Leading: AWS SageMaker (54.0%)
| Metric | Value |
|---|---|
| Expo wins | 23 |
| AWS SageMaker wins | 27 |
| Abstains (no tool) | 643 |
| Other tool chosen | 37847 |
| Decisive cases | 50 |
| Expo win rate (unweighted) | 46.0% |
| 95% CI | 33.0% - 59.6% |
| Expo win rate (weighted) | 46.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Expo | AWS SageMaker | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 0 | 32 | 1973 | n/a |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 0 | 2 | 510 | n/a |
| DeepSeek R1 | Frontier | 0 | 0 | 15 | 1999 | n/a |
| Devstral | Mid | 0 | 13 | 79 | 1805 | 0% |
| Gemini Flash 2.5–3.8 | Small | 0 | 0 | 62 | 1951 | n/a |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 0 | 19 | 1995 | n/a |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 71 | 1946 | n/a |
| GPT 5.4–6 Astra | Frontier | 0 | 0 | 1 | 2015 | n/a |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 0 | 1 | 2013 | n/a |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 0 | 41 | 1963 | n/a |
| Haiku | Small | 9 | 0 | 30 | 1931 | 100% |
| Kimi 2.5–3 | Frontier | 0 | 0 | 29 | 1958 | n/a |
| Llama Maverick | Frontier | 0 | 4 | 16 | 1998 | 0% |
| Llama Scout | Small | 0 | 9 | 115 | 1885 | 0% |
| MiMo Pro 2–2.6 | Frontier | 0 | 0 | 26 | 1979 | n/a |
| MiniMax M 2.7–3 | Frontier | 1 | 1 | 30 | 1974 | 50% |
| Mistral Small | Mid | 0 | 0 | 15 | 1979 | n/a |
| Opus 4.6–5.5 | Frontier | 11 | 0 | 12 | 1995 | 100% |
| Qwen Coder | Mid | 0 | 0 | 45 | 1964 | n/a |
| Sonnet 4.6–5.5 | Frontier | 2 | 0 | 2 | 2014 | 100% |
| Prompt | Tier | Expo | AWS SageMaker | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 0 | 24 | 16 | 527 | 0% |
| fitness-tracking-app | Beginner | 22 | 0 | 4 | 564 | 100% |
| ai-revenue-ops-copilot | Beginner | 0 | 3 | 2 | 583 | 0% |
| fitness-tracking-app | Beginner | 1 | 0 | 5 | 164 | 100% |
| ai-agent-application | Advanced | 0 | 0 | 2 | 176 | n/a |
| ai-agent-application | Beginner | 0 | 0 | 0 | 178 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 177 | n/a |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 2 | 583 | n/a |
| ai-support-agent-platform | Intermediate | 0 | 0 | 2 | 593 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 3 | 578 | n/a |
| ai-support-agent-platform | Beginner | 0 | 0 | 7 | 584 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 6 | 585 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 1 | 592 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 7 | 145 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 1 | 593 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 6 | 163 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 2 | 165 | n/a |
| chat-application | Intermediate | 0 | 0 | 11 | 159 | n/a |
| chat-application | Advanced | 0 | 0 | 16 | 579 | n/a |
| chat-application | Intermediate | 0 | 0 | 4 | 592 | n/a |
| chat-application | Beginner | 0 | 0 | 0 | 591 | n/a |
| chat-application | Beginner | 0 | 0 | 9 | 158 | n/a |
| chat-application | Advanced | 0 | 0 | 14 | 138 | n/a |
| documentation-site | Beginner | 0 | 0 | 17 | 135 | n/a |
| documentation-site | Beginner | 0 | 0 | 13 | 583 | n/a |
| documentation-site | Intermediate | 0 | 0 | 9 | 158 | n/a |
| documentation-site | Advanced | 0 | 0 | 3 | 166 | n/a |
| documentation-site | Intermediate | 0 | 0 | 17 | 577 | n/a |
| documentation-site | Advanced | 0 | 0 | 0 | 594 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 21 | 130 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 23 | 571 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 4 | 148 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 5 | 590 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 3 | 593 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 3 | 166 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 1 | 170 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 595 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 5 | 587 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 152 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 0 | 178 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 0 | 178 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 1 | 173 | n/a |
| job-board | Beginner | 0 | 0 | 4 | 167 | n/a |
| job-board | Advanced | 0 | 0 | 4 | 591 | n/a |
| job-board | Intermediate | 0 | 0 | 6 | 145 | n/a |
| job-board | Beginner | 0 | 0 | 1 | 595 | n/a |
| job-board | Advanced | 0 | 0 | 7 | 164 | n/a |
| job-board | Intermediate | 0 | 0 | 1 | 595 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 7 | 157 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 16 | 580 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 42 | 551 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 11 | 141 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 2 | 586 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 7 | 163 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 8 | 144 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 3 | 166 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 4 | 587 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 9 | 143 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 15 | 581 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 5 | 589 | n/a |
| project-management-tool | Beginner | 0 | 0 | 0 | 594 | n/a |
| project-management-tool | Advanced | 0 | 0 | 12 | 139 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 2 | 149 | n/a |
| project-management-tool | Advanced | 0 | 0 | 23 | 571 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 4 | 589 | n/a |
| project-management-tool | Beginner | 0 | 0 | 2 | 149 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 594 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 596 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 1 | 151 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 591 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 150 | n/a |
| real-estate-website | Advanced | 0 | 0 | 1 | 169 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 3 | 149 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 596 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 4 | 167 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 2 | 594 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 4 | 148 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 3 | 593 | n/a |
| saas-application | Advanced | 0 | 0 | 28 | 567 | n/a |
| saas-application | Advanced | 0 | 0 | 17 | 153 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 171 | n/a |
| saas-application | Beginner | 0 | 0 | 1 | 595 | n/a |
| saas-application | Intermediate | 0 | 0 | 4 | 592 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 169 | n/a |
| social-media-platform | Beginner | 0 | 0 | 9 | 586 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 2 | 592 | n/a |
| social-media-platform | Advanced | 0 | 0 | 10 | 583 | n/a |
| social-media-platform | Advanced | 0 | 0 | 7 | 162 | n/a |
| social-media-platform | Beginner | 0 | 0 | 4 | 167 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 2 | 147 | n/a |
| url-shortener | Advanced | 0 | 0 | 2 | 592 | n/a |
| url-shortener | Intermediate | 0 | 0 | 2 | 592 | n/a |
| url-shortener | Beginner | 0 | 0 | 2 | 149 | n/a |
| url-shortener | Beginner | 0 | 0 | 6 | 590 | n/a |
| url-shortener | Intermediate | 0 | 0 | 0 | 152 | n/a |
| url-shortener | Advanced | 0 | 0 | 6 | 145 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 14 | 154 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 3 | 590 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 3 | 593 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 0 | 592 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 37 | 132 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 18 | 137 | n/a |
