Auto Reasoning on Arena Elo: score, rank and what it means
Auto Reasoning scores 1366.4 on Arena Elo, placing it #329 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 Auto 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, Auto Reasoning sits at #329 of 600. The leader, Claude Opus 4.5 Max, scores 1501.9, so the gap to the top is 135.5 points. The median model in this index scores 1373.8, which puts Auto Reasoning below the midpoint.
OpenRouter models average 1336.2 on this benchmark. Auto Reasoning is 30.2 points above that provider line, so it is a stronger result than the average OpenRouter model.
Among mid-range models, the average is 1332.0. Auto Reasoning is 34.4 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 1366.4 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 $8.39 per million input tokens, Auto 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 |
|---|---|---|---|---|
| Nova Lite Max | Amazon | 200000 | $9.79 | 73.4 |
| Gemini 3 Pro Nano | Google DeepMind | 8192 | $9.11 | 73.2 |
| Llama 3 Baseten Base | Baseten | 16384 | $3.16 | 72.4 |
| Mixtral Turbo Chat | Together AI | 32768 | $3.02 | 71.7 |
| Auto Reasoning | OpenRouter | 65536 | $8.39 | 71.5 |
| OLMo 2 Chat | Allen Institute for AI | 16384 | $2.94 | 70.6 |
| Auto Max | OpenRouter | 8192 | $8.41 | 71.2 |
Other benchmarks for Auto Reasoning
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 77.3 | 266 | 56th | |
| GPQA Diamond | 65.8 | 344 | 43th | |
| SWE-bench Verified | 60.9 | 301 | 50th | |
| HumanEval | 77.3 | 302 | 50th | |
| MATH-500 | 74.6 | 335 | 44th | |
| AIME 2025 | 62.5 | 369 | 39th | |
| LiveCodeBench | 65.1 | 290 | 52th | |
| IFEval | 78.2 | 362 | 40th | |
| TruthfulQA | 74.7 | 337 | 44th | |
| HellaSwag | 81.6 | 357 | 41th | |
| MMMU | 68.1 | 341 | 43th |
FAQ
What score does Auto Reasoning get on Arena Elo?
Auto Reasoning scores 1366.4 on Arena Elo in this index. The benchmark average is 1349.9 and the top score is 1501.9.
How does Auto Reasoning rank on Arena Elo?
It ranks #329 of 600 models, in the 45th percentile. The leader is Claude Opus 4.5 Max at 1501.9.
Is Auto Reasoning good at Arena Elo?
It is below the median for this benchmark, so test it carefully before relying on it for this capability. 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 Auto Reasoning cost?
Auto Reasoning costs $8.39 per million input tokens and $36.43 per million output tokens.