Best multimodal models in 2026: full ranking
The strongest multimodal models in the index, ranked by the average of MMMU.
What the data shows
GPT-5.2 Max leads the multimodal group with an average of 86.9 across the selected benchmarks. The median for the group is 70.0.
Prices for the top 10 range from $18.73 to $21.39 per million input tokens.
How to read the ranking
- Check the individual benchmark scores, not just the composite.
- Test on your own examples; benchmark tasks differ from production tasks.
- Compare price and latency for the top candidates.
- Keep a fallback model for outages.
Best multimodal models
| # | Model | Provider | Input / 1M | Output / 1M | Context | Avg score |
|---|---|---|---|---|---|---|
| 1 | GPT-5.2 Max | OpenAI | $21.39 | $90.69 | 1,000,000 | 89.2 |
| 2 | GPT-5.1 Reasoning | OpenAI | $20.27 | $82.11 | 400,000 | 88.3 |
| 3 | GPT-5.2 | OpenAI | $19.71 | $85.71 | 2,000,000 | 88.0 |
| 4 | Claude Sonnet 4.5 Reasoning | Anthropic | $19.48 | $68.20 | 400,000 | 87.7 |
| 5 | GPT-5.1 Max | OpenAI | $20.50 | $103.98 | 2,000,000 | 87.9 |
| 6 | Grok 4 Pro | xAI | $19.00 | $77.72 | 1,000,000 | 85.4 |
| 7 | Claude Opus 4.5 Reasoning | Anthropic | $20.91 | $108.13 | 2,000,000 | 88.2 |
| 8 | Claude Sonnet 4.5 Pro | Anthropic | $18.73 | $82.29 | 1,000,000 | 86.7 |
| 9 | GPT-5.2 Pro | OpenAI | $21.32 | $76.33 | 2,000,000 | 89.6 |
| 10 | Gemini 3 Pro Max | Google DeepMind | $20.57 | $112.92 | 2,000,000 | 87.9 |
| 11 | GPT-5.2 Vision | OpenAI | $19.03 | $85.72 | 1,000,000 | 87.4 |
| 12 | Claude Opus 4.5 | Anthropic | $19.42 | $75.27 | 400,000 | 87.7 |
| 13 | o4 Pro | OpenAI | $19.37 | $70.19 | 1,000,000 | 87.3 |
| 14 | GPT-5.1 Vision | OpenAI | $17.76 | $80.59 | 400,000 | 84.8 |
| 15 | Gemini 3 Pro Vision | Google DeepMind | $17.59 | $68.83 | 200,000 | 85.5 |
| 16 | Claude Opus 4.5 Pro | Anthropic | $20.98 | $85.59 | 200,000 | 89.1 |
| 17 | GPT-5.2 Turbo | OpenAI | $20.73 | $96.05 | 1,000,000 | 87.4 |
| 18 | GPT-5.1 | OpenAI | $19.01 | $69.84 | 2,000,000 | 86.0 |
| 19 | Gemini 3 Pro Pro | Google DeepMind | $19.80 | $108.61 | 200,000 | 87.3 |
| 20 | Claude Opus 4.5 Vision | Anthropic | $17.70 | $74.84 | 200,000 | 85.9 |
| 21 | o3 Pro | OpenAI | $17.89 | $81.48 | 400,000 | 85.8 |
| 22 | Gemini 3 Flash Pro | Google DeepMind | $17.71 | $86.50 | 400,000 | 84.8 |
| 23 | Gemini 3 Flash Turbo | Google DeepMind | $17.07 | $69.05 | 200,000 | 84.1 |
| 24 | Grok 4 | xAI | $17.90 | $84.75 | 200,000 | 86.5 |
| 25 | Gemini 2.5 Pro Reasoning | Google DeepMind | $16.81 | $67.95 | 128,000 | 83.8 |
| 26 | Gemini 3 Pro Turbo | Google DeepMind | $19.62 | $89.91 | 400,000 | 86.4 |
| 27 | Claude Opus 4.5 Max | Anthropic | $20.90 | $106.51 | 1,000,000 | 87.8 |
| 28 | Grok 3 Max | xAI | $17.66 | $89.12 | 2,000,000 | 85.9 |
| 29 | Qwen3-Max Reasoning | Alibaba Cloud | $18.12 | $81.94 | 2,000,000 | 85.9 |
| 30 | o3 Reasoning | OpenAI | $18.07 | $70.65 | 200,000 | 85.3 |
| 31 | o3 | OpenAI | $16.80 | $81.80 | 400,000 | 84.5 |
| 32 | Claude Sonnet 4.5 Max | Anthropic | $19.90 | $95.47 | 1,000,000 | 87.2 |
| 33 | o4 Max | OpenAI | $19.51 | $93.98 | 2,000,000 | 86.2 |
| 34 | o4 Reasoning | OpenAI | $19.69 | $103.53 | 1,000,000 | 87.5 |
| 35 | Grok 4 Turbo | xAI | $19.21 | $87.37 | 1,000,000 | 86.7 |
| 36 | GPT-5.1 Pro | OpenAI | $19.77 | $100.32 | 200,000 | 87.8 |
| 37 | GPT-5.2 Reasoning | OpenAI | $20.98 | $102.78 | 1,000,000 | 87.5 |
| 38 | GPT-4.1 Pro | OpenAI | $17.56 | $91.14 | 400,000 | 85.2 |
| 39 | DeepSeek-R1 Instruct | DeepSeek | $5.90 | $26.49 | 1,000,000 | 83.1 |
| 40 | Claude Haiku 4.5 Max | Anthropic | $15.98 | $80.37 | 200,000 | 83.8 |
| 41 | Grok 3 Turbo | xAI | $15.97 | $70.13 | 128,000 | 83.1 |
| 42 | Claude Sonnet 4.5 Turbo | Anthropic | $18.37 | $81.65 | 1,000,000 | 85.9 |
| 43 | Gemini 3 Flash Max | Google DeepMind | $17.43 | $63.42 | 1,000,000 | 85.0 |
| 44 | Claude Sonnet 4.5 | Anthropic | $17.84 | $70.50 | 400,000 | 86.0 |
| 45 | o4 | OpenAI | $17.74 | $66.00 | 2,000,000 | 85.4 |
| 46 | Grok 4 Reasoning | xAI | $19.67 | $93.29 | 2,000,000 | 87.8 |
| 47 | Gemini 3 Pro Reasoning | Google DeepMind | $19.69 | $98.36 | 200,000 | 87.5 |
| 48 | o3 Max | OpenAI | $17.82 | $90.55 | 2,000,000 | 84.8 |
| 49 | o4 Vision | OpenAI | $17.01 | $90.05 | 200,000 | 84.5 |
| 50 | Claude Opus 4.5 Turbo | Anthropic | $19.57 | $106.60 | 2,000,000 | 85.7 |
Methodology
This story uses the AI & LLM Index dataset: 600 models, 40 providers and 12 benchmarks. Prices are listed per million tokens. Scores are modelled estimates on a 0–100 scale and are not official benchmark results. Figures are rounded for readability.
Related
FAQ
What does the Best multimodal models in 2026: full ranking data show?
The strongest multimodal models in the index, ranked by the average of MMMU.
Are the numbers official?
No. Prices and scores are compiled for this demo index. Benchmark values are modelled estimates, not official results. Verify figures with the provider or benchmark owner before making decisions.
How should I use this ranking?
Use it to form a shortlist. Check the specific model pages, compare price and context, and test the shortlist on your own examples before committing.