Technology and Computing
Tested
- Avg AIMAC Debt 5.58
- Avg Cost $0.16
- Models Tested 37
- Zero Debt 9
- Avg Violations 9.7
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 #25 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 76.9% fewer detected issues than real Technology and Computing websites (9.7 axe-core violations vs 41.8 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 | |||
|---|---|---|---|---|
| GPT 5 Mini | 0.00 | $0.02 | 0 | 0 |
| Kimi K2 Thinking | 0.00 | $0.03 | 0 | 0 |
| GPT 5.2 | 0.00 | $0.26 | 0 | 0 |
| GPT 5.1 Codex Mini | 0.00 | $0.014 | 0 | 0 |
| Gemini 3 Flash Preview | 0.00 | $0.023 | 0 | 0 |
| Kimi K2 0905 | 0.00 | $0.013 | 0 | 0 |
| Qwen3 Max | 0.00 | $0.04 | 0 | 0 |
| GPT 5.2 Codex | 0.00 | $0.05 | 0 | 0 |
| GLM 4.7 Flash | 0.00 | $0.004 | 0 | 0 |
| GPT 5.2 Pro | 2.00 | $4.09 | 0 | 1 |
| Qwen3 Coder Plus | 2.66 | $0.03 | 0 | 2 |
| Qwen3 Coder 480B A35B | 3.05 | $0.013 | 0 | 3 |
| Gemini 3 Pro Preview | 3.53 | $0.12 | 0 | 5 |
| GLM 4.7 | 3.53 | $0.017 | 0 | 5 |
| Qwen3 235B A22B Instruct 2507 | 4.00 | $0.01 | 0 | 4 |
| Grok 4.1 Fast | 4.28 | $0.003 | 0 | 11 |
| KAT Coder Pro V1 | 4.28 | $0.01 | 0 | 11 |
| DeepSeek V3.2 Speciale | 4.32 | $0.007 | 0 | 5 |
| MiniMax M1 | 4.37 | $0.023 | 0 | 12 |
| Gemini 2.5 Flash Lite | 4.37 | $0.0027 | 0 | 12 |
| Claude Sonnet 4.5 | 4.51 | $0.26 | 0 | 14 |
| Claude Haiku 4.5 | 5.30 | $0.07 | 0 | 32 |
| DeepSeek V3.2 | 6.00 | $0.0034 | 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 |
| Mistral Small 3.2 24B | 8.09 | $0.0006 | 0 | 13 |
| Codestral 2508 | 8.44 | $0.005 | 0 | 17 |
| R1 | 8.64 | $0.03 | 0 | 20 |
| Mistral Medium 3.1 | 8.96 | $0.015 | 0 | 21 |
| GLM 4.5 Air | 9.53 | $0.013 | 0 | 34 |
| o4 Mini | 11.80 | $0.026 | 2 | 3 |
| o3 | 13.55 | $0.05 | 2 | 19 |
| MiniMax M2.1 | 16.07 | $0.009 | 2 | 8 |
| Devstral 2 2512 | 17.92 | $0.005 | 2 | 17 |
| Claude Opus 4.5 | 18.24 | $0.77 | 3 | 33 |