Run #2332
success · fetched 2026-09-17 09:00:23 · 1.34 MB raw HTML · 138 models
Top quality: Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback) (53.4 pts)
Cost/task vs quality?
138 models · 15 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 Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback) Anthropic |
2026-09-01 | $7.63 | 12.4m | 0.1429 | 53.4 | 0.0 | 53.4 | - | 28.8 | 53.4 |
| 2 | ✓ | Claude Fable 5.1 (Adaptive Reasoning, Xhigh Effort, Default Fallback) Anthropic |
2026-09-01 | $5.98 | 11.4m | 0.1124 | 53.2 | -0.2 | 53.2 | - | 27.8 | 53.2 |
| 3 | ✓ | GPT-6 Astra (max) OpenAI |
2026-09-03 | $3.26 | 8.47m | 0.0617 | 52.8 | -0.6 | 52.8 | - | 25.1 | 52.8 |
| 4 | ✓ | GPT-6 Astra (xhigh) OpenAI |
2026-09-03 | $2.31 | 5.27m | 0.0440 | 52.5 | -0.9 | 52.5 | - | 23.6 | 52.5 |
| 5 | Claude Fable 5.1 (Adaptive Reasoning, High Effort, Default Fallback) Anthropic |
2026-09-01 | $3.91 | 6.83m | 0.0764 | 51.2 | -2.2 | 51.2 | - | 25.9 | 51.2 | |
| 6 | ✓ | GPT-6 Astra (high) OpenAI |
2026-09-03 | $1.72 | 3.75m | 0.0337 | 51.0 | -2.3 | 51.0 | - | 22.4 | 51.0 |
| 7 | Claude Opus 5 (Adaptive Reasoning, Max Effort) Anthropic |
2026-07-24 | $5.86 | 13.9m | 0.1155 | 50.7 | -2.7 | 50.7 | - | 27.7 | 50.7 | |
| 8 | Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) Anthropic |
2026-06-09 | $8.75 | 10.2m | 0.1760 | 49.7 | -3.7 | 49.7 | - | 29.4 | 49.7 | |
| 9 | ✓ | GPT-6 Astra (medium) OpenAI |
2026-09-03 | $1.54 | 3.02m | 0.0310 | 49.7 | -3.7 | 49.7 | - | 21.9 | 49.7 |
| 10 | Claude Opus 5 (Adaptive Reasoning, Xhigh Effort) Anthropic |
2026-07-24 | $4.88 | 11.6m | 0.0982 | 49.7 | -3.7 | 49.7 | - | 26.9 | 49.7 | |
| 11 | Claude Fable 5.1 (Adaptive Reasoning, Medium Effort, Default Fallback) Anthropic |
2026-09-01 | $2.98 | 5.28m | 0.0608 | 49.1 | -4.3 | 49.1 | - | 24.7 | 49.1 | |
| 12 | Claude Opus 5 (Adaptive Reasoning, High Effort) Anthropic |
2026-07-24 | $3.61 | 8.89m | 0.0749 | 48.2 | -5.1 | 48.2 | - | 25.6 | 48.2 | |
| 13 | Muse Spark 1.3 (max) Meta |
2026-09-02 | $1.60 | 3.94m | 0.0333 | 48.2 | -5.2 | 48.2 | - | 22.1 | 48.2 | |
| 14 | GPT-5.6 Sol (max) OpenAI |
2026-07-09 | $1.99 | 6.56m | 0.0423 | 47.1 | -6.3 | 47.1 | - | 23.0 | 47.1 | |
| 15 | Claude Fable 5.1 (Adaptive Reasoning, Low Effort, Default Fallback) Anthropic |
2026-09-01 | $2.37 | 4.09m | 0.0504 | 47.0 | -6.3 | 47.0 | - | 23.7 | 47.0 | |
| 16 | ✓ | GPT-6 Astra (low) OpenAI |
2026-09-03 | $0.818 | 1.45m | 0.0178 | 46.0 | -7.4 | 46.0 | - | 19.1 | 46.0 |
| 17 | Qwen3.8 Max (0902) Alibaba |
2026-09-02 | $5.41 | 34.9m | 0.1190 | 45.4 | -7.9 | 45.4 | - | 27.3 | 45.4 | |
| 18 | Muse Spark 1.3 (xhigh) Meta |
2026-09-02 | $1.37 | 3.88m | 0.0303 | 45.2 | -8.2 | 45.2 | - | 21.4 | 45.2 | |
| 19 | Claude Opus 5 (Adaptive Reasoning, Medium Effort) Anthropic |
2026-07-24 | $2.19 | 5.59m | 0.0486 | 45.1 | -8.3 | 45.1 | - | 23.4 | 45.1 | |
| 20 | GLM-5.3 (max) Z AI |
2026-08-18 | $2.01 | 13.7m | 0.0447 | 44.9 | -8.5 | 44.9 | - | 23.0 | 44.9 | |
| 21 | Grok 4.6 (high) SpaceXAI |
2026-08-12 | $1.86 | 9.14m | 0.0419 | 44.4 | -9.0 | 44.4 | - | 22.7 | 44.4 | |
| 22 | Grok 4.6 (xhigh) SpaceXAI |
2026-08-12 | $2.32 | 10.7m | 0.0525 | 44.3 | -9.1 | 44.3 | - | 23.7 | 44.3 | |
| 23 | GPT-5.6 Sol (xhigh) OpenAI |
2026-07-09 | $1.18 | 4.72m | 0.0268 | 44.1 | -9.2 | 44.1 | - | 20.7 | 44.1 | |
| 24 | Kimi K3 (max) Kimi |
2026-07-16 | $2.00 | 21.4m | 0.0457 | 43.8 | -9.6 | 43.8 | - | 23.0 | 43.8 | |
| 25 | Grok 4.6 (medium) SpaceXAI |
2026-08-12 | $1.50 | 7.79m | 0.0348 | 43.0 | -10.4 | 43.0 | - | 21.8 | 43.0 | |
| 26 | ✓ | GPT-5.6 Sol (high) OpenAI |
2026-07-09 | $0.808 | 3.60m | 0.0190 | 42.5 | -10.9 | 42.5 | - | 19.1 | 42.5 |
| 27 | GPT-5.6 Terra (max) OpenAI |
2026-07-09 | $1.40 | 7.23m | 0.0331 | 42.3 | -11.1 | 42.3 | - | 21.5 | 42.3 | |
| 28 | Claude Opus 4.8 (Adaptive Reasoning, Max Effort) Anthropic |
2026-05-28 | $4.08 | 12.6m | 0.0972 | 42.0 | -11.4 | 42.0 | - | 26.1 | 42.0 | |
| 29 | ✓ | GLM 5.3 Flash Z AI |
2026-08-26 | $0.253 | 8.19m | 0.0060 | 41.9 | -11.5 | 41.9 | - | 14.0 | 41.9 |
| 30 | Gemini 3.8 Flash (high) |
2026-09-02 | $1.24 | 3.25m | 0.0302 | 41.2 | -12.2 | 41.2 | - | 20.9 | 41.2 | |
| 31 | Qwen3.8 Max Alibaba |
2026-08-03 | $2.67 | 20.1m | 0.0662 | 40.3 | -13.1 | 40.3 | - | 24.3 | 40.3 | |
| 32 | Qwen3.8 2.4T A95B Alibaba |
2026-08-12 | $2.16 | 22.5m | 0.0538 | 40.0 | -13.3 | 40.0 | - | 23.3 | 40.0 | |
| 33 | Gemini 3.8 Flash (medium) |
2026-09-02 | $0.931 | - | 0.0233 | 40.0 | -13.4 | 40.0 | - | 19.7 | 40.0 | |
| 34 | Qwen3.8-Flash-Next Alibaba |
2026-08-26 | $0.372 | 25.7m | 0.0093 | 39.9 | -13.5 | 39.9 | - | 15.7 | 39.9 | |
| 35 | Muse Spark 1.2 (xhigh) Meta |
2026-08-05 | $0.975 | 4.03m | 0.0245 | 39.8 | -13.6 | 39.8 | - | 19.9 | 39.8 | |
| 36 | Claude Opus 5 (Adaptive Reasoning, Low Effort) Anthropic |
2026-07-24 | $1.10 | 3.00m | 0.0276 | 39.8 | -13.6 | 39.8 | - | 20.4 | 39.8 | |
| 37 | DeepSeek V4.1 Flash (Reasoning, Max Effort) DeepSeek |
2026-09-10 | $0.265 | 4.90m | 0.0067 | 39.5 | -13.8 | 39.5 | - | 14.2 | 39.5 | |
| 38 | GPT-5.6 Sol (medium) OpenAI |
2026-07-09 | $0.505 | 2.03m | 0.0128 | 39.5 | -13.9 | 39.5 | - | 17.0 | 39.5 | |
| 39 | Gemini 3.7 Flash (high) |
2026-08-13 | $0.925 | 2.84m | 0.0235 | 39.4 | -13.9 | 39.4 | - | 19.7 | 39.4 | |
| 40 | Grok 4.5 (high) SpaceXAI |
2026-07-08 | $1.04 | 7.40m | 0.0265 | 39.1 | -14.3 | 39.1 | - | 20.2 | 39.1 | |
| 41 | GPT-5.5 (xhigh) OpenAI |
2026-04-23 | $2.63 | 4.37m | 0.0682 | 38.6 | -14.7 | 38.6 | - | 24.2 | 38.6 | |
| 42 | Claude Sonnet 5 (Adaptive Reasoning, Max Effort) Anthropic |
2026-06-30 | $5.09 | 16.4m | 0.1327 | 38.4 | -15.0 | 38.4 | - | 27.1 | 38.4 | |
| 43 | GPT-5.6 Terra (xhigh) OpenAI |
2026-07-09 | $0.632 | 3.85m | 0.0165 | 38.2 | -15.2 | 38.2 | - | 18.0 | 38.2 | |
| 44 | ✓ | GPT-5.6 Luna (max) OpenAI |
2026-07-09 | $0.178 | 5.67m | 0.0048 | 37.5 | -15.9 | 37.5 | - | 12.5 | 37.5 |
| 45 | GPT-5.5 (high) OpenAI |
2026-04-23 | $1.54 | 2.73m | 0.0413 | 37.3 | -16.1 | 37.3 | - | 21.9 | 37.3 | |
| 46 | DeepSeek V4 Pro 0813 (Reasoning, Max Effort) DeepSeek |
2026-08-13 | $0.674 | 8.09m | 0.0186 | 36.3 | -17.1 | 36.3 | - | 18.3 | 36.3 | |
| 47 | Grok 4.6 (low) SpaceXAI |
2026-08-12 | $0.475 | 3.08m | 0.0134 | 35.4 | -18.0 | 35.4 | - | 16.8 | 35.4 | |
| 48 | DeepSeek V4 Flash 0731 Vision (Reasoning, Max Effort) DeepSeek |
2026-08-21 | $0.314 | 3.86m | 0.0090 | 35.0 | -18.4 | 35.0 | - | 15.0 | 35.0 | |
| 49 | ✓ | GPT-5.6 Luna (xhigh) OpenAI |
2026-07-09 | $0.0853 | 3.30m | 0.0025 | 34.8 | -18.6 | 34.8 | - | 9.3 | 34.8 |
| 50 | Claude Sonnet 5 (Adaptive Reasoning, Xhigh Effort) Anthropic |
2026-06-30 | $2.87 | 9.90m | 0.0828 | 34.7 | -18.7 | 34.7 | - | 24.6 | 34.7 | |
| 51 | DeepSeek V4 Flash 0731 (Reasoning, Max Effort) DeepSeek |
2026-07-31 | $0.220 | 3.54m | 0.0064 | 34.5 | -18.8 | 34.5 | - | 13.4 | 34.5 | |
| 52 | GPT-5.6 Terra (high) OpenAI |
2026-07-09 | $0.338 | 2.19m | 0.0098 | 34.5 | -18.9 | 34.5 | - | 15.3 | 34.5 | |
| 53 | Gemini 3.6 Flash (high) |
2026-07-21 | $0.929 | 3.64m | 0.0270 | 34.3 | -19.0 | 34.3 | - | 19.7 | 34.3 | |
| 54 | Muse Spark 1.1 (xhigh) Meta |
2026-07-09 | $1.38 | - | 0.0403 | 34.3 | -19.1 | 34.3 | - | 21.4 | 34.3 | |
| 55 | GPT-5.5 (medium) OpenAI |
2026-04-23 | $0.902 | 1.69m | 0.0264 | 34.2 | -19.2 | 34.2 | - | 19.6 | 34.2 | |
| 56 | GLM-5.2 (max) Z AI |
2026-06-16 | $0.965 | 14.3m | 0.0284 | 34.0 | -19.4 | 34.0 | - | 19.8 | 34.0 | |
| 57 | Qwen3.8 27B (xhigh) Alibaba |
2026-08-14 | $0.820 | 17.8m | 0.0242 | 33.9 | -19.5 | 33.9 | - | 19.1 | 33.9 | |
| 58 | GPT-5.6 Sol (low) OpenAI |
2026-07-09 | $0.261 | 1.02m | 0.0077 | 33.8 | -19.6 | 33.8 | - | 14.2 | 33.8 | |
| 59 | Gemini 3.5 Flash (high) |
2026-05-19 | $1.56 | 3.64m | 0.0474 | 33.0 | -20.4 | 33.0 | - | 21.9 | 33.0 | |
| 60 | ✓ | GPT-5.6 Luna (high) OpenAI |
2026-07-09 | $0.0440 | 2.12m | 0.0014 | 32.4 | -21.0 | 32.4 | - | 6.4 | 32.4 |
| 61 | Claude Sonnet 5 (Adaptive Reasoning, High Effort) Anthropic |
2026-06-30 | $1.79 | 6.54m | 0.0560 | 32.0 | -21.3 | 32.0 | - | 22.5 | 32.0 | |
| 62 | DeepSeek V4 Pro 0424 (Reasoning, Max Effort) DeepSeek |
2026-04-24 | $0.122 | 7.20m | 0.0039 | 30.9 | -22.5 | 30.9 | - | 10.8 | 30.9 | |
| 63 | Kimi K3 (low) Kimi |
2026-07-16 | $1.15 | 5.45m | 0.0376 | 30.5 | -22.9 | 30.5 | - | 20.6 | 30.5 | |
| 64 | Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort) Anthropic |
2026-02-17 | $2.49 | 20.3m | 0.0816 | 30.5 | -22.9 | 30.5 | - | 24.0 | 30.5 | |
| 65 | GPT-5.6 Terra (medium) OpenAI |
2026-07-09 | $0.183 | 1.07m | 0.0060 | 30.4 | -23.0 | 30.4 | - | 12.6 | 30.4 | |
| 66 | Gemini 3.1 Pro Preview |
2026-02-19 | $0.675 | 2.42m | 0.0222 | 30.4 | -23.0 | 30.4 | - | 18.3 | 30.4 | |
| 67 | Qwen3.7 Max Alibaba |
2026-05-19 | $1.15 | 2.47m | 0.0384 | 29.9 | -23.5 | 29.9 | - | 20.6 | 29.9 | |
| 68 | MiniMax-M3 MiniMax |
2026-06-01 | $0.508 | 6.02m | 0.0171 | 29.6 | -23.8 | 29.6 | - | 17.1 | 29.6 | |
| 69 | Claude Sonnet 5 (Adaptive Reasoning, Medium Effort) Anthropic |
2026-06-30 | $0.999 | 4.15m | 0.0351 | 28.4 | -24.9 | 28.4 | - | 20.0 | 28.4 | |
| 70 | GPT-5.6 Terra (low) OpenAI |
2026-07-09 | $0.144 | 44s | 0.0052 | 27.9 | -25.5 | 27.9 | - | 11.6 | 27.9 | |
| 71 | Qwen3.8 27B (medium) Alibaba |
2026-08-14 | $0.903 | 16.2m | 0.0325 | 27.8 | -25.6 | 27.8 | - | 19.6 | 27.8 | |
| 72 | Kimi K2.6 Kimi |
2026-04-20 | $0.800 | 18.2m | 0.0291 | 27.5 | -25.9 | 27.5 | - | 19.0 | 27.5 | |
| 73 | Quasar 438B (max, based on GLM-5.2) Multiverse Computing |
2026-08-10 | $2.02 | 6.88m | 0.0746 | 27.1 | -26.2 | 27.1 | - | 23.1 | 27.1 | |
| 74 | GPT-5.5 Instant (June 2026) OpenAI |
2026-06-25 | $0.691 | 35s | 0.0258 | 26.8 | -26.6 | 26.8 | - | 18.4 | 26.8 | |
| 75 | Qwen3.8 27B (low) Alibaba |
2026-08-14 | $0.834 | 14.5m | 0.0315 | 26.5 | -26.9 | 26.5 | - | 19.2 | 26.5 | |
| 76 | GLM-5.1 (Reasoning) Z AI |
2026-04-07 | $0.922 | 14.2m | 0.0349 | 26.4 | -26.9 | 26.4 | - | 19.6 | 26.4 | |
| 77 | MiMo-V2.5-Pro Xiaomi |
2026-04-22 | $0.0541 | 8.74m | 0.0020 | 26.4 | -27.0 | 26.4 | - | 7.3 | 26.4 | |
| 78 | Kimi K2.7 Code Kimi |
2026-06-12 | $0.541 | 8.30m | 0.0206 | 26.3 | -27.1 | 26.3 | - | 17.3 | 26.3 | |
| 79 | Inkling Small Thinking Machines |
2026-07-30 | $0.0895 | 2.59m | 0.0034 | 26.1 | -27.3 | 26.1 | - | 9.5 | 26.1 | |
| 80 | Qwen3.7 Plus Alibaba |
2026-06-01 | $0.325 | 7.66m | 0.0126 | 25.8 | -27.6 | 25.8 | - | 15.1 | 25.8 | |
| 81 | Hy3 Tencent |
2026-07-06 | $0.0743 | 8.53m | 0.0029 | 25.8 | -27.6 | 25.8 | - | 8.7 | 25.8 | |
| 82 | Inkling (xhigh) Thinking Machines |
2026-07-15 | $0.607 | 7.08m | 0.0238 | 25.5 | -27.8 | 25.5 | - | 17.8 | 25.5 | |
| 83 | ✓ | GPT-5.6 Luna (medium) OpenAI |
2026-07-09 | $0.0156 | 40s | 0.0006 | 25.5 | -27.9 | 25.5 | - | 1.9 | 25.5 |
| 84 | Grok 4.3 (high) SpaceXAI |
2026-04-30 | $0.165 | 2.40m | 0.0065 | 25.4 | -28.0 | 25.4 | - | 12.2 | 25.4 | |
| 85 | DeepSeek V4 Flash 0420 (Reasoning, High Effort) DeepSeek |
2026-04-24 | $0.193 | - | 0.0078 | 24.8 | -28.5 | 24.8 | - | 12.9 | 24.8 | |
| 86 | Claude Sonnet 5 (Adaptive Reasoning, Low Effort) Anthropic |
2026-06-30 | $0.509 | 2.43m | 0.0206 | 24.7 | -28.6 | 24.7 | - | 17.1 | 24.7 | |
| 87 | DeepSeek V4 Flash 0420 (Reasoning, Max Effort) DeepSeek |
2026-04-24 | $0.118 | - | 0.0048 | 24.6 | -28.7 | 24.6 | - | 10.7 | 24.6 | |
| 88 | GPT-5.4 mini (xhigh) OpenAI |
2026-03-17 | $0.410 | 4.49m | 0.0167 | 24.6 | -28.8 | 24.6 | - | 16.1 | 24.6 | |
| 89 | Nemotron 3 Ultra 550B A55B (Reasoning) NVIDIA |
2026-06-04 | $0.579 | 2.49m | 0.0247 | 23.4 | -30.0 | 23.4 | - | 17.6 | 23.4 | |
| 90 | MiniMax-M2.7 MiniMax |
2026-03-18 | $0.102 | 5.22m | 0.0044 | 23.2 | -30.2 | 23.2 | - | 10.1 | 23.2 | |
| 91 | Gemini 3.5 Flash-Lite |
2026-07-21 | $0.124 | 45s | 0.0055 | 22.7 | -30.7 | 22.7 | - | 10.9 | 22.7 | |
| 92 | MiMo-V2.5 Xiaomi |
2026-04-22 | $0.0191 | 9.21m | 0.0009 | 22.3 | -31.1 | 22.3 | - | 2.8 | 22.3 | |
| 93 | Qwen3.6 27B (Reasoning) Alibaba |
2026-04-22 | $0.621 | 8.19m | 0.0284 | 21.9 | -31.5 | 21.9 | - | 17.9 | 21.9 | |
| 94 | ✓ | GPT-5.6 Luna (low) OpenAI |
2026-07-09 | $0.00983 | 24s | 0.0005 | 21.5 | -31.8 | 21.5 | - | 0.0 | 21.5 |
| 95 | GPT-5.4 nano (xhigh) OpenAI |
2026-03-17 | $0.183 | 6.98m | 0.0086 | 21.2 | -32.1 | 21.2 | - | 12.6 | 21.2 | |
| 96 | GPT-5.6 Terra (Non-reasoning) OpenAI |
2026-07-09 | $0.140 | 35s | 0.0066 | 21.2 | -32.2 | 21.2 | - | 11.5 | 21.2 | |
| 97 | Claude 4.5 Sonnet (Reasoning) Anthropic |
2025-09-29 | $0.557 | 5.49m | 0.0263 | 21.2 | -32.2 | 21.2 | - | 17.5 | 21.2 | |
| 98 | Ling 3.0 Flash InclusionAI |
2026-08-04 | $0.0337 | 2.14m | 0.0016 | 20.6 | -32.7 | 20.6 | - | 5.3 | 20.6 | |
| 99 | LongCat 2.0 LongCat |
2026-06-29 | $0.0590 | - | 0.0030 | 19.7 | -33.7 | 19.7 | - | 7.7 | 19.7 | |
| 100 | Qwen3.5 397B A17B (Reasoning) Alibaba |
2026-02-16 | $0.475 | 3.47m | 0.0248 | 19.1 | -34.3 | 19.1 | - | 16.8 | 19.1 |