Run #1249
success · fetched 2026-07-28 17:00:43 · 1.23 MB raw HTML · 120 models
Top quality: Claude Opus 5 (Adaptive Reasoning, Max Effort) (64.6 pts)
Cost/task vs quality?
120 models · 15 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 | $2.03 | 6.76m | 0.0314 | 64.6 | 0.0 | 60.7 | 78.0 | 55.3 | 23.1 | 64.6 |
| 2 | ✓ | Claude Opus 5 (Adaptive Reasoning, Xhigh Effort) Anthropic |
2026-07-24 | $1.56 | 5.41m | 0.0244 | 63.9 | -0.8 | 60.1 | 77.0 | 54.5 | 21.9 | 63.9 |
| 3 | ✓ | GPT-5.6 Sol (max) OpenAI |
2026-07-09 | $1.04 | 3.27m | 0.0164 | 63.4 | -1.2 | 58.9 | 77.4 | 54.0 | 20.2 | 63.4 |
| 4 | Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) Anthropic |
2026-06-09 | $2.75 | 4.65m | 0.0436 | 63.1 | -1.6 | 59.9 | 76.5 | 52.8 | 24.4 | 63.1 | |
| 5 | ✓ | GPT-5.6 Sol (xhigh) OpenAI |
2026-07-09 | $0.682 | 2.23m | 0.0109 | 62.6 | -2.0 | 57.7 | 78.3 | 51.8 | 18.3 | 62.6 |
| 6 | Claude Opus 5 (Adaptive Reasoning, High Effort) Anthropic |
2026-07-24 | $1.06 | 3.65m | 0.0169 | 62.5 | -2.2 | 58.9 | 76.5 | 52.1 | 20.2 | 62.5 | |
| 7 | Kimi K3 Kimi |
2026-07-16 | $0.723 | 11.9m | 0.0118 | 61.1 | -3.5 | 57.1 | 76.2 | 50.1 | 18.6 | 61.1 | |
| 8 | ✓ | GPT-5.6 Sol (high) OpenAI |
2026-07-09 | $0.453 | 1.50m | 0.0075 | 60.5 | -4.1 | 55.9 | 77.2 | 48.5 | 16.6 | 60.5 |
| 9 | GPT-5.6 Terra (max) OpenAI |
2026-07-09 | $0.554 | 2.20m | 0.0093 | 59.7 | -5.0 | 55.0 | 76.7 | 47.4 | 17.4 | 59.7 | |
| 10 | Claude Opus 5 (Adaptive Reasoning, Medium Effort) Anthropic |
2026-07-24 | $0.618 | 2.27m | 0.0104 | 59.2 | -5.4 | 56.3 | 74.3 | 47.1 | 17.9 | 59.2 | |
| 11 | Claude Opus 4.8 (Adaptive Reasoning, Max Effort) Anthropic |
2026-05-28 | $1.80 | 7.28m | 0.0304 | 59.0 | -5.6 | 55.7 | 74.3 | 47.2 | 22.5 | 59.0 | |
| 12 | GPT-5.5 (xhigh) OpenAI |
2026-04-23 | $0.992 | 3.17m | 0.0171 | 58.2 | -6.4 | 54.8 | 74.9 | 44.9 | 20.0 | 58.2 | |
| 13 | ✓ | GPT-5.6 Sol (medium) OpenAI |
2026-07-09 | $0.314 | 57s | 0.0054 | 58.1 | -6.5 | 53.6 | 76.3 | 44.5 | 15.0 | 58.1 |
| 14 | Grok 4.5 (high) SpaceXAI |
2026-07-08 | $0.350 | 4.22m | 0.0061 | 57.3 | -7.3 | 53.8 | 72.4 | 45.7 | 15.4 | 57.3 | |
| 15 | Claude Sonnet 5 (Adaptive Reasoning, Max Effort) Anthropic |
2026-06-30 | $1.53 | 9.13m | 0.0267 | 57.2 | -7.4 | 53.4 | 71.5 | 46.7 | 21.8 | 57.2 | |
| 16 | Claude Opus 4.7 (Adaptive Reasoning, Max Effort) Anthropic |
2026-04-16 | $1.97 | 6.33m | 0.0345 | 57.2 | -7.5 | 53.5 | 73.6 | 44.4 | 23.0 | 57.2 | |
| 17 | ✓ | GPT-5.6 Luna (max) OpenAI |
2026-07-09 | $0.209 | 1.58m | 0.0037 | 56.1 | -8.5 | 51.2 | 71.4 | 45.6 | 13.2 | 56.1 |
| 18 | GPT-5.5 (high) OpenAI |
2026-04-23 | $0.668 | 2.01m | 0.0119 | 56.1 | -8.6 | 53.1 | 71.6 | 43.5 | 18.2 | 56.1 | |
| 19 | GPT-5.6 Terra (xhigh) OpenAI |
2026-07-09 | $0.327 | 1.34m | 0.0059 | 55.6 | -9.0 | 51.6 | 70.6 | 44.7 | 15.1 | 55.6 | |
| 20 | GPT-5.4 (xhigh) OpenAI |
2026-03-05 | $0.931 | 3.64m | 0.0171 | 54.5 | -10.1 | 51.4 | 71.1 | 41.1 | 19.7 | 54.5 | |
| 21 | GLM-5.2 (max) Z AI |
2026-06-16 | $0.319 | 2.73m | 0.0059 | 54.3 | -10.3 | 51.1 | 68.8 | 43.1 | 15.0 | 54.3 | |
| 22 | ✓ | GPT-5.6 Luna (xhigh) OpenAI |
2026-07-09 | $0.139 | 1.08m | 0.0026 | 53.5 | -11.1 | 49.1 | 68.6 | 42.9 | 11.4 | 53.5 |
| 23 | GPT-5.5 (medium) OpenAI |
2026-04-23 | $0.406 | 1.09m | 0.0076 | 53.2 | -11.4 | 50.4 | 71.5 | 37.8 | 16.1 | 53.2 | |
| 24 | Muse Spark 1.1 (xhigh) Meta |
2026-07-09 | $0.261 | 2.70m | 0.0049 | 53.2 | -11.5 | 50.6 | 71.3 | 37.5 | 14.2 | 53.2 | |
| 25 | GPT-5.6 Sol (low) OpenAI |
2026-07-09 | $0.197 | 34s | 0.0037 | 53.0 | -11.6 | 49.4 | 69.7 | 40.0 | 13.0 | 53.0 | |
| 26 | Gemini 3.6 Flash (high) |
2026-07-21 | $0.501 | 1.58m | 0.0095 | 52.7 | -12.0 | 50.1 | 69.2 | 38.7 | 17.0 | 52.7 | |
| 27 | Gemini 3.5 Flash (high) |
2026-05-19 | $0.586 | 2.29m | 0.0111 | 52.6 | -12.0 | 50.2 | 70.1 | 37.4 | 17.7 | 52.6 | |
| 28 | GPT-5.6 Terra (high) OpenAI |
2026-07-09 | $0.236 | 59s | 0.0045 | 52.5 | -12.2 | 49.0 | 67.1 | 41.3 | 13.7 | 52.5 | |
| 29 | Claude Opus 5 (Adaptive Reasoning, Low Effort) Anthropic |
2026-07-24 | $0.361 | 1.24m | 0.0069 | 52.4 | -12.2 | 50.6 | 66.9 | 39.8 | 15.6 | 52.4 | |
| 30 | Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort) Anthropic |
2026-02-17 | $1.14 | 14.0m | 0.0226 | 50.3 | -14.3 | 47.2 | 63.0 | 40.8 | 20.6 | 50.3 | |
| 31 | ✓ | GPT-5.6 Luna (high) OpenAI |
2026-07-09 | $0.0948 | 42s | 0.0019 | 49.8 | -14.8 | 46.1 | 63.3 | 40.1 | 9.8 | 49.8 |
| 32 | GPT-5.6 Terra (medium) OpenAI |
2026-07-09 | $0.128 | 29s | 0.0026 | 49.1 | -15.5 | 45.6 | 64.7 | 37.0 | 11.1 | 49.1 | |
| 33 | Qwen3.7 Max Alibaba |
2026-05-19 | $1.03 | 1.64m | 0.0217 | 47.5 | -17.1 | 46.0 | 66.0 | 30.6 | 20.1 | 47.5 | |
| 34 | Claude Sonnet 5 (Non-reasoning, High Effort) Anthropic |
2026-06-30 | $0.375 | 1.54m | 0.0079 | 47.3 | -17.4 | 41.7 | 66.4 | 33.7 | 15.7 | 47.3 | |
| 35 | GPT-5.6 Sol (Non-reasoning) OpenAI |
2026-07-09 | $0.200 | 28s | 0.0043 | 47.1 | -17.6 | 41.2 | 65.1 | 34.9 | 13.0 | 47.1 | |
| 36 | ✓ | DeepSeek V4 Pro (Reasoning, Max Effort) DeepSeek |
2026-04-24 | $0.0448 | 7.03m | 0.0010 | 46.7 | -18.0 | 44.3 | 59.4 | 36.4 | 6.5 | 46.7 |
| 37 | MiniMax-M3 MiniMax |
2026-06-01 | $0.125 | 4.83m | 0.0027 | 46.1 | -18.5 | 44.4 | 58.6 | 35.4 | 11.0 | 46.1 | |
| 38 | Gemini 3.1 Pro Preview |
2026-02-19 | $0.291 | 1.62m | 0.0064 | 45.6 | -19.1 | 46.5 | 68.8 | 21.4 | 14.6 | 45.6 | |
| 39 | Kimi K2.6 Kimi |
2026-04-20 | $0.335 | 13.3m | 0.0074 | 45.4 | -19.2 | 44.2 | 61.8 | 30.3 | 15.2 | 45.4 | |
| 40 | ✓ | DeepSeek V4 Pro (Reasoning, High Effort) DeepSeek |
2026-04-24 | $0.0405 | 5.14m | 0.0009 | 45.4 | -19.2 | 43.1 | 58.7 | 34.4 | 6.1 | 45.4 |
| 41 | GPT-5.5 (low) OpenAI |
2026-04-23 | $0.211 | 27s | 0.0047 | 44.9 | -19.7 | 43.5 | 60.9 | 30.4 | 13.2 | 44.9 | |
| 42 | ✓ | MiMo-V2.5-Pro Xiaomi |
2026-04-22 | $0.0320 | 4.52m | 0.0007 | 43.8 | -20.8 | 42.2 | 60.2 | 29.1 | 5.0 | 43.8 |
| 43 | Hy3 Tencent |
2026-07-06 | $0.0329 | 6.79m | 0.0008 | 43.6 | -21.1 | 41.2 | 58.8 | 30.7 | 5.2 | 43.6 | |
| 44 | GPT-5.6 Terra (low) OpenAI |
2026-07-09 | $0.101 | 17s | 0.0023 | 43.1 | -21.6 | 40.5 | 58.1 | 30.6 | 10.0 | 43.1 | |
| 45 | ✓ | DeepSeek V4 Flash (Reasoning, Max Effort) DeepSeek |
2026-04-24 | $0.0223 | 5.41m | 0.0005 | 42.5 | -22.1 | 40.3 | 56.2 | 31.1 | 3.5 | 42.5 |
| 46 | GPT-5.4 mini (xhigh) OpenAI |
2026-03-17 | $0.452 | 7.40m | 0.0107 | 42.1 | -22.6 | 40.0 | 56.1 | 30.2 | 16.6 | 42.1 | |
| 47 | GLM-5.1 (Reasoning) Z AI |
2026-04-07 | $0.241 | 5.23m | 0.0058 | 41.9 | -22.7 | 40.2 | 55.8 | 29.9 | 13.8 | 41.9 | |
| 48 | GPT-5.4 nano (xhigh) OpenAI |
2026-03-17 | $0.133 | 7.77m | 0.0033 | 40.6 | -24.0 | 38.2 | 56.1 | 27.5 | 11.2 | 40.6 | |
| 49 | Qwen3.6 Plus Alibaba |
2026-04-02 | $0.314 | 6.41m | 0.0077 | 40.5 | -24.1 | 39.6 | 54.5 | 27.6 | 15.0 | 40.5 | |
| 50 | GPT-5.6 Luna (medium) OpenAI |
2026-07-09 | $0.0504 | 18s | 0.0013 | 39.9 | -24.7 | 38.1 | 50.7 | 31.0 | 7.0 | 39.9 | |
| 51 | Grok Build 0.1 0616 SpaceXAI |
2026-06-16 | $0.212 | 3.42m | 0.0053 | 39.8 | -24.9 | 39.8 | 51.5 | 28.0 | 13.3 | 39.8 | |
| 52 | Qwen3.6 27B (Reasoning) Alibaba |
2026-04-22 | $0.265 | 6.85m | 0.0068 | 39.3 | -25.4 | 37.1 | 53.7 | 27.0 | 14.2 | 39.3 | |
| 53 | ✓ | MiMo-V2.5 Xiaomi |
2026-04-22 | $0.00975 | 3.73m | 0.0002 | 39.2 | -25.4 | 37.2 | 56.8 | 23.7 | 0.0 | 39.2 |
| 54 | GPT-5.5 (Non-reasoning) OpenAI |
2026-04-23 | $0.171 | 21s | 0.0044 | 39.2 | -25.4 | 35.4 | 56.5 | 25.8 | 12.3 | 39.2 | |
| 55 | DeepSeek V4 Flash (Reasoning, High Effort) DeepSeek |
2026-04-24 | $0.0411 | - | 0.0010 | 39.2 | -25.4 | 37.5 | 52.0 | 28.2 | 6.1 | 39.2 | |
| 56 | Qwen3.7 Plus Alibaba |
2026-06-01 | $0.207 | 6.64m | 0.0054 | 38.5 | -26.1 | 39.0 | 55.9 | 20.8 | 13.2 | 38.5 | |
| 57 | GPT-5.6 Terra (Non-reasoning) OpenAI |
2026-07-09 | $0.115 | 16s | 0.0030 | 38.5 | -26.1 | 34.0 | 52.3 | 29.3 | 10.6 | 38.5 | |
| 58 | Nemotron 3 Ultra 550B A55B (Reasoning) NVIDIA |
2026-06-04 | $0.245 | 1.77m | 0.0064 | 38.1 | -26.5 | 37.8 | 49.3 | 27.4 | 13.9 | 38.1 | |
| 59 | Claude 4.5 Sonnet (Reasoning) Anthropic |
2025-09-29 | $0.413 | 4.79m | 0.0110 | 37.7 | -26.9 | 36.4 | 52.1 | 24.6 | 16.2 | 37.7 | |
| 60 | Gemini 3.5 Flash-Lite |
2026-07-21 | $0.0858 | 29s | 0.0023 | 37.5 | -27.1 | 36.5 | 49.3 | 26.8 | 9.3 | 37.5 | |
| 61 | GPT-5.1 (high) OpenAI |
2025-11-13 | $0.270 | 3.30m | 0.0076 | 35.8 | -28.9 | 36.9 | 49.4 | 21.0 | 14.3 | 35.8 | |
| 62 | GLM-4.7 (Reasoning) Z AI |
2025-12-22 | $0.323 | 3.35m | 0.0093 | 34.8 | -29.9 | 33.7 | 45.3 | 25.4 | 15.1 | 34.8 | |
| 63 | Grok 4.3 (high) SpaceXAI |
2026-04-30 | $0.139 | 2.06m | 0.0040 | 34.6 | -30.0 | 37.6 | 42.2 | 24.1 | 11.4 | 34.6 | |
| 64 | GPT-5.6 Luna (low) OpenAI |
2026-07-09 | $0.0405 | 13s | 0.0012 | 34.3 | -30.4 | 33.3 | 44.2 | 25.4 | 6.1 | 34.3 | |
| 65 | Qwen3.5 397B A17B (Reasoning) Alibaba |
2026-02-16 | $0.333 | 3.59m | 0.0098 | 33.9 | -30.7 | 33.7 | 48.2 | 19.8 | 15.2 | 33.9 | |
| 66 | LongCat 2.0 LongCat |
2026-06-29 | $0.109 | 6.92m | 0.0033 | 33.5 | -31.1 | 33.5 | 45.3 | 21.8 | 10.4 | 33.5 | |
| 67 | Qwen3.6 27B (Non-reasoning) Alibaba |
2026-04-22 | $0.360 | 3.36m | 0.0108 | 33.5 | -31.2 | 30.5 | 46.6 | 23.3 | 15.6 | 33.5 | |
| 68 | Qwen3.5 122B A10B (Reasoning) Alibaba |
2026-02-24 | $0.241 | 1.93m | 0.0073 | 32.9 | -31.7 | 32.3 | 45.7 | 20.7 | 13.8 | 32.9 | |
| 69 | GPT-5 (high) OpenAI |
2025-08-07 | $0.210 | 2.19m | 0.0064 | 32.7 | -31.9 | 34.7 | 37.8 | 25.7 | 13.2 | 32.7 | |
| 70 | Mistral Medium 3.5 Mistral |
2026-04-29 | $0.392 | 3.91m | 0.0123 | 31.9 | -32.7 | 29.9 | 46.9 | 19.0 | 15.9 | 31.9 | |
| 71 | Qwen3.6 35B A3B (Reasoning) Alibaba |
2026-04-16 | $0.179 | 3.27m | 0.0056 | 31.6 | -33.0 | 31.6 | 41.9 | 21.4 | 12.5 | 31.6 | |
| 72 | Ring-2.6-1T InclusionAI |
2026-05-08 | $0.345 | 3.11m | 0.0112 | 30.8 | -33.9 | 30.6 | 42.8 | 18.9 | 15.4 | 30.8 | |
| 73 | GLM-4.6 (Reasoning) Z AI |
2025-09-30 | $0.283 | 5.67m | 0.0092 | 30.7 | -33.9 | 28.7 | 45.8 | 17.7 | 14.5 | 30.7 | |
| 74 | Step 3.7 Flash StepFun |
2026-05-29 | $0.0870 | 1.80m | 0.0029 | 30.5 | -34.2 | 30.3 | 39.6 | 21.5 | 9.4 | 30.5 | |
| 75 | Claude 4.5 Haiku (Reasoning) Anthropic |
2025-10-15 | $0.237 | 2.72m | 0.0079 | 30.0 | -34.7 | 29.6 | 43.9 | 16.4 | 13.7 | 30.0 | |
| 76 | GPT-5.6 Luna (Non-reasoning) OpenAI |
2026-07-09 | $0.0547 | 12s | 0.0019 | 29.3 | -35.4 | 26.6 | 39.3 | 22.0 | 7.4 | 29.3 | |
| 77 | Qwen3.5 122B A10B (Non-reasoning) Alibaba |
2026-02-24 | $0.179 | 57s | 0.0062 | 28.9 | -35.7 | 27.6 | 43.3 | 15.8 | 12.5 | 28.9 | |
| 78 | Grok 4.3 (Non-reasoning) SpaceXAI |
2026-04-30 | $0.293 | 1.49m | 0.0106 | 27.6 | -37.1 | 24.8 | 35.2 | 22.8 | 14.7 | 27.6 | |
| 79 | GPT-5.5 Instant (June 2026) OpenAI |
2026-06-25 | $0.539 | - | 0.0204 | 26.4 | -38.2 | 28.9 | 39.4 | 11.0 | 17.3 | 26.4 | |
| 80 | Gemma 4 26B A4B (Reasoning) |
2026-04-02 | $0.0294 | - | 0.0012 | 25.3 | -39.3 | 25.7 | 39.3 | 11.0 | 4.7 | 25.3 | |
| 81 | Qwen3.5 35B A3B (Non-reasoning) Alibaba |
2026-02-24 | $0.231 | 1.47m | 0.0095 | 24.3 | -40.4 | 24.0 | 37.0 | 11.8 | 13.6 | 24.3 | |
| 82 | NVIDIA Nemotron 3 Super 120B A12B (Reasoning) NVIDIA |
2026-03-11 | $0.206 | 2.26m | 0.0086 | 23.9 | -40.7 | 25.4 | 37.7 | 8.7 | 13.1 | 23.9 | |
| 83 | Qwen3.6 35B A3B (Non-reasoning) Alibaba |
2026-04-16 | $0.598 | 1.46m | 0.0251 | 23.8 | -40.8 | 24.2 | 28.1 | 19.1 | 17.8 | 23.8 | |
| 84 | gpt-oss-120b (high) OpenAI |
2025-08-05 | $0.0607 | 2.16m | 0.0027 | 22.5 | -42.2 | 23.8 | 30.4 | 13.2 | 7.8 | 22.5 | |
| 85 | Gemini 2.5 Pro |
2025-06-05 | $0.198 | 1.46m | 0.0090 | 22.1 | -42.6 | 25.8 | 33.3 | 7.1 | 13.0 | 22.1 | |
| 86 | Qwen3 Coder Next Alibaba |
2026-02-03 | $0.329 | 1.81m | 0.0149 | 22.0 | -42.6 | 21.1 | 36.2 | 8.8 | 15.2 | 22.0 | |
| 87 | Gemini 3.1 Flash-Lite |
2026-03-03 | $0.0416 | 1.02m | 0.0019 | 22.0 | -42.7 | 25.0 | 34.7 | 6.2 | 6.2 | 22.0 | |
| 88 | Gemma 4 31B (Non-reasoning) |
2026-04-02 | $0.0343 | 1.04m | 0.0016 | 22.0 | -42.7 | 21.8 | 33.2 | 11.0 | 5.4 | 22.0 | |
| 89 | Nova 2.0 Pro Preview (medium) Amazon |
2025-11-27 | $0.173 | 1.69m | 0.0083 | 20.9 | -43.7 | 21.8 | 34.0 | 7.0 | 12.4 | 20.9 | |
| 90 | Mercury 2 Inception |
2026-02-20 | $0.0750 | 30s | 0.0036 | 20.7 | -43.9 | 21.4 | 31.1 | 9.6 | 8.8 | 20.7 | |
| 91 | GPT-5 mini (high) OpenAI |
2025-08-07 | $0.0295 | 2.00m | 0.0015 | 20.1 | -44.6 | 25.3 | 15.6 | 19.4 | 4.7 | 20.1 | |
| 92 | Qwen3.5 9B (Reasoning) Alibaba |
2026-03-02 | $0.221 | 6.34m | 0.0115 | 19.2 | -45.5 | 21.4 | 28.7 | 7.4 | 13.4 | 19.2 | |
| 93 | Nova 2.0 Pro Preview (low) Amazon |
2025-11-27 | $0.213 | 41s | 0.0123 | 17.3 | -47.3 | 19.6 | 25.9 | 6.4 | 13.3 | 17.3 | |
| 94 | Mistral Small 4 (Reasoning) Mistral |
2026-03-16 | $0.0976 | 1.89m | 0.0058 | 17.0 | -47.7 | 19.6 | 26.6 | 4.7 | 9.9 | 17.0 | |
| 95 | HyperNova 60B 2605 Multiverse Computing |
2026-05-26 | $0.0193 | 1.29m | 0.0012 | 15.9 | -48.7 | 17.8 | 23.2 | 6.7 | 2.9 | 15.9 | |
| 96 | Trinity Large Thinking Arcee AI |
2026-04-01 | $0.126 | 4.13m | 0.0080 | 15.9 | -48.8 | 18.2 | 25.8 | 3.7 | 11.0 | 15.9 | |
| 97 | DeepSeek R1 (Jan '25) DeepSeek |
2025-01-20 | $0.247 | - | 0.0160 | 15.4 | -49.2 | 18.5 | 24.6 | 3.1 | 13.9 | 15.4 | |
| 98 | Mistral Small 3.1 Mistral |
2025-03-17 | $0.0410 | 31s | 0.0027 | 15.4 | -49.2 | 14.7 | 26.3 | 5.2 | 6.1 | 15.4 | |
| 99 | Nova 2.0 Lite (high) Amazon |
2025-10-29 | $0.245 | 5.30m | 0.0166 | 14.8 | -49.9 | 18.2 | 23.0 | 3.1 | 13.9 | 14.8 | |
| 100 | Mistral Large 3 Mistral |
2025-12-02 | $0.0599 | 58s | 0.0043 | 13.8 | -50.8 | 15.9 | 20.1 | 5.5 | 7.8 | 13.8 |