Run #792
success · fetched 2026-07-02 05:00:59 · 10.17 MB raw HTML · 550 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?
74 models · 12 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 | $5,631 | - | 89.2947 | 63.1 | 0.0 | 59.9 | 76.5 | 52.8 | 57.5 | 63.1 |
| 2 | ✓ | Claude Opus 4.8 (Adaptive Reasoning, Max Effort) Anthropic |
2026-05-28 | $3,753 | - | 63.5590 | 59.0 | -4.0 | 55.7 | 74.3 | 47.2 | 55.7 | 59.0 |
| 3 | ✓ | GPT-5.5 (xhigh) OpenAI |
2026-04-23 | $2,819 | - | 48.4328 | 58.2 | -4.9 | 54.8 | 74.9 | 44.9 | 54.5 | 58.2 |
| 4 | Claude Sonnet 5 (Adaptive Reasoning, Max Effort) Anthropic |
2026-06-30 | $6,015 | - | 105.1669 | 57.2 | -5.9 | 53.4 | 71.5 | 46.7 | 57.8 | 57.2 | |
| 5 | Claude Opus 4.7 (Adaptive Reasoning, Max Effort) Anthropic |
2026-04-16 | $3,738 | - | 65.3777 | 57.2 | -5.9 | 53.5 | 73.6 | 44.4 | 55.7 | 57.2 | |
| 6 | ✓ | GPT-5.5 (high) OpenAI |
2026-04-23 | $1,746 | - | 31.1423 | 56.1 | -7.0 | 53.1 | 71.6 | 43.5 | 52.4 | 56.1 |
| 7 | GPT-5.4 (xhigh) OpenAI |
2026-03-05 | $2,132 | - | 39.1081 | 54.5 | -8.5 | 51.4 | 71.1 | 41.1 | 53.3 | 54.5 | |
| 8 | ✓ | GLM-5.2 (max) Z AI |
2026-06-16 | $933 | - | 17.1767 | 54.3 | -8.8 | 51.1 | 68.8 | 43.1 | 49.7 | 54.3 |
| 9 | GPT-5.5 (medium) OpenAI |
2026-04-23 | $951 | - | 17.8685 | 53.2 | -9.8 | 50.4 | 71.5 | 37.8 | 49.8 | 53.2 | |
| 10 | Gemini 3.5 Flash (high) |
2026-05-19 | $1,041 | - | 19.7894 | 52.6 | -10.5 | 50.2 | 70.1 | 37.4 | 50.2 | 52.6 | |
| 11 | Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort) Anthropic |
2026-02-17 | $3,415 | - | 67.8524 | 50.3 | -12.7 | 47.2 | 63.0 | 40.8 | 55.3 | 50.3 | |
| 12 | Qwen3.7 Max Alibaba |
2026-05-19 | $1,631 | - | 34.3320 | 47.5 | -15.5 | 46.0 | 66.0 | 30.6 | 52.1 | 47.5 | |
| 13 | ✓ | DeepSeek V4 Pro (Reasoning, Max Effort) DeepSeek |
2026-04-24 | $176 | - | 3.7787 | 46.7 | -16.4 | 44.3 | 59.4 | 36.4 | 42.5 | 46.7 |
| 14 | MiniMax-M3 MiniMax |
2026-06-01 | $204 | - | 4.4198 | 46.1 | -16.9 | 44.4 | 58.6 | 35.4 | 43.1 | 46.1 | |
| 15 | Gemini 3.1 Pro Preview |
2026-02-19 | $815 | - | 17.8908 | 45.6 | -17.5 | 46.5 | 68.8 | 21.4 | 49.1 | 45.6 | |
| 16 | GPT-5.5 (low) OpenAI |
2026-04-23 | $382 | - | 8.5044 | 44.9 | -18.1 | 43.5 | 60.9 | 30.4 | 45.8 | 44.9 | |
| 17 | Kimi K2.7 Code Kimi |
2026-06-12 | $525 | - | 11.8946 | 44.1 | -19.0 | 41.9 | 60.8 | 29.6 | 47.2 | 44.1 | |
| 18 | ✓ | MiMo-V2.5-Pro Xiaomi |
2026-04-22 | $98.5 | - | 2.2457 | 43.8 | -19.2 | 42.2 | 60.2 | 29.1 | 39.9 | 43.8 |
| 19 | Kimi K2.6 Kimi |
2026-04-20 | $831 | - | 19.3131 | 43.0 | -20.0 | 42.8 | 56.0 | 30.3 | 49.2 | 43.0 | |
| 20 | ✓ | DeepSeek V4 Flash (Reasoning, Max Effort) DeepSeek |
2026-04-24 | $72.4 | - | 1.7038 | 42.5 | -20.6 | 40.3 | 56.2 | 31.1 | 38.6 | 42.5 |
| 21 | GPT-5.4 mini (xhigh) OpenAI |
2026-03-17 | $1,127 | - | 26.7960 | 42.1 | -21.0 | 40.0 | 56.1 | 30.2 | 50.5 | 42.1 | |
| 22 | GLM-5.1 (Reasoning) Z AI |
2026-04-07 | $661 | - | 15.7507 | 41.9 | -21.1 | 40.2 | 55.8 | 29.9 | 48.2 | 41.9 | |
| 23 | GPT-5.4 nano (xhigh) OpenAI |
2026-03-17 | $292 | - | 7.1805 | 40.6 | -22.4 | 38.2 | 56.1 | 27.5 | 44.6 | 40.6 | |
| 24 | Qwen3.6 Plus Alibaba |
2026-04-02 | $526 | - | 12.9620 | 40.5 | -22.5 | 39.6 | 54.5 | 27.6 | 47.2 | 40.5 | |
| 25 | Grok Build 0.1 0616 xAI |
- | $375 | - | 9.4311 | 39.8 | -23.3 | 39.8 | 51.5 | 28.0 | 45.7 | 39.8 | |
| 26 | Qwen3.6 27B (Reasoning) Alibaba |
2026-04-22 | $668 | - | 17.0141 | 39.3 | -23.8 | 37.1 | 53.7 | 27.0 | 48.2 | 39.3 | |
| 27 | GPT-5.5 (Non-reasoning) OpenAI |
2026-04-23 | $217 | - | 5.5256 | 39.2 | -23.8 | 35.4 | 56.5 | 25.8 | 43.4 | 39.2 | |
| 28 | MiniMax-M2.7 MiniMax |
2026-03-18 | $144 | - | 3.7067 | 38.8 | -24.3 | 38.1 | 52.6 | 25.6 | 41.6 | 38.8 | |
| 29 | Qwen3.7 Plus Alibaba |
2026-06-01 | $149 | - | 3.8774 | 38.5 | -24.5 | 39.0 | 55.9 | 20.8 | 41.7 | 38.5 | |
| 30 | Nemotron 3 Ultra 550B A55B (Reasoning) NVIDIA |
2026-06-04 | $443 | - | 11.6202 | 38.1 | -24.9 | 37.8 | 49.3 | 27.4 | 46.5 | 38.1 | |
| 31 | Claude 4.5 Sonnet (Reasoning) Anthropic |
2025-09-29 | $1,127 | - | 29.8999 | 37.7 | -25.4 | 36.4 | 52.1 | 24.6 | 50.5 | 37.7 | |
| 32 | ✓ | KAT-Coder-Pro V1 KwaiKAT |
2025-11-11 | $39.1 | - | 1.0827 | 36.1 | -26.9 | 34.6 | 58.9 | 14.9 | 35.9 | 36.1 |
| 33 | GPT-5.1 (high) OpenAI |
2025-11-13 | $791 | - | 22.1084 | 35.8 | -27.3 | 36.9 | 49.4 | 21.0 | 49.0 | 35.8 | |
| 34 | GLM-4.7 (Reasoning) Z AI |
2025-12-22 | $582 | - | 16.7346 | 34.8 | -28.3 | 33.7 | 45.3 | 25.4 | 47.7 | 34.8 | |
| 35 | Grok 4.3 (high) xAI |
2026-04-30 | $300 | - | 8.6598 | 34.6 | -28.4 | 37.6 | 42.2 | 24.1 | 44.8 | 34.6 | |
| 36 | Qwen3.5 397B A17B (Reasoning) Alibaba |
2026-02-16 | $528 | - | 15.5709 | 33.9 | -29.1 | 33.7 | 48.2 | 19.8 | 47.2 | 33.9 | |
| 37 | Qwen3.5 122B A10B (Reasoning) Alibaba |
2026-02-24 | $447 | - | 13.5872 | 32.9 | -30.2 | 32.3 | 45.7 | 20.7 | 46.5 | 32.9 | |
| 38 | Mistral Medium 3.5 Mistral |
2026-04-29 | $1,483 | - | 46.4295 | 31.9 | -31.1 | 29.9 | 46.9 | 19.0 | 51.7 | 31.9 | |
| 39 | Qwen3.6 35B A3B (Reasoning) Alibaba |
2026-04-16 | $334 | - | 10.5383 | 31.6 | -31.4 | 31.6 | 41.9 | 21.4 | 45.2 | 31.6 | |
| 40 | Ring-2.6-1T InclusionAI |
2026-05-08 | $460 | - | 14.9430 | 30.8 | -32.3 | 30.6 | 42.8 | 18.9 | 46.6 | 30.8 | |
| 41 | Claude 4.5 Haiku (Reasoning) Anthropic |
2025-10-15 | $539 | - | 17.9938 | 30.0 | -33.1 | 29.6 | 43.9 | 16.4 | 47.3 | 30.0 | |
| 42 | Step 3.7 Flash StepFun |
2026-05-29 | $320 | - | 10.8402 | 29.5 | -33.5 | 29.7 | 37.3 | 21.5 | 45.1 | 29.5 | |
| 43 | MiMo-V2-Flash (Non-reasoning) Xiaomi |
2025-12-16 | $410 | - | 14.2077 | 28.8 | -34.2 | 24.7 | 49.8 | 12.0 | 46.1 | 28.8 | |
| 44 | Claude 4 Sonnet (Reasoning) Anthropic |
2025-05-22 | $1,044 | - | 37.6667 | 27.7 | -35.3 | 28.9 | 37.6 | 16.6 | 50.2 | 27.7 | |
| 45 | Grok 4.3 (Non-reasoning) xAI |
2026-04-30 | $259 | - | 9.3842 | 27.6 | -35.5 | 24.8 | 35.2 | 22.8 | 44.1 | 27.6 | |
| 46 | Gemma 4 26B A4B (Reasoning) |
2026-04-02 | $51.9 | - | 2.0503 | 25.3 | -37.7 | 25.7 | 39.3 | 11.0 | 37.2 | 25.3 | |
| 47 | NVIDIA Nemotron 3 Super 120B A12B (Reasoning) NVIDIA |
2026-03-11 | $295 | - | 12.2999 | 23.9 | -39.1 | 25.4 | 37.7 | 8.7 | 44.7 | 23.9 | |
| 48 | gpt-oss-120b (high) OpenAI |
2025-08-05 | $96.3 | - | 4.2824 | 22.5 | -40.6 | 23.8 | 30.4 | 13.2 | 39.8 | 22.5 | |
| 49 | Gemini 2.5 Pro |
2025-06-05 | $610 | - | 27.6413 | 22.1 | -41.0 | 25.8 | 33.3 | 7.1 | 47.9 | 22.1 | |
| 50 | Gemini 3.1 Flash-Lite |
2026-03-03 | $93.7 | - | 4.2665 | 22.0 | -41.1 | 25.0 | 34.7 | 6.2 | 39.7 | 22.0 | |
| 51 | Nova 2.0 Pro Preview (medium) Amazon |
2025-11-27 | $407 | - | 19.4555 | 20.9 | -42.1 | 21.8 | 34.0 | 7.0 | 46.1 | 20.9 | |
| 52 | Qwen3.5 9B (Reasoning) Alibaba |
2026-03-02 | $172 | - | 8.9717 | 19.2 | -43.9 | 21.4 | 28.7 | 7.4 | 42.4 | 19.2 | |
| 53 | Nova 2.0 Pro Preview (low) Amazon |
2025-11-27 | $244 | - | 14.0853 | 17.3 | -45.8 | 19.6 | 25.9 | 6.4 | 43.9 | 17.3 | |
| 54 | DeepSeek R1 (Jan '25) DeepSeek |
2025-01-20 | $416 | - | 26.9866 | 15.4 | -47.6 | 18.5 | 24.6 | 3.1 | 46.2 | 15.4 | |
| 55 | ✓ | Mistral Small 3.1 Mistral |
2025-03-17 | $31.0 | - | 2.0110 | 15.4 | -47.6 | 14.7 | 26.3 | 5.2 | 34.9 | 15.4 |
| 56 | Nova 2.0 Lite (high) Amazon |
2025-10-29 | $635 | - | 42.9533 | 14.8 | -48.3 | 18.2 | 23.0 | 3.1 | 48.0 | 14.8 | |
| 57 | Mistral Large 3 Mistral |
2025-12-02 | $71.0 | - | 5.1334 | 13.8 | -49.2 | 15.9 | 20.1 | 5.5 | 38.5 | 13.8 | |
| 58 | Mistral Medium 3.1 Mistral |
2025-08-12 | $132 | - | 9.5478 | 13.8 | -49.3 | 14.7 | 20.5 | 6.2 | 41.2 | 13.8 | |
| 59 | Magistral Medium 1.2 Mistral |
2025-09-18 | $886 | - | 64.7779 | 13.7 | -49.4 | 17.9 | 21.3 | 1.9 | 49.5 | 13.7 | |
| 60 | ✓ | DeepSeek V3 (Dec '24) DeepSeek |
2024-12-26 | $21.7 | - | 1.6758 | 12.9 | -50.1 | 14.2 | 23.0 | 1.6 | 33.4 | 12.9 |
| 61 | gpt-oss-20b (high) OpenAI |
2025-08-05 | $29.9 | - | 2.3165 | 12.9 | -50.2 | 14.9 | 20.7 | 3.1 | 34.8 | 12.9 | |
| 62 | DeepSeek V3 0324 DeepSeek |
2025-03-25 | $138 | - | 10.8490 | 12.7 | -50.4 | 15.4 | 21.2 | 1.5 | 41.4 | 12.7 | |
| 63 | Nova 2.0 Pro Preview (Non-reasoning) Amazon |
2025-11-27 | $206 | - | 16.2652 | 12.7 | -50.4 | 14.4 | 20.9 | 2.9 | 43.1 | 12.7 | |
| 64 | GPT-4.1 mini OpenAI |
2025-04-14 | $63.0 | - | 5.1480 | 12.2 | -50.8 | 14.8 | 20.2 | 1.7 | 38.0 | 12.2 | |
| 65 | Llama 4 Maverick Meta |
2025-04-05 | $38.3 | - | 3.6100 | 10.6 | -52.4 | 14.3 | 16.3 | 1.3 | 35.8 | 10.6 | |
| 66 | NVIDIA Nemotron 3 Nano 30B A3B (Reasoning) NVIDIA |
2025-12-15 | $42.8 | - | 4.2053 | 10.2 | -52.9 | 14.2 | 14.4 | 2.0 | 36.3 | 10.2 | |
| 67 | Ministral 3 14B Mistral |
2025-12-02 | $120 | - | 12.9902 | 9.2 | -53.9 | 11.1 | 14.4 | 2.2 | 40.8 | 9.2 | |
| 68 | Magistral Small 1.2 Mistral |
2025-09-17 | $274 | - | 29.9147 | 9.2 | -53.9 | 11.3 | 14.7 | 1.4 | 44.4 | 9.2 | |
| 69 | Mistral Small 3.2 Mistral |
2025-06-20 | $111 | - | 13.3272 | 8.4 | -54.7 | 10.6 | 12.5 | 2.0 | 40.5 | 8.4 | |
| 70 | GPT-4.1 nano OpenAI |
2025-04-14 | $40.5 | - | 5.5492 | 7.3 | -55.8 | 9.6 | 11.1 | 1.2 | 36.1 | 7.3 | |
| 71 | Ministral 3 8B Mistral |
2025-12-02 | $113 | - | 17.1198 | 6.6 | -56.4 | 9.0 | 9.7 | 1.2 | 40.5 | 6.6 | |
| 72 | ✓ | Llama 4 Scout Meta |
2025-04-05 | $11.4 | - | 1.7691 | 6.4 | -56.6 | 10.0 | 8.2 | 1.1 | 30.6 | 6.4 |
| 73 | Gemma 3 27B Instruct |
2025-03-12 | $82.6 | - | 13.9614 | 5.9 | -57.1 | 7.4 | 10.1 | 0.3 | 39.2 | 5.9 | |
| 74 | Ministral 3 3B Mistral |
2025-12-02 | $91.8 | - | 20.9144 | 4.4 | -58.7 | 6.8 | 4.8 | 1.6 | 39.6 | 4.4 |