| Metric | Value |
|---|---|
| Render wins | 880 |
| Railway wins | 987 |
| Abstains (no tool) | 643 |
| Other tool chosen | 36030 |
| Decisive cases | 1867 |
| Render win rate (unweighted) | 47.1% |
| 95% CI | 44.9% - 49.4% |
| Render win rate (weighted) | 47.1% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Render | Railway | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 8 | 37 | 32 | 1928 | 18% |
| DeepSeek Pro 4–4 0813 | Frontier | 17 | 37 | 2 | 456 | 31% |
| DeepSeek R1 | Frontier | 16 | 0 | 15 | 1983 | 100% |
| Devstral | Mid | 27 | 6 | 79 | 1785 | 82% |
| Gemini Flash 2.5–3.8 | Small | 44 | 0 | 62 | 1907 | 100% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 251 | 3 | 19 | 1741 | 99% |
| GLM 5 Turbo–5.3 | Frontier | 17 | 71 | 71 | 1858 | 19% |
| GPT 5.4–6 Astra | Frontier | 63 | 9 | 1 | 1943 | 88% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 192 | 19 | 1 | 1802 | 91% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 37 | 1 | 41 | 1925 | 97% |
| Haiku | Small | 7 | 57 | 30 | 1876 | 11% |
| Kimi 2.5–3 | Frontier | 9 | 153 | 29 | 1796 | 6% |
| Llama Maverick | Frontier | 0 | 0 | 16 | 2002 | n/a |
| Llama Scout | Small | 7 | 0 | 115 | 1887 | 100% |
| MiMo Pro 2–2.6 | Frontier | 20 | 24 | 26 | 1935 | 45% |
| MiniMax M 2.7–3 | Frontier | 6 | 121 | 30 | 1849 | 5% |
| Mistral Small | Mid | 88 | 20 | 15 | 1871 | 81% |
| Opus 4.6–5.5 | Frontier | 46 | 93 | 12 | 1867 | 33% |
| Qwen Coder | Mid | 0 | 0 | 45 | 1964 | n/a |
| Sonnet 4.6–5.5 | Frontier | 25 | 336 | 2 | 1655 | 7% |
| Prompt | Tier | Render | Railway | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Intermediate | 86 | 73 | 2 | 424 | 54% |
| ai-agent-application | Beginner | 49 | 48 | 0 | 81 | 51% |
| blog-platform-cms | Advanced | 34 | 53 | 6 | 498 | 39% |
| ai-revenue-ops-copilot | Advanced | 43 | 40 | 16 | 468 | 52% |
| full-stack-web-app | Intermediate | 47 | 33 | 0 | 98 | 59% |
| ai-revenue-ops-copilot | Beginner | 46 | 34 | 2 | 506 | 57% |
| restaurant-reservation-system | Advanced | 43 | 37 | 3 | 513 | 54% |
| full-stack-web-app | Beginner | 53 | 26 | 0 | 99 | 67% |
| multi-tenant-crm | Intermediate | 45 | 34 | 2 | 507 | 57% |
| ai-agent-application | Intermediate | 34 | 29 | 1 | 114 | 54% |
| url-shortener | Intermediate | 31 | 30 | 2 | 531 | 51% |
| project-management-tool | Advanced | 8 | 50 | 23 | 513 | 14% |
| multi-tenant-crm | Advanced | 40 | 14 | 16 | 526 | 74% |
| ai-support-agent-platform | Intermediate | 22 | 28 | 2 | 543 | 44% |
| url-shortener | Intermediate | 14 | 34 | 0 | 104 | 29% |
| chat-application | Intermediate | 7 | 34 | 11 | 118 | 17% |
| job-board | Advanced | 21 | 18 | 4 | 552 | 54% |
| chat-application | Intermediate | 13 | 20 | 4 | 559 | 39% |
| blog-platform-cms | Advanced | 12 | 21 | 2 | 132 | 36% |
| real-estate-website | Advanced | 15 | 17 | 2 | 559 | 47% |
| chat-application | Advanced | 5 | 27 | 16 | 547 | 16% |
| ecommerce-store | Advanced | 4 | 28 | 5 | 558 | 13% |
| online-learning-platform | Advanced | 8 | 23 | 4 | 556 | 26% |
| multi-tenant-crm | Intermediate | 15 | 11 | 11 | 115 | 58% |
| restaurant-reservation-system | Intermediate | 13 | 11 | 4 | 143 | 54% |
| restaurant-reservation-system | Intermediate | 11 | 13 | 0 | 572 | 46% |
| ai-support-agent-platform | Advanced | 13 | 10 | 3 | 555 | 57% |
| restaurant-reservation-system | Advanced | 7 | 15 | 3 | 127 | 32% |
| social-media-platform | Intermediate | 13 | 8 | 2 | 571 | 62% |
| online-learning-platform | Intermediate | 12 | 8 | 9 | 123 | 60% |
| saas-application | Advanced | 2 | 17 | 28 | 548 | 11% |
| blog-platform-cms | Intermediate | 10 | 7 | 7 | 128 | 59% |
| job-board | Intermediate | 11 | 5 | 6 | 129 | 69% |
| real-estate-website | Advanced | 9 | 7 | 1 | 153 | 56% |
| multi-tenant-crm | Beginner | 7 | 7 | 42 | 537 | 50% |
| url-shortener | Beginner | 4 | 10 | 2 | 135 | 29% |
| blog-platform-cms | Intermediate | 5 | 8 | 1 | 580 | 38% |
| job-board | Advanced | 9 | 1 | 7 | 154 | 90% |
| ai-support-agent-platform | Beginner | 4 | 6 | 7 | 574 | 40% |
| url-shortener | Beginner | 4 | 6 | 6 | 580 | 40% |
| social-media-platform | Intermediate | 1 | 7 | 2 | 139 | 13% |
| chat-application | Beginner | 0 | 8 | 9 | 150 | 0% |
| multi-tenant-crm | Advanced | 4 | 3 | 7 | 156 | 57% |
| fitness-tracking-app | Advanced | 3 | 4 | 5 | 580 | 43% |
| online-learning-platform | Beginner | 3 | 3 | 5 | 583 | 50% |
| online-learning-platform | Advanced | 4 | 1 | 8 | 139 | 80% |
| project-management-tool | Advanced | 4 | 1 | 12 | 134 | 80% |
| job-board | Intermediate | 1 | 4 | 1 | 590 | 20% |
| online-learning-platform | Intermediate | 1 | 4 | 15 | 576 | 20% |
| ecommerce-store | Intermediate | 0 | 5 | 3 | 161 | 0% |
| social-media-platform | Beginner | 0 | 5 | 9 | 581 | 0% |
| ecommerce-store | Advanced | 4 | 0 | 4 | 144 | 100% |
| full-stack-web-app | Advanced | 4 | 0 | 1 | 169 | 100% |
| fitness-tracking-app | Advanced | 3 | 1 | 1 | 166 | 75% |
| job-board | Beginner | 3 | 1 | 1 | 591 | 75% |
| multi-tenant-crm | Beginner | 2 | 2 | 7 | 153 | 50% |
| social-media-platform | Advanced | 2 | 2 | 10 | 579 | 50% |
| saas-application | Intermediate | 1 | 3 | 4 | 588 | 25% |
| blog-platform-cms | Beginner | 0 | 4 | 1 | 588 | 0% |
| project-management-tool | Beginner | 0 | 4 | 0 | 590 | 0% |
| ecommerce-store | Intermediate | 1 | 2 | 3 | 590 | 33% |
| restaurant-reservation-system | Beginner | 1 | 2 | 4 | 145 | 33% |
| weather-dashboard | Advanced | 1 | 2 | 0 | 589 | 33% |
| blog-platform-cms | Beginner | 0 | 3 | 6 | 160 | 0% |
| chat-application | Beginner | 0 | 3 | 0 | 588 | 0% |
| real-estate-website | Intermediate | 2 | 0 | 0 | 594 | 100% |
| project-management-tool | Intermediate | 1 | 1 | 4 | 587 | 50% |
| saas-application | Advanced | 1 | 1 | 17 | 151 | 50% |
| online-learning-platform | Beginner | 0 | 2 | 3 | 164 | 0% |
| project-management-tool | Intermediate | 0 | 2 | 2 | 147 | 0% |
| saas-application | Intermediate | 0 | 2 | 0 | 169 | 0% |
| social-media-platform | Beginner | 0 | 2 | 4 | 165 | 0% |
| ai-agent-application | Advanced | 1 | 0 | 2 | 175 | 100% |
| chat-application | Advanced | 1 | 0 | 14 | 137 | 100% |
| social-media-platform | Advanced | 1 | 0 | 7 | 161 | 100% |
| weather-dashboard | Advanced | 1 | 0 | 18 | 136 | 100% |
| saas-application | Beginner | 0 | 1 | 1 | 594 | 0% |
| url-shortener | Advanced | 0 | 1 | 6 | 144 | 0% |
| 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 |
| 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 |
| 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 |
| restaurant-reservation-system | Beginner | 0 | 0 | 2 | 594 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 169 | n/a |
| url-shortener | Advanced | 0 | 0 | 2 | 592 | 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 |
