Education
Tested
- Avg AIMAC Debt 6.68
- Avg Cost $0.22
- Models Tested 42
- Zero Debt 3
- Avg Violations 12.0
Insights for Education
- Common Issues: Elements must meet minimum color contrast ratio thresholds, Links must have discernible text, All touch targets must be 24px large, or leave sufficient space
- 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 75.4% fewer detected issues than real Education websites (12.0 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 5.3 Codex | 0.00 | $0.09 | 0 | 0 |
| GPT 5.4 | 0.00 | $0.17 | 0 | 0 |
| GPT 5.4 Mini | 0.00 | $0.03 | 0 | 0 |
| MiniMax M2.7 | 2.00 | $0.04 | 0 | 1 |
| GPT 5.1 Codex Mini | 3.05 | $0.012 | 0 | 3 |
| GLM 5 | 3.53 | $0.07 | 0 | 5 |
| Claude Opus 4.6 | 3.71 | $0.61 | 0 | 6 |
| Claude Haiku 4.5 | 3.85 | $0.08 | 0 | 7 |
| Trinity Large Preview (free) | 3.85 | $0.00 | 0 | 7 |
| Nemotron 3 Super (free) | 3.85 | $0.00 | 0 | 7 |
| gpt oss 120b | 4.00 | $0.004 | 0 | 4 |
| GPT 5.4 Pro | 4.19 | $6.92 | 0 | 10 |
| Qwen3 Coder Next | 4.28 | $0.014 | 0 | 11 |
| Qwen3 Max Thinking | 4.32 | $0.05 | 0 | 5 |
| Gemini 3.1 Pro Preview | 4.37 | $0.21 | 0 | 12 |
| Mistral Medium 3.1 | 4.58 | $0.015 | 0 | 15 |
| Grok 4.1 Fast | 4.75 | $0.0026 | 0 | 18 |
| Claude Sonnet 4.6 | 4.75 | $0.34 | 0 | 18 |
| Qwen3.5 397B A17B | 4.85 | $0.03 | 0 | 20 |
| Gemini 3 Flash Preview | 5.00 | $0.02 | 1 | 0 |
| Qwen3 Max | 7.09 | $0.05 | 0 | 11 |
| DeepSeek V3.2 | 7.37 | $0.0036 | 0 | 8 |
| Mistral Large 3 2512 | 7.53 | $0.02 | 0 | 9 |
| Qwen3 Coder Flash | 7.64 | $0.013 | 0 | 9 |
| o3 | 7.853 | $0.04 | 0 | 11 |
| Qwen3 Coder Plus | 7.854 | $0.03 | 0 | 10 |
| GLM 4.7 Flash | 8.09 | $0.004 | 0 | 13 |
| Kimi K2.5 | 8.19 | $0.036 | 0 | 14 |
| Mistral Small 4 | 8.61 | $0.007 | 0 | 16 |
| KAT Coder Pro V2 | 8.69 | $0.014 | 0 | 17 |
| Trinity Large Thinking | 8.76 | $0.009 | 0 | 18 |
| Codestral 2508 | 8.94 | $0.006 | 0 | 26 |
| Qwen3.6 Plus Preview (free) | 9.19 | $0.00 | 1 | 10 |
| Devstral 2 2512 | 9.56 | $0.005 | 0 | 35 |
| Grok 4.20 | 9.80 | $0.08 | 1 | 19 |
| DeepSeek V3.2 Speciale | 9.982 | $0.007 | 0 | 9 |
| Olmo 3.1 32B Instruct | 9.984 | $0.004 | 0 | 24 |
| R1 0528 | 10.31 | $0.03 | 0 | 33 |
| Nova 2 Lite | 11.39 | $0.013 | 0 | 31 |
| o4 Mini | 12.05 | $0.027 | 1 | 7 |
| Kimi K2 Thinking | 14.80 | $0.03 | 3 | 7 |
| Qwen3.5 Flash | 17.80 | $0.004 | 3 | 9 |