o4 Reasoning on Arena Elo: score, rank and what it means
o4 Reasoning scores 1472.2 on Arena Elo, placing it #29 of 600 models in the index. The benchmark average is 1349.9 and the leader is Claude Opus 4.5 Max at 1501.9.
Score distribution
The chart shows the top 10 models on Arena Elo, with o4 Reasoning highlighted. Longer bars mean higher scores.
Top 10 leaderboard
| # | Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|---|
| 1 | Claude Opus 4.5 Max | Anthropic | 1000000 | $20.90 | 87.8 |
| 2 | GPT-5.2 Reasoning | OpenAI | 1000000 | $20.98 | 87.5 |
| 3 | GPT-5.2 Turbo | OpenAI | 1000000 | $20.73 | 87.4 |
| 4 | Claude Opus 4.5 Reasoning | Anthropic | 2000000 | $20.91 | 88.2 |
| 5 | GPT-5.2 Max | OpenAI | 1000000 | $21.39 | 89.2 |
| 6 | Gemini 3 Pro Turbo | Google DeepMind | 400000 | $19.62 | 86.4 |
| 7 | Grok 4 Max | xAI | 2000000 | $19.70 | 86.6 |
| 8 | Claude Opus 4.5 | Anthropic | 400000 | $19.42 | 87.7 |
| 9 | GPT-5.1 Pro | OpenAI | 200000 | $19.77 | 87.8 |
| 10 | Grok 4 Reasoning | xAI | 2000000 | $19.67 | 87.8 |
What this score means
On Arena Elo, o4 Reasoning sits at #29 of 600. The leader, Claude Opus 4.5 Max, scores 1501.9, so the gap to the top is 29.7 points. The median model in this index scores 1373.8, which puts o4 Reasoning above the midpoint.
OpenAI models average 1449.4 on this benchmark. o4 Reasoning is 22.8 points above that provider line, so it is a stronger result than the average OpenAI model.
Among frontier models, the average is 1469.8. o4 Reasoning is 2.4 points above that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.
Read a 1472.2 as a relative signal, not an absolute guarantee. Benchmark scores depend on prompt format, evaluation harness and contamination controls. Use this page to narrow the shortlist, then test the model on your own data.
Price context
At $19.69 per million input tokens, o4 Reasoning is above the median input price of $4.00 across the 600 models scored on Arena Elo. The models immediately around it in the ranking are shown below so you can compare score and price together.
| Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|
| Grok 3 Max | xAI | 2000000 | $17.66 | 85.9 |
| Claude Sonnet 4.5 Max | Anthropic | 1000000 | $19.90 | 87.2 |
| Gemini 3 Flash Turbo | Google DeepMind | 200000 | $17.07 | 84.1 |
| o4 Vision | OpenAI | 200000 | $17.01 | 84.5 |
| o4 Reasoning | OpenAI | 1000000 | $19.69 | 87.5 |
| Gemini 2.5 Pro Reasoning | Google DeepMind | 128000 | $16.81 | 83.8 |
| o3 Pro | OpenAI | 400000 | $17.89 | 85.8 |
Other benchmarks for o4 Reasoning
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 86.1 | 53 | 91th | |
| GPQA Diamond | 84.0 | 12 | 98th | |
| SWE-bench Verified | 76.4 | 26 | 96th | |
| HumanEval | 90.2 | 45 | 93th | |
| MATH-500 | 94.8 | 4 | 99th | |
| AIME 2025 | 90.3 | 5 | 99th | |
| LiveCodeBench | 83.4 | 12 | 98th | |
| IFEval | 94.5 | 10 | 98th | |
| TruthfulQA | 89.0 | 12 | 98th | |
| HellaSwag | 92.4 | 37 | 94th | |
| MMMU | 81.8 | 34 | 94th |
FAQ
What score does o4 Reasoning get on Arena Elo?
o4 Reasoning scores 1472.2 on Arena Elo in this index. The benchmark average is 1349.9 and the top score is 1501.9.
How does o4 Reasoning rank on Arena Elo?
It ranks #29 of 600 models, in the 95th percentile. The leader is Claude Opus 4.5 Max at 1501.9.
Is o4 Reasoning good at Arena Elo?
Yes, relative to the index: it is above the median and inside the top half of scores. The result should be read alongside its price and context window.
How is the Arena Elo score calculated?
Arena Elo is a preference benchmark. Scores in this index are modelled estimates on a 0–100 scale (or Elo for Arena), derived from capability tier and benchmark difficulty. They are not official leaderboard results.
What does o4 Reasoning cost?
o4 Reasoning costs $19.69 per million input tokens and $103.53 per million output tokens.