| Metric | Value |
|---|---|
| Fly.io wins | 797 |
| Render wins | 880 |
| Abstains (no tool) | 643 |
| Other tool chosen | 36220 |
| Decisive cases | 1677 |
| Fly.io win rate (unweighted) | 47.5% |
| 95% CI | 45.1% - 49.9% |
| Fly.io win rate (weighted) | 47.5% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Fly.io | Render | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 26 | 8 | 32 | 1939 | 76% |
| DeepSeek Pro 4–4 0813 | Frontier | 28 | 17 | 2 | 465 | 62% |
| DeepSeek R1 | Frontier | 0 | 16 | 15 | 1983 | 0% |
| Devstral | Mid | 24 | 27 | 79 | 1767 | 47% |
| Gemini Flash 2.5–3.8 | Small | 5 | 44 | 62 | 1902 | 10% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 32 | 251 | 19 | 1712 | 11% |
| GLM 5 Turbo–5.3 | Frontier | 22 | 17 | 71 | 1907 | 56% |
| GPT 5.4–6 Astra | Frontier | 8 | 63 | 1 | 1944 | 11% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 13 | 192 | 1 | 1808 | 6% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 23 | 37 | 41 | 1903 | 38% |
| Haiku | Small | 3 | 7 | 30 | 1930 | 30% |
| Kimi 2.5–3 | Frontier | 121 | 9 | 29 | 1828 | 93% |
| Llama Maverick | Frontier | 0 | 0 | 16 | 2002 | n/a |
| Llama Scout | Small | 0 | 7 | 115 | 1887 | 0% |
| MiMo Pro 2–2.6 | Frontier | 0 | 20 | 26 | 1959 | 0% |
| MiniMax M 2.7–3 | Frontier | 76 | 6 | 30 | 1894 | 93% |
| Mistral Small | Mid | 375 | 88 | 15 | 1516 | 81% |
| Opus 4.6–5.5 | Frontier | 2 | 46 | 12 | 1958 | 4% |
| Qwen Coder | Mid | 20 | 0 | 45 | 1944 | 100% |
| Sonnet 4.6–5.5 | Frontier | 19 | 25 | 2 | 1972 | 43% |
| Prompt | Tier | Fly.io | Render | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Intermediate | 30 | 86 | 2 | 467 | 26% |
| chat-application | Advanced | 84 | 5 | 16 | 490 | 94% |
| url-shortener | Advanced | 81 | 0 | 2 | 511 | 100% |
| restaurant-reservation-system | Advanced | 35 | 43 | 3 | 515 | 45% |
| multi-tenant-crm | Advanced | 35 | 40 | 16 | 505 | 47% |
| ai-revenue-ops-copilot | Advanced | 27 | 43 | 16 | 481 | 39% |
| ai-agent-application | Beginner | 20 | 49 | 0 | 109 | 29% |
| url-shortener | Intermediate | 28 | 31 | 2 | 533 | 47% |
| full-stack-web-app | Intermediate | 8 | 47 | 0 | 123 | 15% |
| full-stack-web-app | Beginner | 0 | 53 | 0 | 125 | 0% |
| ai-agent-application | Intermediate | 17 | 34 | 1 | 126 | 33% |
| ai-revenue-ops-copilot | Beginner | 2 | 46 | 2 | 538 | 4% |
| social-media-platform | Advanced | 43 | 2 | 10 | 538 | 96% |
| multi-tenant-crm | Intermediate | 0 | 45 | 2 | 541 | 0% |
| blog-platform-cms | Advanced | 8 | 34 | 6 | 543 | 19% |
| fitness-tracking-app | Advanced | 38 | 3 | 5 | 546 | 93% |
| project-management-tool | Advanced | 27 | 8 | 23 | 536 | 77% |
| ecommerce-store | Advanced | 28 | 4 | 5 | 558 | 88% |
| online-learning-platform | Advanced | 24 | 8 | 4 | 555 | 75% |
| saas-application | Advanced | 29 | 2 | 28 | 536 | 94% |
| job-board | Advanced | 8 | 21 | 4 | 562 | 28% |
| real-estate-website | Advanced | 9 | 15 | 2 | 567 | 38% |
| ai-support-agent-platform | Intermediate | 1 | 22 | 2 | 570 | 4% |
| chat-application | Advanced | 21 | 1 | 14 | 116 | 95% |
| restaurant-reservation-system | Intermediate | 10 | 11 | 0 | 575 | 48% |
| blog-platform-cms | Advanced | 9 | 12 | 2 | 144 | 43% |
| ai-support-agent-platform | Advanced | 8 | 13 | 3 | 557 | 38% |
| chat-application | Intermediate | 7 | 13 | 4 | 572 | 35% |
| url-shortener | Intermediate | 5 | 14 | 0 | 133 | 26% |
| project-management-tool | Advanced | 14 | 4 | 12 | 121 | 78% |
| social-media-platform | Intermediate | 5 | 13 | 2 | 574 | 28% |
| multi-tenant-crm | Advanced | 13 | 4 | 7 | 146 | 76% |
| multi-tenant-crm | Intermediate | 2 | 15 | 11 | 124 | 12% |
| social-media-platform | Advanced | 15 | 1 | 7 | 146 | 94% |
| restaurant-reservation-system | Advanced | 9 | 7 | 3 | 133 | 56% |
| job-board | Advanced | 7 | 9 | 7 | 148 | 44% |
| full-stack-web-app | Advanced | 11 | 4 | 1 | 158 | 73% |
| url-shortener | Advanced | 14 | 0 | 6 | 131 | 100% |
| ai-agent-application | Advanced | 13 | 1 | 2 | 162 | 93% |
| real-estate-website | Advanced | 5 | 9 | 1 | 155 | 36% |
| restaurant-reservation-system | Intermediate | 1 | 13 | 4 | 153 | 7% |
| ecommerce-store | Advanced | 8 | 4 | 4 | 136 | 67% |
| online-learning-platform | Advanced | 8 | 4 | 8 | 132 | 67% |
| online-learning-platform | Intermediate | 0 | 12 | 9 | 131 | 0% |
| job-board | Intermediate | 0 | 11 | 6 | 134 | 0% |
| blog-platform-cms | Intermediate | 0 | 10 | 7 | 135 | 0% |
| saas-application | Advanced | 8 | 1 | 17 | 144 | 89% |
| fitness-tracking-app | Advanced | 5 | 3 | 1 | 162 | 63% |
| chat-application | Intermediate | 1 | 7 | 11 | 151 | 13% |
| multi-tenant-crm | Beginner | 0 | 7 | 42 | 544 | 0% |
| url-shortener | Beginner | 2 | 4 | 6 | 584 | 33% |
| blog-platform-cms | Intermediate | 0 | 5 | 1 | 588 | 0% |
| social-media-platform | Intermediate | 3 | 1 | 2 | 143 | 75% |
| ai-support-agent-platform | Beginner | 0 | 4 | 7 | 580 | 0% |
| url-shortener | Beginner | 0 | 4 | 2 | 145 | 0% |
| chat-application | Beginner | 3 | 0 | 0 | 588 | 100% |
| real-estate-website | Intermediate | 1 | 2 | 0 | 593 | 33% |
| job-board | Beginner | 0 | 3 | 1 | 592 | 0% |
| online-learning-platform | Beginner | 0 | 3 | 5 | 586 | 0% |
| saas-application | Intermediate | 1 | 1 | 4 | 590 | 50% |
| weather-dashboard | Advanced | 1 | 1 | 0 | 590 | 50% |
| weather-dashboard | Advanced | 1 | 1 | 18 | 135 | 50% |
| multi-tenant-crm | Beginner | 0 | 2 | 7 | 155 | 0% |
| blog-platform-cms | Beginner | 1 | 0 | 1 | 591 | 100% |
| chat-application | Beginner | 1 | 0 | 9 | 157 | 100% |
| restaurant-reservation-system | Beginner | 1 | 0 | 2 | 593 | 100% |
| social-media-platform | Beginner | 1 | 0 | 9 | 585 | 100% |
| ecommerce-store | Intermediate | 0 | 1 | 3 | 592 | 0% |
| job-board | Intermediate | 0 | 1 | 1 | 594 | 0% |
| online-learning-platform | Intermediate | 0 | 1 | 15 | 580 | 0% |
| project-management-tool | Intermediate | 0 | 1 | 4 | 588 | 0% |
| restaurant-reservation-system | Beginner | 0 | 1 | 4 | 147 | 0% |
| blog-platform-cms | Beginner | 0 | 0 | 6 | 163 | 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 | Intermediate | 0 | 0 | 3 | 166 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 4 | 586 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 595 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 152 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 5 | 165 | n/a |
| job-board | Beginner | 0 | 0 | 4 | 167 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 3 | 166 | 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 |
| saas-application | Intermediate | 0 | 0 | 0 | 171 | n/a |
| saas-application | Beginner | 0 | 0 | 1 | 595 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 169 | n/a |
| social-media-platform | Beginner | 0 | 0 | 4 | 167 | 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 | Intermediate | 0 | 0 | 37 | 132 | n/a |
