Science
Tested
- Avg AIMAC Debt 8.57
- Avg Cost $0.15
- Models Tested 72
- Zero Debt 3
- Avg Violations 28.2
Insights for Science
- Common Issues: Elements must meet minimum color contrast ratio thresholds, Links must have discernible text, Certain ARIA roles must be contained by particular parents
- Category Difficulty: Rank #10 of 28 categories (based on average model performance)
- Real-World Comparison: The WebAIM Million audits accessibility across 1 million real websites annually. Using different automated tools, AI models showed 37.3% fewer detected issues than real Science websites (28.2 axe-core violations vs 45.0 WAVE errors).
Model Gallery
Click a screenshot to view the generated HTML page, or click the model name for detailed results and prompts.
Model Results
AIMAC Debt:The model's accessibility debt for this category (lower = better)
| lower = better | in usd | |||
|---|---|---|---|---|
| Qwen3.7 Plus | 0.00 | $0.016 | 0 | 0 |
| Granite 4.2 8B | 0.00 | $0.0024 | 0 | 0 |
| Qwen3.8 Flash | 0.00 | $0.02 | 0 | 0 |
| Claude Fable 5.2 | 2.00 | $2.24 | 0 | 1 |
| Kimi K2.7 Code | 3.05 | $0.10 | 0 | 3 |
| Inkling | 3.05 | $0.06 | 0 | 3 |
| Gemma 4 31B | 3.32 | $0.007 | 0 | 4 |
| Solar Mini 4 | 3.32 | $0.002 | 0 | 4 |
| GPT 6 Luna Pro | 3.53 | $0.015 | 0 | 5 |
| DeepSeek V4.1 Flash 1017 | 3.53 | $0.01 | 0 | 5 |
| GPT 5.4 Mini | 3.58 | $0.03 | 0 | 3 |
| Step 3.7 Flash | 4.19 | $0.017 | 0 | 10 |
| Flint (free) | 4.28 | $0.00 | 0 | 11 |
| GPT 6.1 Terra Pro | 4.37 | $0.13 | 0 | 12 |
| Hy4 | 4.51 | $0.025 | 0 | 14 |
| GPT 6 Astra Pro | 4.58 | $2.16 | 0 | 15 |
| GPT 6 Luna | 4.58 | $0.006 | 0 | 15 |
| GPT 6.1 Sol | 4.58 | $0.15 | 0 | 15 |
| GPT 6.1 Sol Pro | 4.58 | $0.37 | 0 | 15 |
| Inkling Small | 4.64 | $0.011 | 0 | 16 |
| Kimi K3.1 Pro | 4.64 | $0.52 | 0 | 16 |
| GPT 6.1 Terra | 4.64 | $0.05 | 0 | 16 |
| Nemotron 3.5 Lightning | 4.90 | $0.0014 | 0 | 21 |
| Nemotron 3.5 Super VL | 4.90 | $0.005 | 0 | 21 |
| GLM 4.7 Flash | 4.99 | $0.003 | 0 | 23 |
| Beam 1.0 501B A23B | 5.03 | $0.012 | 0 | 24 |
| Gemini 4 Hydrogen | 5.06 | $0.16 | 0 | 25 |
| MiniMax M3 | 5.14 | $0.017 | 0 | 27 |
| Gemini 4 Carbon | 5.17 | $0.24 | 0 | 28 |
| Nemotron 3 Ultra | 5.27 | $0.05 | 0 | 31 |
| Nex N2.5 Mini | 5.39 | $0.003 | 0 | 35 |
| MiniMax M3.1 Flash | 5.41 | $0.025 | 0 | 36 |
| Particle 1 | 5.44 | $0.013 | 0 | 37 |
| DeepSeek V4 Pro 0813 | 5.51 | $0.13 | 0 | 40 |
| GLM 5.3 | 5.60 | $0.23 | 0 | 44 |
| Claude Opus 5.5 | 5.69 | $0.50 | 0 | 48 |
| Ling 3.0 Flash | 5.83 | $0.0012 | 0 | 56 |
| Qwen3.8 27B | 5.90 | $0.16 | 0 | 60 |
| Nex N2.6 | 5.96 | $0.012 | 0 | 64 |
| Qwen3.8 Omni Flash | 5.98 | $0.027 | 0 | 9 |
| MiMo V2.6 Flash | 5.99 | $0.008 | 0 | 66 |
| Qwen3.8 2.4T A95B | 6.07 | $0.24 | 0 | 72 |
| GPT 6 Astra | 6.28 | $0.90 | 0 | 12 |
| LongCat 2.0 | 6.85 | $0.02 | 0 | 21 |
| MiMo V2.6 Pro | 7.24 | $0.03 | 0 | 31 |
| Step 5 Preview | 7.44 | $0.07 | 0 | 38 |
| Ripple 65B Preview | 7.51 | $0.016 | 0 | 16 |
| Claude Haiku 5.5 | 8.33 | $0.012 | 0 | 35 |
| Gemma 4 26B A4B | 8.71 | $0.0017 | 1 | 6 |
| Grok 4.7 | 9.44 | $0.08 | 1 | 13 |
| Nova 2 Lite | 9.58 | $0.01 | 1 | 15 |
| Mistral Medium 3.5 | 9.62 | $0.04 | 0 | 37 |
| Gemini 3.8 Flash | 10.39 | $0.08 | 1 | 35 |
| Muse Ember | 10.67 | $0.01 | 1 | 47 |
| Qwen3.8 Max (0902) | 10.83 | $0.26 | 1 | 56 |
| GLM 5.3 Flash | 10.97 | $0.03 | 1 | 65 |
| Mistral Small 4 | 11.32 | $0.006 | 1 | 6 |
| Codestral 2508 | 11.46 | $0.006 | 0 | 43 |
| Mistral Large 4 | 12.25 | $0.40 | 0 | 138 |
| Qwen3 Coder Next | 12.71 | $0.011 | 1 | 10 |
| Gemini 4 Argon | 13.89 | $0.15 | 2 | 27 |
| Muse Spark Open | 14.08 | $0.06 | 2 | 33 |
| gpt oss 120b | 14.26 | $0.0036 | 3 | 4 |
| Gemini 3.5 Flash Lite | 14.41 | $0.04 | 1 | 40 |
| Solar Pro 4 | 14.72 | $0.0025 | 1 | 52 |
| Claude Sonnet 5.5 | 15.50 | $0.27 | 1 | 32 |
| Seed 2.1 Turbo | 19.89 | $0.07 | 3 | 26 |
| Muse Glimmer 30B | 20.82 | $0.008 | 4 | 4 |
| Grok Build 0.1 | 22.66 | $0.04 | 3 | 36 |
| Muse Spark 1.3 | 33.32 | $0.07 | 10 | 21 |
| Muse Wonder | 36.12 | $0.26 | 22 | 50 |
| Ember 1 | 41.20 | $0.41 | 32 | 41 |