Run #814
success · fetched 2026-07-09 12:00:50 · 1.27 MB raw HTML · 551 models
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Top quality: Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) (63.1 pts)
Cost/task vs quality?
79 models · 9 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 Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) Anthropic |
2026-06-09 | $2.75 | 4.77m | 0.0436 | 63.1 | 0.0 | 59.9 | 76.5 | 52.8 | 24.4 | 63.1 |
| 2 | ✓ | Claude Opus 4.8 (Adaptive Reasoning, Max Effort) Anthropic |
2026-05-28 | $1.80 | 6.93m | 0.0304 | 59.0 | -4.0 | 55.7 | 74.3 | 47.2 | 22.5 | 59.0 |
| 3 | ✓ | GPT-5.5 (xhigh) OpenAI |
2026-04-23 | $0.863 | 3.88m | 0.0148 | 58.2 | -4.9 | 54.8 | 74.9 | 44.9 | 19.4 | 58.2 |
| 4 | ✓ | Grok 4.5 (high) SpaceXAI |
2026-07-08 | $0.311 | 2.67m | 0.0054 | 57.3 | -5.7 | 53.8 | 72.4 | 45.7 | 14.9 | 57.3 |
| 5 | Claude Sonnet 5 (Adaptive Reasoning, Max Effort) Anthropic |
2026-06-30 | $1.53 | 8.52m | 0.0267 | 57.2 | -5.9 | 53.4 | 71.5 | 46.7 | 21.8 | 57.2 | |
| 6 | Claude Opus 4.7 (Adaptive Reasoning, Max Effort) Anthropic |
2026-04-16 | $1.97 | 6.12m | 0.0345 | 57.2 | -5.9 | 53.5 | 73.6 | 44.4 | 23.0 | 57.2 | |
| 7 | GPT-5.5 (high) OpenAI |
2026-04-23 | $0.610 | 2.53m | 0.0109 | 56.1 | -7.0 | 53.1 | 71.6 | 43.5 | 17.9 | 56.1 | |
| 8 | GPT-5.4 (xhigh) OpenAI |
2026-03-05 | $0.887 | 3.49m | 0.0163 | 54.5 | -8.5 | 51.4 | 71.1 | 41.1 | 19.5 | 54.5 | |
| 9 | GLM-5.2 (max) Z AI |
2026-06-16 | $0.370 | 3.16m | 0.0068 | 54.3 | -8.8 | 51.1 | 68.8 | 43.1 | 15.7 | 54.3 | |
| 10 | GPT-5.5 (medium) OpenAI |
2026-04-23 | $0.344 | 1.42m | 0.0065 | 53.2 | -9.8 | 50.4 | 71.5 | 37.8 | 15.4 | 53.2 | |
| 11 | Gemini 3.5 Flash (high) |
2026-05-19 | $0.586 | 2.74m | 0.0111 | 52.6 | -10.5 | 50.2 | 70.1 | 37.4 | 17.7 | 52.6 | |
| 12 | Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort) Anthropic |
2026-02-17 | $1.14 | 12.1m | 0.0226 | 50.3 | -12.7 | 47.2 | 63.0 | 40.8 | 20.6 | 50.3 | |
| 13 | Qwen3.7 Max Alibaba |
2026-05-19 | $1.06 | 1.54m | 0.0223 | 47.5 | -15.5 | 46.0 | 66.0 | 30.6 | 20.3 | 47.5 | |
| 14 | ✓ | DeepSeek V4 Pro (Reasoning, Max Effort) DeepSeek |
2026-04-24 | $0.0448 | 7.92m | 0.0010 | 46.7 | -16.4 | 44.3 | 59.4 | 36.4 | 6.5 | 46.7 |
| 15 | MiniMax-M3 MiniMax |
2026-06-01 | $0.125 | 4.14m | 0.0027 | 46.1 | -16.9 | 44.4 | 58.6 | 35.4 | 11.0 | 46.1 | |
| 16 | Gemini 3.1 Pro Preview |
2026-02-19 | $0.291 | 1.47m | 0.0064 | 45.6 | -17.5 | 46.5 | 68.8 | 21.4 | 14.6 | 45.6 | |
| 17 | Kimi K2.6 Kimi |
2026-04-20 | $0.346 | 14.9m | 0.0076 | 45.4 | -17.6 | 44.2 | 61.8 | 30.3 | 15.4 | 45.4 | |
| 18 | GPT-5.5 (low) OpenAI |
2026-04-23 | $0.193 | 35s | 0.0043 | 44.9 | -18.1 | 43.5 | 60.9 | 30.4 | 12.9 | 44.9 | |
| 19 | Kimi K2.7 Code Kimi |
2026-06-12 | $0.178 | 6.09m | 0.0040 | 44.1 | -19.0 | 41.9 | 60.8 | 29.6 | 12.5 | 44.1 | |
| 20 | ✓ | MiMo-V2.5-Pro Xiaomi |
2026-04-22 | $0.0314 | 7.01m | 0.0007 | 43.8 | -19.2 | 42.2 | 60.2 | 29.1 | 5.0 | 43.8 |
| 21 | ✓ | DeepSeek V4 Flash (Reasoning, Max Effort) DeepSeek |
2026-04-24 | $0.0223 | 5.86m | 0.0005 | 42.5 | -20.6 | 40.3 | 56.2 | 31.1 | 3.5 | 42.5 |
| 22 | GPT-5.4 mini (xhigh) OpenAI |
2026-03-17 | $0.479 | 7.83m | 0.0114 | 42.1 | -21.0 | 40.0 | 56.1 | 30.2 | 16.8 | 42.1 | |
| 23 | GLM-5.1 (Reasoning) Z AI |
2026-04-07 | $0.226 | 4.80m | 0.0054 | 41.9 | -21.1 | 40.2 | 55.8 | 29.9 | 13.5 | 41.9 | |
| 24 | GPT-5.4 nano (xhigh) OpenAI |
2026-03-17 | $0.127 | 7.30m | 0.0031 | 40.6 | -22.4 | 38.2 | 56.1 | 27.5 | 11.0 | 40.6 | |
| 25 | Qwen3.6 Plus Alibaba |
2026-04-02 | $0.314 | 6.41m | 0.0077 | 40.5 | -22.5 | 39.6 | 54.5 | 27.6 | 15.0 | 40.5 | |
| 26 | Grok Build 0.1 0616 SpaceXAI |
- | $0.212 | 4.76m | 0.0053 | 39.8 | -23.3 | 39.8 | 51.5 | 28.0 | 13.3 | 39.8 | |
| 27 | Qwen3.6 27B (Reasoning) Alibaba |
2026-04-22 | $0.265 | 6.58m | 0.0068 | 39.3 | -23.8 | 37.1 | 53.7 | 27.0 | 14.2 | 39.3 | |
| 28 | GPT-5.5 (Non-reasoning) OpenAI |
2026-04-23 | $0.151 | 26s | 0.0039 | 39.2 | -23.8 | 35.4 | 56.5 | 25.8 | 11.8 | 39.2 | |
| 29 | Qwen3.7 Plus Alibaba |
2026-06-01 | $0.219 | 6.68m | 0.0057 | 38.5 | -24.5 | 39.0 | 55.9 | 20.8 | 13.4 | 38.5 | |
| 30 | Nemotron 3 Ultra 550B A55B (Reasoning) NVIDIA |
2026-06-04 | $0.244 | 1.89m | 0.0064 | 38.1 | -24.9 | 37.8 | 49.3 | 27.4 | 13.9 | 38.1 | |
| 31 | Claude 4.5 Sonnet (Reasoning) Anthropic |
2025-09-29 | $0.413 | 5.10m | 0.0110 | 37.7 | -25.4 | 36.4 | 52.1 | 24.6 | 16.2 | 37.7 | |
| 32 | GPT-5.1 (high) OpenAI |
2025-11-13 | $0.269 | 3.84m | 0.0075 | 35.8 | -27.3 | 36.9 | 49.4 | 21.0 | 14.3 | 35.8 | |
| 33 | GLM-4.7 (Reasoning) Z AI |
2025-12-22 | $0.297 | 4.13m | 0.0085 | 34.8 | -28.3 | 33.7 | 45.3 | 25.4 | 14.7 | 34.8 | |
| 34 | Grok 4.3 (high) SpaceXAI |
2026-04-30 | $0.139 | 2.00m | 0.0040 | 34.6 | -28.4 | 37.6 | 42.2 | 24.1 | 11.4 | 34.6 | |
| 35 | Qwen3.5 397B A17B (Reasoning) Alibaba |
2026-02-16 | $0.333 | 5.14m | 0.0098 | 33.9 | -29.1 | 33.7 | 48.2 | 19.8 | 15.2 | 33.9 | |
| 36 | Qwen3.6 27B (Non-reasoning) Alibaba |
2026-04-22 | $0.353 | 3.03m | 0.0106 | 33.5 | -29.6 | 30.5 | 46.6 | 23.3 | 15.5 | 33.5 | |
| 37 | Qwen3.5 122B A10B (Reasoning) Alibaba |
2026-02-24 | $0.241 | 1.93m | 0.0073 | 32.9 | -30.2 | 32.3 | 45.7 | 20.7 | 13.8 | 32.9 | |
| 38 | GPT-5 (high) OpenAI |
2025-08-07 | $0.212 | 2.76m | 0.0065 | 32.7 | -30.3 | 34.7 | 37.8 | 25.7 | 13.3 | 32.7 | |
| 39 | Mistral Medium 3.5 Mistral |
2026-04-29 | $1.08 | 2.96m | 0.0339 | 31.9 | -31.1 | 29.9 | 46.9 | 19.0 | 20.3 | 31.9 | |
| 40 | Qwen3.6 35B A3B (Reasoning) Alibaba |
2026-04-16 | $0.179 | 2.88m | 0.0056 | 31.6 | -31.4 | 31.6 | 41.9 | 21.4 | 12.5 | 31.6 | |
| 41 | Ring-2.6-1T InclusionAI |
2026-05-08 | $0.345 | 3.24m | 0.0112 | 30.8 | -32.3 | 30.6 | 42.8 | 18.9 | 15.4 | 30.8 | |
| 42 | GLM-4.6 (Reasoning) Z AI |
2025-09-30 | $0.283 | 6.99m | 0.0092 | 30.7 | -32.3 | 28.7 | 45.8 | 17.7 | 14.5 | 30.7 | |
| 43 | Claude 4.5 Haiku (Reasoning) Anthropic |
2025-10-15 | $0.237 | 3.33m | 0.0079 | 30.0 | -33.1 | 29.6 | 43.9 | 16.4 | 13.8 | 30.0 | |
| 44 | Qwen3.5 122B A10B (Non-reasoning) Alibaba |
2026-02-24 | $0.176 | 53s | 0.0061 | 28.9 | -34.1 | 27.6 | 43.3 | 15.8 | 12.5 | 28.9 | |
| 45 | MiMo-V2-Flash (Non-reasoning) Xiaomi |
2025-12-16 | $0.351 | - | 0.0122 | 28.8 | -34.2 | 24.7 | 49.8 | 12.0 | 15.5 | 28.8 | |
| 46 | Grok 4.3 (Non-reasoning) SpaceXAI |
2026-04-30 | $0.293 | 1.62m | 0.0106 | 27.6 | -35.5 | 24.8 | 35.2 | 22.8 | 14.7 | 27.6 | |
| 47 | Gemma 4 26B A4B (Reasoning) |
2026-04-02 | $0.0294 | - | 0.0012 | 25.3 | -37.7 | 25.7 | 39.3 | 11.0 | 4.7 | 25.3 | |
| 48 | NVIDIA Nemotron 3 Super 120B A12B (Reasoning) NVIDIA |
2026-03-11 | $0.206 | 2.48m | 0.0086 | 23.9 | -39.1 | 25.4 | 37.7 | 8.7 | 13.1 | 23.9 | |
| 49 | gpt-oss-120b (high) OpenAI |
2025-08-05 | $0.0607 | 2.06m | 0.0027 | 22.5 | -40.6 | 23.8 | 30.4 | 13.2 | 7.8 | 22.5 | |
| 50 | Gemini 2.5 Pro |
2025-06-05 | $0.198 | 1.35m | 0.0090 | 22.1 | -41.0 | 25.8 | 33.3 | 7.1 | 13.0 | 22.1 | |
| 51 | Qwen3 Coder Next Alibaba |
2026-02-03 | $0.328 | 2.71m | 0.0149 | 22.0 | -41.0 | 21.1 | 36.2 | 8.8 | 15.2 | 22.0 | |
| 52 | Gemini 3.1 Flash-Lite |
2026-03-03 | $0.0416 | 1.04m | 0.0019 | 22.0 | -41.1 | 25.0 | 34.7 | 6.2 | 6.2 | 22.0 | |
| 53 | Nova 2.0 Pro Preview (medium) Amazon |
2025-11-27 | $0.173 | 1.61m | 0.0083 | 20.9 | -42.1 | 21.8 | 34.0 | 7.0 | 12.4 | 20.9 | |
| 54 | GPT-5 mini (high) OpenAI |
2025-08-07 | $0.0294 | 1.90m | 0.0015 | 20.1 | -43.0 | 25.3 | 15.6 | 19.4 | 4.7 | 20.1 | |
| 55 | Qwen3.5 9B (Reasoning) Alibaba |
2026-03-02 | $0.164 | 7.73m | 0.0085 | 19.2 | -43.9 | 21.4 | 28.7 | 7.4 | 12.1 | 19.2 | |
| 56 | Nova 2.0 Pro Preview (low) Amazon |
2025-11-27 | $0.213 | 41s | 0.0123 | 17.3 | -45.8 | 19.6 | 25.9 | 6.4 | 13.3 | 17.3 | |
| 57 | ✓ | HyperNova 60B 2605 Multiverse Computing |
2026-05-26 | $0.0143 | 1.31m | 0.0009 | 15.9 | -47.1 | 17.8 | 23.2 | 6.7 | 1.5 | 15.9 |
| 58 | DeepSeek R1 (Jan '25) DeepSeek |
2025-01-20 | $0.247 | - | 0.0160 | 15.4 | -47.6 | 18.5 | 24.6 | 3.1 | 13.9 | 15.4 | |
| 59 | Mistral Small 3.1 Mistral |
2025-03-17 | $0.0410 | 30s | 0.0027 | 15.4 | -47.6 | 14.7 | 26.3 | 5.2 | 6.1 | 15.4 | |
| 60 | Nova 2.0 Lite (high) Amazon |
2025-10-29 | $0.245 | 5.24m | 0.0166 | 14.8 | -48.3 | 18.2 | 23.0 | 3.1 | 13.9 | 14.8 | |
| 61 | Mistral Large 3 Mistral |
2025-12-02 | $0.0599 | 1.19m | 0.0043 | 13.8 | -49.2 | 15.9 | 20.1 | 5.5 | 7.8 | 13.8 | |
| 62 | Mistral Medium 3.1 Mistral |
2025-08-12 | $0.145 | 57s | 0.0105 | 13.8 | -49.3 | 14.7 | 20.5 | 6.2 | 11.6 | 13.8 | |
| 63 | Magistral Medium 1.2 Mistral |
2025-09-18 | $0.747 | 3.43m | 0.0546 | 13.7 | -49.4 | 17.9 | 21.3 | 1.9 | 18.7 | 13.7 | |
| 64 | DeepSeek V3 (Dec '24) DeepSeek |
2024-12-26 | $0.0254 | - | 0.0020 | 12.9 | -50.1 | 14.2 | 23.0 | 1.6 | 4.0 | 12.9 | |
| 65 | gpt-oss-20b (high) OpenAI |
2025-08-05 | $0.0178 | 1.69m | 0.0014 | 12.9 | -50.2 | 14.9 | 20.7 | 3.1 | 2.5 | 12.9 | |
| 66 | DeepSeek V3 0324 DeepSeek |
2025-03-25 | $0.190 | - | 0.0149 | 12.7 | -50.4 | 15.4 | 21.2 | 1.5 | 12.8 | 12.7 | |
| 67 | Nova 2.0 Pro Preview (Non-reasoning) Amazon |
2025-11-27 | $0.246 | 33s | 0.0194 | 12.7 | -50.4 | 14.4 | 20.9 | 2.9 | 13.9 | 12.7 | |
| 68 | GPT-4.1 mini OpenAI |
2025-04-14 | $0.0578 | 43s | 0.0047 | 12.2 | -50.8 | 14.8 | 20.2 | 1.7 | 7.6 | 12.2 | |
| 69 | Qwen3 Next 80B A3B (Reasoning) Alibaba |
2025-09-11 | $0.162 | 1.97m | 0.0135 | 12.1 | -51.0 | 16.7 | 17.4 | 2.1 | 12.1 | 12.1 | |
| 70 | Llama 4 Maverick Meta |
2025-04-05 | $0.0316 | 19s | 0.0030 | 10.6 | -52.4 | 14.3 | 16.3 | 1.3 | 5.0 | 10.6 | |
| 71 | NVIDIA Nemotron 3 Nano 30B A3B (Reasoning) NVIDIA |
2025-12-15 | $0.0183 | 2.37m | 0.0018 | 10.2 | -52.9 | 14.2 | 14.4 | 2.0 | 2.6 | 10.2 | |
| 72 | Qwen3 30B A3B 2507 (Reasoning) Alibaba |
2025-07-30 | $0.0715 | 2.51m | 0.0076 | 9.4 | -53.6 | 14.4 | 12.1 | 1.8 | 8.5 | 9.4 | |
| 73 | Ministral 3 14B Mistral |
2025-12-02 | $0.149 | 2.65m | 0.0162 | 9.2 | -53.9 | 11.1 | 14.4 | 2.2 | 11.7 | 9.2 | |
| 74 | Magistral Small 1.2 Mistral |
2025-09-17 | $0.254 | 1.92m | 0.0277 | 9.2 | -53.9 | 11.3 | 14.7 | 1.4 | 14.0 | 9.2 | |
| 75 | Mistral Small 3.2 Mistral |
2025-06-20 | $0.124 | 53s | 0.0148 | 8.4 | -54.7 | 10.6 | 12.5 | 2.0 | 10.9 | 8.4 | |
| 76 | Llama 3.3 Instruct 70B Meta |
2024-12-06 | $0.0798 | 20s | 0.0110 | 7.2 | -55.8 | 9.4 | 11.9 | 0.3 | 9.0 | 7.2 | |
| 77 | Ministral 3 8B Mistral |
2025-12-02 | $0.185 | 2.92m | 0.0279 | 6.6 | -56.4 | 9.0 | 9.7 | 1.2 | 12.7 | 6.6 | |
| 78 | ✓ | Llama 4 Scout Meta |
2025-04-05 | $0.00851 | 13s | 0.0013 | 6.4 | -56.6 | 10.0 | 8.2 | 1.1 | 0.0 | 6.4 |
| 79 | Ministral 3 3B Mistral |
2025-12-02 | $0.126 | 1.90m | 0.0288 | 4.4 | -58.7 | 6.8 | 4.8 | 1.6 | 11.0 | 4.4 |