Education
Tested
- Avg AIMAC Debt 7.91
- Avg Cost $0.15
- Models Tested 72
- Zero Debt 2
- Avg Violations 26.2
Insights for Education
- Common Issues: Elements must meet minimum color contrast ratio thresholds, Links must have discernible text, Images must have alternative text
- Category Difficulty: Rank #16 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 46.4% fewer detected issues than real Education websites (26.2 axe-core violations vs 48.9 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 | |||
|---|---|---|---|---|
| GPT 5.4 Mini | 0.00 | $0.03 | 0 | 0 |
| GPT 6.1 Sol | 0.00 | $0.16 | 0 | 0 |
| Qwen3 Coder Next | 2.00 | $0.008 | 0 | 1 |
| Kimi K2.7 Code | 2.00 | $0.20 | 0 | 1 |
| Grok 4.7 | 3.05 | $0.07 | 0 | 3 |
| Nemotron 3.5 Super VL | 3.05 | $0.01 | 0 | 3 |
| GPT 6 Luna Pro | 3.53 | $0.015 | 0 | 5 |
| GPT 6 Astra | 3.71 | $0.95 | 0 | 6 |
| Hy4 | 3.85 | $0.026 | 0 | 7 |
| Gemini 4 Hydrogen | 3.85 | $0.15 | 0 | 7 |
| GLM 4.7 Flash | 3.98 | $0.0035 | 0 | 8 |
| GPT 6 Astra Pro | 3.98 | $2.10 | 0 | 8 |
| Step 3.7 Flash | 4.09 | $0.015 | 0 | 9 |
| Muse Spark 1.3 | 4.09 | $0.08 | 0 | 9 |
| GPT 6 Luna | 4.09 | $0.006 | 0 | 9 |
| Qwen3.7 Plus | 4.19 | $0.016 | 0 | 10 |
| DeepSeek V4 Pro 0813 | 4.19 | $0.07 | 0 | 10 |
| Solar Mini 4 | 4.28 | $0.0017 | 0 | 11 |
| Beam 1.0 501B A23B | 4.28 | $0.014 | 0 | 11 |
| Claude Fable 5.2 | 4.28 | $1.75 | 0 | 11 |
| Nex N2.5 Mini | 4.37 | $0.004 | 0 | 12 |
| Claude Haiku 5.5 | 4.37 | $0.012 | 0 | 12 |
| gpt oss 120b | 4.44 | $0.003 | 0 | 13 |
| Granite 4.2 8B | 4.44 | $0.001 | 0 | 13 |
| GPT 6.1 Terra | 4.51 | $0.05 | 0 | 14 |
| GPT 6.1 Terra Pro | 4.64 | $0.13 | 0 | 16 |
| MiniMax M3 | 4.75 | $0.017 | 0 | 18 |
| Ling 3.0 Flash | 4.80 | $0.0011 | 0 | 19 |
| Step 5 Preview | 4.85 | $0.05 | 0 | 20 |
| GPT 6.1 Sol Pro | 4.90 | $0.39 | 0 | 21 |
| Qwen3.8 Max (0902) | 4.94 | $0.19 | 0 | 22 |
| Particle 1 | 4.94 | $0.015 | 0 | 22 |
| Claude Sonnet 5.5 | 5.00 | $0.27 | 1 | 0 |
| Nex N2.6 | 5.06 | $0.01 | 0 | 25 |
| Claude Opus 5.5 | 5.14 | $0.45 | 0 | 27 |
| GLM 5.3 Flash | 5.32 | $0.03 | 0 | 5 |
| MiniMax M3.1 Flash | 5.39 | $0.026 | 0 | 35 |
| DeepSeek V4.1 Flash 1017 | 5.49 | $0.01 | 0 | 39 |
| GLM 5.3 | 5.58 | $0.21 | 0 | 43 |
| MiMo V2.6 Pro | 5.76 | $0.026 | 0 | 52 |
| Qwen3.8 Omni Flash | 6.18 | $0.015 | 0 | 81 |
| Ember 1 | 6.24 | $0.31 | 0 | 86 |
| Qwen3.8 27B | 6.27 | $0.13 | 0 | 89 |
| LongCat 2.0 | 6.48 | $0.025 | 0 | 110 |
| Flint (free) | 7.00 | $0.00 | 1 | 1 |
| Qwen3.8 Flash | 7.04 | $0.02 | 0 | 199 |
| Gemma 4 31B | 7.19 | $0.009 | 0 | 12 |
| Gemini 3.8 Flash | 7.51 | $0.08 | 0 | 16 |
| Nemotron 3.5 Lightning | 8.00 | $0.002 | 0 | 6 |
| MiMo V2.6 Flash | 8.11 | $0.008 | 0 | 76 |
| Ripple 65B Preview | 8.16 | $0.013 | 0 | 80 |
| Kimi K3.1 Pro | 8.24 | $0.53 | 0 | 32 |
| Qwen3.8 2.4T A95B | 8.51 | $0.28 | 0 | 42 |
| Nemotron 3 Ultra | 8.53 | $0.10 | 0 | 25 |
| Muse Ember | 8.71 | $0.008 | 1 | 6 |
| Mistral Large 4 | 8.76 | $0.30 | 0 | 31 |
| Inkling Small | 8.87 | $0.01 | 0 | 17 |
| Codestral 2508 | 8.90 | $0.004 | 0 | 25 |
| Nova 2 Lite | 9.13 | $0.02 | 0 | 24 |
| Mistral Medium 3.5 | 9.32 | $0.04 | 1 | 5 |
| Gemini 4 Carbon | 11.58 | $0.26 | 1 | 16 |
| Solar Pro 4 | 11.70 | $0.002 | 1 | 18 |
| Grok Build 0.1 | 12.00 | $0.04 | 1 | 6 |
| Muse Glimmer 30B | 13.39 | $0.007 | 2 | 16 |
| Gemma 4 26B A4B | 13.99 | $0.0025 | 3 | 3 |
| Gemini 4 Argon | 14.10 | $0.17 | 1 | 30 |
| Inkling | 20.91 | $0.07 | 3 | 51 |
| Gemini 3.5 Flash Lite | 21.26 | $0.03 | 4 | 18 |
| Mistral Small 4 | 21.56 | $0.007 | 5 | 11 |
| Seed 2.1 Turbo | 32.32 | $0.11 | 7 | 46 |
| Muse Wonder | 35.30 | $0.26 | 9 | 46 |
| Muse Spark Open | 38.90 | $0.06 | 20 | 44 |