Auto Mini on IFEval: score, rank and what it means
Auto Mini scores 72.4 on IFEval, placing it #426 of 600 models in the index. The benchmark average is 78.6 and the leader is Claude Opus 4.5 Pro at 96.1.
Score distribution
The chart shows the top 10 models on IFEval, with Auto Mini highlighted. Longer bars mean higher scores.
Top 10 leaderboard
| # | Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|---|
| 1 | Claude Opus 4.5 Pro | Anthropic | 200000 | $20.98 | 89.1 |
| 2 | Claude Opus 4.5 Reasoning | Anthropic | 2000000 | $20.91 | 88.2 |
| 3 | GPT-5.2 Pro | OpenAI | 2000000 | $21.32 | 89.6 |
| 4 | GPT-5.2 Max | OpenAI | 1000000 | $21.39 | 89.2 |
| 5 | GPT-5.2 Reasoning | OpenAI | 1000000 | $20.98 | 87.5 |
| 6 | GPT-5.1 Pro | OpenAI | 200000 | $19.77 | 87.8 |
| 7 | Gemini 3 Pro Max | Google DeepMind | 2000000 | $20.57 | 87.9 |
| 8 | GPT-5.1 Reasoning | OpenAI | 400000 | $20.27 | 88.3 |
| 9 | Claude Opus 4.5 Max | Anthropic | 1000000 | $20.90 | 87.8 |
| 10 | o4 Reasoning | OpenAI | 1000000 | $19.69 | 87.5 |
What this score means
On IFEval, Auto Mini sits at #426 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 23.7 points. The median model in this index scores 81.2, which puts Auto Mini below the midpoint.
OpenRouter models average 77.2 on this benchmark. Auto Mini is 4.8 points below that provider line, so it is a weaker result than the average OpenRouter model.
Among mid-range models, the average is 76.5. Auto Mini is 4.1 points below that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.
Read a 72.4 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 $4.24 per million input tokens, Auto Mini is above the median input price of $4.00 across the 600 models scored on IFEval. 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 |
|---|---|---|---|---|
| Kimi K1.5 8B | Moonshot AI | 8192 | $1.54 | 62.2 |
| Llama 4 Maverick 8B | Meta AI | 4096 | $1.64 | 63.4 |
| SmolLM3 Chat | Hugging Face | 16384 | $1.61 | 62.1 |
| GLM-4.5 8B | Zhipu AI | 32768 | $1.46 | 61.3 |
| Auto Mini | OpenRouter | 4096 | $4.24 | 61.6 |
| Kimi K1.5 7B | Moonshot AI | 8192 | $1.35 | 59.9 |
| Pythia Instruct | EleutherAI | 8192 | $1.41 | 60.8 |
Other benchmarks for Auto Mini
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 68.8 | 407 | 32th | |
| GPQA Diamond | 55.8 | 451 | 25th | |
| SWE-bench Verified | 48.8 | 431 | 28th | |
| HumanEval | 66.1 | 428 | 29th | |
| MATH-500 | 62.1 | 442 | 26th | |
| AIME 2025 | 49.8 | 462 | 23th | |
| LiveCodeBench | 53.1 | 417 | 31th | |
| TruthfulQA | 67.0 | 429 | 29th | |
| HellaSwag | 74.7 | 446 | 26th | |
| MMMU | 59.3 | 436 | 27th | |
| Arena Elo | 1290.3 | 431 | 28th |
FAQ
What score does Auto Mini get on IFEval?
Auto Mini scores 72.4 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.
How does Auto Mini rank on IFEval?
It ranks #426 of 600 models, in the 29th percentile. The leader is Claude Opus 4.5 Pro at 96.1.
Is Auto Mini good at IFEval?
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 IFEval score calculated?
IFEval is a instruction following 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 Mini cost?
Auto Mini costs $4.24 per million input tokens and $18.05 per million output tokens.