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MMMU-Pro Benchmark Leaderboard
As of 29 Oct 2026 · 297 ranked rows · Original source ↗
Cost per Intelligence Index task uses Artificial Analysis profile values captured 29 Oct 2026, weighted across the Index evaluations. Workbook cost values mentioned in the source notes below are evaluation-specific.
AA Cost Chart Label is the displayed source value; Cost per Task (USD) is numeric. A bound such as <0.1¢ remains in the label while its numeric cell is blank; if both cells are blank, AA showed no plotted cost point for this model. GPT-6.1 Sol effort-variant rows use scores from Artificial Analysis model profiles captured 2026-09-30; insertion ranks are documented in docs/GPT-6.1-SOL-RANK-IMPACT.md. Values refreshed from the Artificial Analysis evaluation page captured 2026-10-29.
297 results
| 1 | Anthropic | Claude Opus 5.5 (Adaptive Reasoning, Max Effort, Default Fallback) | 0.876879 | Sep 2026 | $10.04 |
| 2 | OpenAI | GPT-6 Astra (Max) | 0.868786 | Sep 2026 | $6.24 |
| 3 | Anthropic | Claude Opus 5.5 (Adaptive Reasoning, Xhigh Effort, Default Fallback) | 0.865896 | Sep 2026 | $6.05 |
| 4 | OpenAI | GPT-6 Astra (High) | 0.864162 | Sep 2026 | $3.24 |
| 5 | OpenAI | GPT-6 Astra (Xhigh) | 0.862428 | Sep 2026 | $3.66 |
| 6 | OpenAI | GPT-6.1 Sol (Max) | 0.859538 | Sep 2026 | $1.27 |
| 7 | Anthropic | Claude Opus 5.5 (Adaptive Reasoning, High Effort, Default Fallback) | 0.858382 | Sep 2026 | $3.46 |
| 8 | Anthropic | Claude Opus 5.5 (Adaptive Reasoning, Medium Effort, Default Fallback) | 0.857225 | Sep 2026 | $2.45 |
| 9 | Gemini 3.8 Flash (High) | 0.856069 | Sep 2026 | $7.77 | |
| 10 | Gemini 3.7 Flash (High) | 0.854913 | Aug 2026 | — | |
| 11 | OpenAI | GPT-6 Astra (Medium) | 0.850867 | Sep 2026 | $2.73 |
| 11 | OpenAI | GPT-6.1 Sol (Xhigh) | 0.850867 | Sep 2026 | $0.76 |
| 13 | OpenAI | GPT-6.1 Sol (High) | 0.849133 | Sep 2026 | $0.59 |
| 14 | Gemini 3.7 Flash (Low) | 0.848555 | Aug 2026 | — | |
| 15 | Anthropic | Claude Opus 5 (Max) | 0.847399 | Jul 2026 | — |
| 15 | Gemini 3.7 Flash (Medium) | 0.847399 | Aug 2026 | — | |
| 17 | Anthropic | Claude Opus 5.5 (Adaptive Reasoning, Low Effort, Default Fallback) | 0.846821 | Sep 2026 | $0.98 |
| 17 | OpenAI | GPT-6.1 Terra (Max) | 0.846821 | Oct 2026 | $0.96 |
| 19 | OpenAI | GPT-6 Astra (Low) | 0.846243 | Sep 2026 | $1.42 |
| 20 | Gemini 3.8 Flash (Low) | 0.845087 | Sep 2026 | — | |
| 21 | Gemini 3.5 Flash (High) | 0.842775 | May 2026 | — | |
| 22 | Gemini 3.8 Flash (Medium) | 0.842197 | Sep 2026 | $6.26 | |
| 23 | Anthropic | Claude Opus 5 (Xhigh) | 0.839884 | Jul 2026 | — |
| 24 | OpenAI | GPT-6.1 Sol (Medium) | 0.839306 | Sep 2026 | $0.36 |
| 25 | Gemini 3.5 Flash (Medium) | 0.838728 | May 2026 | — | |
| 25 | Kimi | Kimi K3.1 Pro | 0.838728 | Oct 2026 | $3.68 |
| 27 | OpenAI | GPT-6.1 Terra (High) | 0.83815 | Oct 2026 | $0.26 |
| 27 | OpenAI | GPT-6.1 Terra (Xhigh) | 0.83815 | Oct 2026 | $0.40 |
| 29 | OpenAI | GPT-5.6 Sol (Max) | 0.834104 | Jul 2026 | — |
| 30 | Gemini 3.6 Flash (High) | 0.83237 | Jul 2026 | — | |
| 31 | OpenAI | GPT-6.1 Sol (Low) | 0.831214 | Sep 2026 | $0.16 |
| 32 | OpenAI | GPT-6 Sol (Max) | 0.82948 | Sep 2026 | — |
| 33 | OpenAI | GPT-6.1 Terra (Medium) | 0.827746 | Oct 2026 | $0.17 |
| 33 | Alibaba | Qwen3.8 Max (0902) | 0.827746 | Sep 2026 | $10.02 |
| 35 | OpenAI | GPT-5.6 Sol (Xhigh) | 0.82659 | Jul 2026 | — |
| 36 | OpenAI | GPT-6 Sol (Xhigh) | 0.825434 | Sep 2026 | — |
| 37 | OpenAI | GPT-6.1 Terra (Low) | 0.824855 | Oct 2026 | $0.07 |
| 38 | Anthropic | Claude Opus 5 (High) | 0.824277 | Jul 2026 | — |
| 38 | Gemini 3.1 Pro Preview | 0.824277 | Feb 2026 | — | |
| 40 | Alibaba | Qwen3.8 Max | 0.823121 | Aug 2026 | — |
| 41 | Meta | Muse Spark 1.3 (Xhigh) | 0.820231 | Sep 2026 | — |
| 42 | OpenAI | GPT-6 Sol (High) | 0.819653 | Sep 2026 | — |
| 43 | OpenAI | GPT-5.6 Sol (High) | 0.818497 | Jul 2026 | — |
| 44 | Anthropic | Claude Opus 5 (Medium) | 0.816185 | Jul 2026 | — |
| 45 | OpenAI | GPT-5.6 Sol (Medium) | 0.813873 | Jul 2026 | — |
| 46 | OpenAI | GPT-5.5 (Medium) | 0.811561 | Apr 2026 | — |
| 47 | OpenAI | GPT-5.5 (High) | 0.810983 | Apr 2026 | — |
| 48 | OpenAI | GPT-5.6 Sol (Low) | 0.809827 | Jul 2026 | — |
| 49 | Meta | Muse Spark Open (Xhigh) | 0.809249 | Oct 2026 | $2.02 |
| 50 | OpenAI | GPT-5.6 Terra (Max) | 0.806936 | Jul 2026 | — |