Cost/task? | Time/task? | $/Q? | Qual? | ΔTop? | Intel? | Agent? | Pen? | Score? |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | ✓ | Claude Opus 5 (Adaptive Reasoning, Max Effort) Anthropic |
2026-07-24 | $2.34 | 7.00m | 0.0371 | 63.1 | 0.0 | 63.1 | 59.2 | 23.7 | 63.1 |
| 2 | ✓ | Claude Opus 5 (Adaptive Reasoning, Xhigh Effort) Anthropic |
2026-07-24 | $1.80 | 5.51m | 0.0288 | 62.5 | -0.5 | 62.5 | 58.4 | 22.6 | 62.5 |
| 3 | Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) Anthropic |
2026-06-09 | $3.14 | 5.36m | 0.0506 | 62.1 | -1.0 | 62.1 | 56.6 | 25.0 | 62.1 | |
| 4 | ✓ | Claude Opus 5 (Adaptive Reasoning, High Effort) Anthropic |
2026-07-24 | $1.23 | 3.79m | 0.0200 | 61.5 | -1.6 | 61.5 | 56.1 | 20.9 | 61.5 |
| 5 | GPT-5.6 Sol (max) OpenAI |
2026-07-09 | $1.23 | 4.10m | 0.0202 | 60.9 | -2.1 | 60.9 | 57.8 | 20.9 | 60.9 | |
| 6 | ✓ | Grok 4.6 (high) SpaceXAI |
2026-08-12 | $0.837 | 5.29m | 0.0137 | 60.9 | -2.1 | 60.9 | 58.7 | 19.2 | 60.9 |
| 7 | Kimi K3 (max) Kimi |
2026-07-16 | $0.837 | 10.2m | 0.0140 | 59.7 | -3.4 | 59.7 | 54.3 | 19.2 | 59.7 | |
| 8 | ✓ | GPT-5.6 Sol (xhigh) OpenAI |
2026-07-09 | $0.807 | 2.86m | 0.0137 | 59.0 | -4.0 | 59.0 | 53.6 | 19.1 | 59.0 |
| 9 | ✓ | Claude Opus 5 (Adaptive Reasoning, Medium Effort) Anthropic |
2026-07-24 | $0.724 | 2.21m | 0.0124 | 58.6 | -4.4 | 58.6 | 50.4 | 18.6 | 58.6 |
| 10 | Qwen3.8 Max Alibaba |
2026-08-03 | $1.13 | 9.67m | 0.0195 | 58.1 | -5.0 | 58.1 | 58.4 | 20.5 | 58.1 | |
| 11 | Qwen3.8 2.4T A95B Alibaba |
2026-08-12 | $1.09 | 9.56m | 0.0189 | 57.7 | -5.3 | 57.7 | 57.1 | 20.4 | 57.7 | |
| 12 | ✓ | GPT-5.6 Sol (high) OpenAI |
2026-07-09 | $0.548 | 1.77m | 0.0096 | 57.3 | -5.7 | 57.3 | 50.6 | 17.4 | 57.3 |
| 13 | Claude Opus 4.8 (Adaptive Reasoning, Max Effort) Anthropic |
2026-05-28 | $2.03 | 7.53m | 0.0354 | 57.3 | -5.7 | 57.3 | 49.4 | 23.1 | 57.3 | |
| 14 | ✓ | Muse Spark 1.2 (xhigh) Meta |
2026-08-05 | $0.399 | - | 0.0070 | 56.8 | -6.3 | 56.8 | 49.3 | 16.0 | 56.8 |
| 15 | GPT-5.6 Terra (max) OpenAI |
2026-07-09 | $0.508 | 2.85m | 0.0090 | 56.6 | -6.5 | 56.6 | 50.2 | 17.1 | 56.6 | |
| 16 | GPT-5.5 (xhigh) OpenAI |
2026-04-23 | $1.17 | 3.46m | 0.0209 | 56.3 | -6.7 | 56.3 | 47.4 | 20.7 | 56.3 | |
| 17 | Gemini 3.7 Flash (high) |
2026-08-13 | $0.402 | 1.75m | 0.0072 | 56.0 | -7.0 | 56.0 | 45.1 | 16.0 | 56.0 | |
| 18 | ✓ | Grok 4.5 (high) SpaceXAI |
2026-07-08 | $0.360 | 3.74m | 0.0065 | 55.8 | -7.3 | 55.8 | 48.9 | 15.6 | 55.8 |
| 19 | GPT-5.6 Sol (medium) OpenAI |
2026-07-09 | $0.372 | 1.13m | 0.0067 | 55.6 | -7.5 | 55.6 | 47.9 | 15.7 | 55.6 | |
| 20 | Claude Sonnet 5 (Adaptive Reasoning, Max Effort) Anthropic |
2026-06-30 | $1.72 | 10.9m | 0.0311 | 55.3 | -7.8 | 55.3 | 49.7 | 22.3 | 55.3 | |
| 21 | Claude Opus 4.7 (Adaptive Reasoning, Max Effort) Anthropic |
2026-04-16 | $2.23 | 6.35m | 0.0405 | 55.0 | -8.1 | 55.0 | 46.3 | 23.5 | 55.0 | |
| 22 | GPT-5.5 (high) OpenAI |
2026-04-23 | $0.803 | 2.17m | 0.0147 | 54.7 | -8.4 | 54.7 | 45.9 | 19.0 | 54.7 | |
| 23 | ✓ | Gemini 3.7 Flash (medium) |
2026-08-13 | $0.263 | 1.43m | 0.0049 | 53.4 | -9.6 | 53.4 | 45.1 | 14.2 | 53.4 |
| 24 | Muse Spark 1.1 (xhigh) Meta |
2026-07-09 | $0.292 | 1.27m | 0.0055 | 53.2 | -9.9 | 53.2 | 39.7 | 14.7 | 53.2 | |
| 25 | ✓ | DeepSeek V4 Pro 0813 (Reasoning, Max Effort) DeepSeek |
2026-08-13 | $0.252 | 6.16m | 0.0047 | 53.2 | -9.9 | 53.2 | 49.6 | 14.0 | 53.2 |
| 26 | GPT-5.4 (xhigh) OpenAI |
2026-03-05 | $1.10 | 4.24m | 0.0208 | 53.1 | -9.9 | 53.1 | 44.2 | 20.4 | 53.1 | |
| 27 | GPT-5.6 Terra (xhigh) OpenAI |
2026-07-09 | $0.305 | 1.70m | 0.0058 | 52.8 | -10.3 | 52.8 | 46.5 | 14.8 | 52.8 | |
| 28 | GLM-5.2 (max) Z AI |
2026-06-16 | $0.321 | 5.78m | 0.0061 | 52.6 | -10.4 | 52.6 | 45.7 | 15.1 | 52.6 | |
| 29 | Claude Opus 5 (Adaptive Reasoning, Low Effort) Anthropic |
2026-07-24 | $0.425 | 1.18m | 0.0081 | 52.5 | -10.6 | 52.5 | 42.1 | 16.3 | 52.5 | |
| 30 | ✓ | GPT-5.6 Luna (max) OpenAI |
2026-07-09 | $0.0471 | 2.04m | 0.0009 | 52.3 | -10.7 | 52.3 | 46.9 | 6.7 | 52.3 |
| 31 | Gemini 3.5 Flash (high) |
2026-05-19 | $0.693 | 2.73m | 0.0133 | 52.0 | -11.1 | 52.0 | 39.7 | 18.4 | 52.0 | |
| 32 | DeepSeek V4 Flash 0731 (Reasoning, Max Effort) DeepSeek |
2026-07-31 | $0.112 | 4.58m | 0.0022 | 51.8 | -11.3 | 51.8 | 48.4 | 10.5 | 51.8 | |
| 33 | Gemini 3.6 Flash (high) |
2026-07-21 | $0.557 | 1.67m | 0.0108 | 51.6 | -11.5 | 51.6 | 40.5 | 17.5 | 51.6 | |
| 34 | GPT-5.5 (medium) OpenAI |
2026-04-23 | $0.500 | 1.13m | 0.0097 | 51.4 | -11.6 | 51.4 | 39.2 | 17.0 | 51.4 | |
| 35 | Gemini 3.7 Flash (low) |
2026-08-13 | $0.165 | 53s | 0.0032 | 50.9 | -12.1 | 50.9 | 41.6 | 12.2 | 50.9 | |
| 36 | GPT-5.6 Sol (low) OpenAI |
2026-07-09 | $0.231 | 44s | 0.0046 | 50.7 | -12.3 | 50.7 | 41.6 | 13.6 | 50.7 | |
| 37 | GPT-5.6 Terra (high) OpenAI |
2026-07-09 | $0.218 | 1.20m | 0.0044 | 50.1 | -12.9 | 50.1 | 43.5 | 13.4 | 50.1 | |
| 38 | ✓ | GPT-5.6 Luna (xhigh) OpenAI |
2026-07-09 | $0.0316 | 1.30m | 0.0006 | 50.1 | -13.0 | 50.1 | 44.4 | 5.0 | 50.1 |
| 39 | Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort) Anthropic |
2026-02-17 | $1.22 | 14.1m | 0.0252 | 48.4 | -14.7 | 48.4 | 42.1 | 20.9 | 48.4 | |
| 40 | Kimi K3 (low) Kimi |
2026-07-16 | $0.242 | 1.74m | 0.0050 | 48.3 | -14.8 | 48.3 | 39.6 | 13.8 | 48.3 | |
| 41 | Gemini 3.1 Pro Preview |
2026-02-19 | $0.335 | 1.90m | 0.0070 | 47.7 | -15.3 | 47.7 | 23.0 | 15.2 | 47.7 | |
| 42 | ✓ | GPT-5.6 Luna (high) OpenAI |
2026-07-09 | $0.0216 | 54s | 0.0005 | 47.0 | -16.1 | 47.0 | 41.0 | 3.3 | 47.0 |
| 43 | GPT-5.6 Terra (medium) OpenAI |
2026-07-09 | $0.119 | 37s | 0.0025 | 46.8 | -16.3 | 46.8 | 39.1 | 10.8 | 46.8 | |
| 44 | Qwen3.7 Max Alibaba |
2026-05-19 | $0.541 | 1.55m | 0.0116 | 46.7 | -16.3 | 46.7 | 30.9 | 17.3 | 46.7 | |
| 45 | MiniMax-M3 MiniMax |
2026-06-01 | $0.139 | 4.45m | 0.0031 | 45.4 | -17.7 | 45.4 | 36.1 | 11.4 | 45.4 | |
| 46 | DeepSeek V4 Pro (Reasoning, Max Effort) DeepSeek |
2026-04-24 | $0.0474 | 6.25m | 0.0010 | 45.3 | -17.8 | 45.3 | 37.8 | 6.8 | 45.3 | |
| 47 | Kimi K2.6 Kimi |
2026-04-20 | $0.365 | 13.4m | 0.0081 | 45.1 | -17.9 | 45.1 | 31.2 | 15.6 | 45.1 | |
| 48 | GPT-5.5 (low) OpenAI |
2026-04-23 | $0.259 | 30s | 0.0058 | 44.5 | -18.6 | 44.5 | 31.7 | 14.1 | 44.5 | |
| 49 | DeepSeek V4 Pro (Reasoning, High Effort) DeepSeek |
2026-04-24 | $0.0432 | 4.04m | 0.0010 | 43.7 | -19.3 | 43.7 | 35.3 | 6.4 | 43.7 | |
| 50 | Kimi K2.7 Code Kimi |
2026-06-12 | $0.222 | 7.75m | 0.0052 | 43.0 | -20.0 | 43.0 | 30.3 | 13.5 | 43.0 | |
| 51 | MiMo-V2.5-Pro Xiaomi |
2026-04-22 | $0.0339 | 6.59m | 0.0008 | 42.9 | -20.2 | 42.9 | 29.5 | 5.3 | 42.9 | |
| 52 | Claude Sonnet 5 (Non-reasoning, High Effort) Anthropic |
2026-06-30 | $0.417 | 1.58m | 0.0098 | 42.6 | -20.5 | 42.6 | 34.2 | 16.2 | 42.6 | |
| 53 | Inkling (xhigh) Thinking Machines |
2026-07-15 | $0.339 | 5.45m | 0.0080 | 42.3 | -20.8 | 42.3 | 34.1 | 15.3 | 42.3 | |
| 54 | Hy3 Tencent |
2026-07-06 | $0.0358 | 6.88m | 0.0008 | 42.2 | -20.8 | 42.2 | 31.4 | 5.5 | 42.2 | |
| 55 | DeepSeek V4 Flash (Reasoning, Max Effort) DeepSeek |
2026-04-24 | $0.0673 | - | 0.0016 | 42.1 | -20.9 | 42.1 | 33.7 | 8.3 | 42.1 | |
| 56 | GPT-5.6 Sol (Non-reasoning) OpenAI |
2026-07-09 | $0.237 | 36s | 0.0056 | 41.9 | -21.2 | 41.9 | 36.0 | 13.7 | 41.9 | |
| 57 | Solar Pro 4 Upstage |
2026-08-06 | $0.223 | 11.5m | 0.0054 | 41.6 | -21.4 | 41.6 | 33.6 | 13.5 | 41.6 | |
| 58 | GPT-5.6 Terra (low) OpenAI |
2026-07-09 | $0.0939 | 22s | 0.0023 | 41.3 | -21.8 | 41.3 | 31.5 | 9.7 | 41.3 | |
| 59 | Inkling Small Thinking Machines |
2026-07-30 | $0.0735 | 3.30m | 0.0018 | 41.2 | -21.9 | 41.2 | 31.9 | 8.7 | 41.2 | |
| 60 | GLM-5.1 (Reasoning) Z AI |
2026-04-07 | $0.275 | 5.93m | 0.0067 | 41.0 | -22.1 | 41.0 | 30.6 | 14.4 | 41.0 | |
| 61 | GPT-5.4 mini (xhigh) OpenAI |
2026-03-17 | $0.495 | 6.90m | 0.0121 | 40.9 | -22.1 | 40.9 | 31.5 | 16.9 | 40.9 | |
| 62 | Grok Build 0.1 0616 SpaceXAI |
2026-06-16 | $0.225 | 3.99m | 0.0055 | 40.7 | -22.4 | 40.7 | 28.9 | 13.5 | 40.7 | |
| 63 | Qwen3.6 Plus Alibaba |
2026-04-02 | $0.357 | 6.43m | 0.0088 | 40.5 | -22.6 | 40.5 | 29.0 | 15.5 | 40.5 | |
| 64 | GPT-5.4 nano (xhigh) OpenAI |
2026-03-17 | $0.149 | 7.29m | 0.0038 | 39.7 | -23.3 | 39.7 | 29.7 | 11.7 | 39.7 | |
| 65 | Qwen3.7 Plus Alibaba |
2026-06-01 | $0.242 | 6.39m | 0.0062 | 39.4 | -23.7 | 39.4 | 20.7 | 13.8 | 39.4 | |
| 66 | DeepSeek V4 Flash (Reasoning, High Effort) DeepSeek |
2026-04-24 | $0.0507 | - | 0.0013 | 39.0 | -24.0 | 39.0 | 30.3 | 7.0 | 39.0 | |
| 67 | ✓ | GPT-5.6 Luna (medium) OpenAI |
2026-07-09 | $0.0113 | 23s | 0.0003 | 38.9 | -24.1 | 38.9 | 31.8 | 0.5 | 38.9 |
| 68 | MiniMax-M2.7 MiniMax |
2026-03-18 | $0.0777 | 4.01m | 0.0020 | 38.9 | -24.2 | 38.9 | 25.9 | 8.9 | 38.9 | |
| 69 | Nemotron 3 Ultra 550B A55B (Reasoning) NVIDIA |
2026-06-04 | $0.383 | 2.43m | 0.0100 | 38.3 | -24.7 | 38.3 | 27.5 | 15.8 | 38.3 | |
| 70 | ✓ | MiMo-V2.5 Xiaomi |
2026-04-22 | $0.0104 | 2.59m | 0.0003 | 38.0 | -25.0 | 38.0 | 24.4 | 0.2 | 38.0 |
| 71 | Grok 4.3 (high) SpaceXAI |
2026-04-30 | $0.145 | 1.97m | 0.0038 | 37.9 | -25.1 | 37.9 | 24.2 | 11.6 | 37.9 | |
| 72 | Ling 3.0 Flash InclusionAI |
2026-08-04 | $0.0377 | 1.20m | 0.0010 | 37.8 | -25.2 | 37.8 | 29.3 | 5.8 | 37.8 | |
| 73 | Qwen3.6 27B (Reasoning) Alibaba |
2026-04-22 | $0.292 | 7.31m | 0.0077 | 37.7 | -25.4 | 37.7 | 27.5 | 14.7 | 37.7 | |
| 74 | GPT-5.1 (high) OpenAI |
2025-11-13 | $0.304 | 3.95m | 0.0081 | 37.5 | -25.6 | 37.5 | 21.6 | 14.8 | 37.5 | |
| 75 | Gemini 3.5 Flash-Lite |
2026-07-21 | $0.0965 | 35s | 0.0026 | 37.4 | -25.6 | 37.4 | 27.2 | 9.8 | 37.4 | |
| 76 | Claude 4.5 Sonnet (Reasoning) Anthropic |
2025-09-29 | $0.464 | 5.04m | 0.0124 | 37.4 | -25.7 | 37.4 | 26.4 | 16.7 | 37.4 | |
| 77 | Kimi K2.5 (Reasoning) Kimi |
2026-01-27 | $0.0964 | 5.40m | 0.0027 | 36.0 | -27.0 | 36.0 | 21.7 | 9.8 | 36.0 | |
| 78 | GPT-5.5 (Non-reasoning) OpenAI |
2026-04-23 | $0.208 | 24s | 0.0058 | 35.8 | -27.3 | 35.8 | 26.1 | 13.2 | 35.8 | |
| 79 | GPT-5 (high) OpenAI |
2025-08-07 | $0.257 | 3.19m | 0.0073 | 35.3 | -27.7 | 35.3 | 26.5 | 14.1 | 35.3 | |
| 80 | Muse Glimmer (high) Meta |
2026-08-10 | $0.0732 | 2.14m | 0.0021 | 35.1 | -28.0 | 35.1 | 22.9 | 8.6 | 35.1 | |
| 81 | GPT-5.6 Terra (Non-reasoning) OpenAI |
2026-07-09 | $0.103 | 20s | 0.0030 | 34.6 | -28.4 | 34.6 | 30.1 | 10.1 | 34.6 | |
| 82 | GLM-4.7 (Reasoning) Z AI |
2025-12-22 | $0.359 | 3.55m | 0.0104 | 34.5 | -28.6 | 34.5 | 26.2 | 15.5 | 34.5 | |
| 83 | Qwen3.5 397B A17B (Reasoning) Alibaba |
2026-02-16 | $0.357 | 2.95m | 0.0104 | 34.3 | -28.8 | 34.3 | 19.8 | 15.5 | 34.3 | |
| 84 | LongCat 2.0 LongCat |
2026-06-29 | $0.121 | 7.58m | 0.0036 | 34.0 | -29.1 | 34.0 | 22.0 | 10.8 | 34.0 | |
| 85 | ✓ | GPT-5.6 Luna (low) OpenAI |
2026-07-09 | $0.00879 | 15s | 0.0003 | 33.9 | -29.2 | 33.9 | 25.7 | 0.0 | 33.9 |
| 86 | Qwen3.5 122B A10B (Reasoning) Alibaba |
2026-02-24 | $0.253 | 1.85m | 0.0077 | 32.8 | -30.2 | 32.8 | 21.3 | 14.0 | 32.8 | |
| 87 | Qwen3.6 35B A3B (Reasoning) Alibaba |
2026-04-16 | $0.294 | 3.20m | 0.0092 | 32.1 | -30.9 | 32.1 | 21.6 | 14.7 | 32.1 | |
| 88 | Ring-2.6-1T InclusionAI |
2026-05-08 | $0.360 | 2.91m | 0.0114 | 31.7 | -31.4 | 31.7 | 20.1 | 15.6 | 31.7 | |
| 89 | Qwen3.6 27B (Non-reasoning) Alibaba |
2026-04-22 | $0.398 | 3.17m | 0.0127 | 31.3 | -31.7 | 31.3 | 23.6 | 16.0 | 31.3 | |
| 90 | Step 3.7 Flash StepFun |
2026-05-29 | $0.0913 | 2.07m | 0.0030 | 30.9 | -32.2 | 30.9 | 21.7 | 9.6 | 30.9 | |
| 91 | Mistral Medium 3.5 Mistral |
2026-04-29 | $0.464 | 6.25m | 0.0153 | 30.4 | -32.7 | 30.4 | 19.2 | 16.7 | 30.4 | |
| 92 | Claude 4.5 Haiku (Reasoning) Anthropic |
2025-10-15 | $0.217 | 3.41m | 0.0073 | 29.9 | -33.2 | 29.9 | 16.5 | 13.4 | 29.9 | |
| 93 | GLM-4.6 (Reasoning) Z AI |
2025-09-30 | $0.305 | 5.58m | 0.0104 | 29.3 | -33.8 | 29.3 | 18.6 | 14.8 | 29.3 | |
| 94 | GPT-5.5 Instant (June 2026) OpenAI |
2026-06-25 | $0.536 | 16s | 0.0184 | 29.2 | -33.8 | 29.2 | 11.1 | 17.3 | 29.2 | |
| 95 | Qwen3.5 122B A10B (Non-reasoning) Alibaba |
2026-02-24 | $0.195 | 1.01m | 0.0069 | 28.2 | -34.9 | 28.2 | 16.2 | 12.9 | 28.2 | |
| 96 | GPT-5.6 Luna (Non-reasoning) OpenAI |
2026-07-09 | $0.0117 | 13s | 0.0004 | 26.8 | -36.2 | 26.8 | 22.2 | 0.7 | 26.8 | |
| 97 | Gemma 4 26B A4B (Reasoning) |
2026-04-02 | $0.0438 | - | 0.0017 | 26.1 | -37.0 | 26.1 | 11.0 | 6.4 | 26.1 | |
| 98 | Gemini 2.5 Pro |
2025-06-05 | $0.216 | 1.46m | 0.0084 | 25.9 | -37.1 | 25.9 | 7.2 | 13.4 | 25.9 | |
| 99 | GPT-5 mini (high) OpenAI |
2025-08-07 | $0.0360 | 2.28m | 0.0014 | 25.8 | -37.3 | 25.8 | 19.6 | 5.6 | 25.8 | |
| 100 | Nemotron 3 Super 120B A12B (Reasoning) NVIDIA |
2026-03-11 | $0.229 | 3.02m | 0.0089 | 25.7 | -37.4 | 25.7 | 8.8 | 13.6 | 25.7 |