Leading: Supabase (70.1%)
| Metric | Value |
|---|---|
| Amazon ECS wins | 53 |
| Supabase wins | 124 |
| Abstains (no tool) | 643 |
| Other tool chosen | 37720 |
| Decisive cases | 177 |
| Amazon ECS win rate (unweighted) | 29.9% |
| 95% CI | 23.7% - 37.1% |
| Amazon ECS win rate (weighted) | 29.9% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Amazon ECS | Supabase | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 1 | 37 | 32 | 1935 | 3% |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 0 | 2 | 510 | n/a |
| DeepSeek R1 | Frontier | 1 | 0 | 15 | 1998 | 100% |
| Devstral | Mid | 0 | 4 | 79 | 1814 | 0% |
| Gemini Flash 2.5–3.8 | Small | 0 | 2 | 62 | 1949 | 0% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 1 | 19 | 1994 | 0% |
| GLM 5 Turbo–5.3 | Frontier | 4 | 1 | 71 | 1941 | 80% |
| GPT 5.4–6 Astra | Frontier | 15 | 9 | 1 | 1991 | 63% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 23 | 0 | 1 | 1990 | 100% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 2 | 6 | 41 | 1955 | 25% |
| Haiku | Small | 0 | 5 | 30 | 1935 | 0% |
| Kimi 2.5–3 | Frontier | 2 | 2 | 29 | 1954 | 50% |
| Llama Maverick | Frontier | 0 | 2 | 16 | 2000 | 0% |
| Llama Scout | Small | 2 | 0 | 115 | 1892 | 100% |
| MiMo Pro 2–2.6 | Frontier | 1 | 0 | 26 | 1978 | 100% |
| MiniMax M 2.7–3 | Frontier | 2 | 2 | 30 | 1972 | 50% |
| Mistral Small | Mid | 0 | 20 | 15 | 1959 | 0% |
| Opus 4.6–5.5 | Frontier | 0 | 0 | 12 | 2006 | n/a |
| Qwen Coder | Mid | 0 | 33 | 45 | 1931 | 0% |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 2 | 2016 | n/a |
| Prompt | Tier | Amazon ECS | Supabase | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Advanced | 2 | 12 | 3 | 564 | 14% |
| multi-tenant-crm | Intermediate | 0 | 12 | 2 | 574 | 0% |
| weather-dashboard | Intermediate | 0 | 12 | 3 | 578 | 0% |
| chat-application | Advanced | 7 | 4 | 16 | 568 | 64% |
| ai-revenue-ops-copilot | Intermediate | 0 | 11 | 2 | 572 | 0% |
| ai-support-agent-platform | Intermediate | 0 | 11 | 2 | 582 | 0% |
| url-shortener | Intermediate | 0 | 11 | 2 | 581 | 0% |
| social-media-platform | Advanced | 8 | 0 | 10 | 575 | 100% |
| online-learning-platform | Advanced | 7 | 0 | 4 | 580 | 100% |
| project-management-tool | Advanced | 5 | 1 | 23 | 565 | 83% |
| multi-tenant-crm | Advanced | 4 | 2 | 16 | 574 | 67% |
| ecommerce-store | Advanced | 5 | 0 | 5 | 585 | 100% |
| job-board | Advanced | 5 | 0 | 4 | 586 | 100% |
| url-shortener | Advanced | 2 | 3 | 2 | 587 | 40% |
| project-management-tool | Intermediate | 0 | 5 | 4 | 584 | 0% |
| url-shortener | Beginner | 0 | 5 | 6 | 585 | 0% |
| chat-application | Intermediate | 0 | 4 | 4 | 588 | 0% |
| url-shortener | Beginner | 0 | 4 | 2 | 145 | 0% |
| full-stack-web-app | Advanced | 3 | 0 | 1 | 170 | 100% |
| real-estate-website | Advanced | 3 | 0 | 2 | 588 | 100% |
| fitness-tracking-app | Beginner | 0 | 3 | 4 | 583 | 0% |
| social-media-platform | Beginner | 0 | 3 | 9 | 583 | 0% |
| restaurant-reservation-system | Advanced | 1 | 1 | 3 | 591 | 50% |
| ai-support-agent-platform | Beginner | 0 | 2 | 7 | 582 | 0% |
| blog-platform-cms | Intermediate | 0 | 2 | 1 | 591 | 0% |
| fitness-tracking-app | Intermediate | 0 | 2 | 1 | 593 | 0% |
| fitness-tracking-app | Beginner | 0 | 2 | 5 | 163 | 0% |
| social-media-platform | Intermediate | 0 | 2 | 2 | 590 | 0% |
| ai-agent-application | Advanced | 1 | 0 | 2 | 175 | 100% |
| ai-revenue-ops-copilot | Advanced | 0 | 1 | 16 | 550 | 0% |
| fitness-tracking-app | Advanced | 0 | 1 | 1 | 169 | 0% |
| full-stack-web-app | Beginner | 0 | 1 | 0 | 177 | 0% |
| multi-tenant-crm | Beginner | 0 | 1 | 7 | 156 | 0% |
| multi-tenant-crm | Intermediate | 0 | 1 | 11 | 140 | 0% |
| online-learning-platform | Intermediate | 0 | 1 | 9 | 142 | 0% |
| project-management-tool | Advanced | 0 | 1 | 12 | 138 | 0% |
| real-estate-website | Intermediate | 0 | 1 | 0 | 595 | 0% |
| restaurant-reservation-system | Beginner | 0 | 1 | 4 | 147 | 0% |
| weather-dashboard | Advanced | 0 | 1 | 0 | 591 | 0% |
| ai-agent-application | Beginner | 0 | 0 | 0 | 178 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 177 | n/a |
| ai-revenue-ops-copilot | Beginner | 0 | 0 | 2 | 586 | 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 | 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 | 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 | Intermediate | 0 | 0 | 3 | 593 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 3 | 166 | 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 | Intermediate | 0 | 0 | 0 | 178 | n/a |
| job-board | Beginner | 0 | 0 | 4 | 167 | 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 | 42 | 551 | 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 | 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 | Intermediate | 0 | 0 | 2 | 149 | 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 | 1 | 151 | 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 |
| 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 | 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 | 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 | Beginner | 0 | 0 | 3 | 593 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 37 | 132 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 18 | 137 | n/a |
