Technology and Computing
Tested
- Avg AIMAC Debt 8.13
- Avg Cost $0.22
- Models Tested 42
- Zero Debt 9
- Avg Violations 13.9
Insights for Technology and Computing
- Common Issues: Elements must meet minimum color contrast ratio thresholds, Links must have discernible text, Select element must have an accessible name
- Category Difficulty: Rank #8 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 71.7% fewer detected issues than real Technology and Computing websites (13.9 axe-core violations vs 49.0 WAVE errors).
Model Gallery
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Model Results
AIMAC Debt:The model's accessibility debt for this category (lower = better)
| lower = better | in usd | |||
|---|---|---|---|---|
| Kimi K2 Thinking | 0.00 | $0.03 | 0 | 0 |
| GPT 5.1 Codex Mini | 0.00 | $0.014 | 0 | 0 |
| Gemini 3 Flash Preview | 0.00 | $0.023 | 0 | 0 |
| Qwen3 Max | 0.00 | $0.04 | 0 | 0 |
| GLM 4.7 Flash | 0.00 | $0.004 | 0 | 0 |
| GLM 5 | 0.00 | $0.09 | 0 | 0 |
| GPT 5.3 Codex | 0.00 | $0.10 | 0 | 0 |
| GPT 5.4 | 0.00 | $0.18 | 0 | 0 |
| GPT 5.4 Mini | 0.00 | $0.04 | 0 | 0 |
| Kimi K2.5 | 2.00 | $0.03 | 0 | 1 |
| Qwen3 Coder Plus | 2.66 | $0.03 | 0 | 2 |
| Trinity Large Thinking | 2.66 | $0.012 | 0 | 2 |
| Grok 4.1 Fast | 4.28 | $0.003 | 0 | 11 |
| DeepSeek V3.2 Speciale | 4.32 | $0.007 | 0 | 5 |
| GPT 5.4 Pro | 5.00 | $6.78 | 1 | 0 |
| Gemini 3.1 Pro Preview | 5.03 | $0.12 | 0 | 24 |
| Claude Haiku 4.5 | 5.30 | $0.07 | 0 | 32 |
| DeepSeek V3.2 | 6.00 | $0.0034 | 0 | 5 |
| Qwen3 Max Thinking | 6.00 | $0.04 | 0 | 5 |
| gpt oss 120b | 6.98 | $0.0034 | 0 | 10 |
| Mistral Large 3 2512 | 7.05 | $0.018 | 0 | 7 |
| Nova 2 Lite | 7.28 | $0.016 | 0 | 13 |
| Qwen3 Coder Flash | 7.85 | $0.013 | 0 | 10 |
| Qwen3 Coder Next | 8.28 | $0.012 | 0 | 20 |
| Olmo 3.1 32B Instruct | 8.30 | $0.0045 | 0 | 13 |
| Codestral 2508 | 8.44 | $0.005 | 0 | 17 |
| Nemotron 3 Super (free) | 8.75 | $0.00 | 2 | 0 |
| Mistral Medium 3.1 | 8.96 | $0.015 | 0 | 21 |
| Trinity Large Preview (free) | 8.98 | $0.00 | 1 | 8 |
| Qwen3.5 397B A17B | 10.00 | $0.033 | 2 | 0 |
| o4 Mini | 11.80 | $0.026 | 2 | 3 |
| o3 | 13.55 | $0.05 | 2 | 19 |
| Qwen3.6 Plus Preview (free) | 14.26 | $0.00 | 3 | 4 |
| Claude Opus 4.6 | 14.86 | $0.78 | 2 | 75 |
| MiniMax M2.7 | 15.46 | $0.036 | 3 | 14 |
| Mistral Small 4 | 17.37 | $0.004 | 2 | 8 |
| Claude Sonnet 4.6 | 17.40 | $0.39 | 3 | 108 |
| Devstral 2 2512 | 17.92 | $0.005 | 2 | 17 |
| R1 0528 | 18.06 | $0.026 | 2 | 28 |
| Qwen3.5 Flash | 21.45 | $0.004 | 3 | 19 |
| KAT Coder Pro V2 | 22.28 | $0.012 | 3 | 25 |
| Grok 4.20 | 22.86 | $0.08 | 6 | 18 |