| Metric | Value |
|---|---|
| Render wins | 602 |
| Railway wins | 735 |
| Abstains (no tool) | 305 |
| Other tool chosen | 26430 |
| Decisive cases | 1337 |
| Render win rate (unweighted) | 45.0% |
| 95% CI | 42.4% - 47.7% |
| Render win rate (weighted) | 45.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Render | Railway | None | Other | A rate |
|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | Frontier | 18 | 291 | 1 | 1160 | 6% |
| Gemini 2.5 Pro | Frontier | 185 | 1 | 17 | 1265 | 99% |
| GPT 5.3 Codex | Frontier | 147 | 13 | 0 | 1307 | 92% |
| MiniMax M2.7 | Frontier | 2 | 85 | 8 | 968 | 2% |
| Kimi K2.5 | Frontier | 0 | 80 | 20 | 947 | 0% |
| Claude Opus 4.6 | Frontier | 13 | 58 | 0 | 1000 | 18% |
| Mistral Small 4 | Mid | 45 | 6 | 10 | 1389 | 88% |
| GPT 5.5 | Frontier | 41 | 1 | 0 | 357 | 98% |
| DeepSeek V4 Pro | Frontier | 7 | 35 | 1 | 355 | 17% |
| Gemini 3.5 Flash | Small | 40 | 0 | 0 | 358 | 100% |
| GLM 5.2 | Frontier | 10 | 24 | 0 | 364 | 29% |
| DeepSeek V4 Flash | Mid | 6 | 28 | 6 | 354 | 18% |
| GLM 5 Turbo | Frontier | 2 | 32 | 47 | 990 | 6% |
| Claude Opus 4.8 | Frontier | 24 | 6 | 0 | 369 | 80% |
| Claude Haiku 4.5 | Small | 3 | 22 | 1 | 1406 | 12% |
| MiMo V2.5 Pro | Frontier | 3 | 17 | 3 | 375 | 15% |
| Kimi K2.7 Code | Frontier | 2 | 17 | 1 | 377 | 11% |
| GPT 5.4 Mini | Mid | 18 | 0 | 20 | 1422 | 100% |
| MiMo V2 Pro | Frontier | 9 | 4 | 19 | 1038 | 69% |
| Devstral 2 2512 | Mid | 8 | 5 | 24 | 1316 | 62% |
| DeepSeek R1 0528 | Frontier | 9 | 0 | 9 | 1449 | 100% |
| GPT 5.4 | Frontier | 4 | 4 | 0 | 1062 | 50% |
| MiniMax M3 | Frontier | 2 | 4 | 1 | 391 | 33% |
| Llama 4 Scout | Small | 4 | 0 | 44 | 1417 | 100% |
| DeepSeek V3.2 | Mid | 0 | 2 | 20 | 1044 | 0% |
| Gemini 2.5 Flash | Small | 0 | 0 | 31 | 1037 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 1 | 1469 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 21 | 1444 | n/a |
| Prompt | Tier | Render | Railway | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Intermediate | 73 | 69 | 2 | 383 | 51% |
| blog-platform-cms | Advanced | 31 | 50 | 6 | 445 | 38% |
| ai-revenue-ops-copilot | Advanced | 39 | 39 | 14 | 415 | 50% |
| ai-agent-application | Beginner | 33 | 42 | 0 | 63 | 44% |
| restaurant-reservation-system | Advanced | 38 | 35 | 3 | 461 | 52% |
| multi-tenant-crm | Intermediate | 37 | 33 | 2 | 458 | 53% |
| ai-revenue-ops-copilot | Beginner | 37 | 32 | 2 | 458 | 54% |
| full-stack-web-app | Intermediate | 34 | 26 | 0 | 78 | 57% |
| full-stack-web-app | Beginner | 33 | 24 | 0 | 81 | 58% |
| url-shortener | Intermediate | 27 | 29 | 2 | 478 | 48% |
| project-management-tool | Advanced | 7 | 48 | 20 | 460 | 13% |
| multi-tenant-crm | Advanced | 39 | 13 | 15 | 470 | 75% |
| ai-agent-application | Intermediate | 23 | 25 | 1 | 89 | 48% |
| ai-support-agent-platform | Intermediate | 18 | 27 | 2 | 489 | 40% |
| job-board | Advanced | 19 | 17 | 4 | 496 | 53% |
| chat-application | Advanced | 5 | 26 | 16 | 489 | 16% |
| ecommerce-store | Advanced | 4 | 27 | 3 | 502 | 13% |
| real-estate-website | Advanced | 14 | 16 | 2 | 502 | 47% |
| chat-application | Intermediate | 11 | 19 | 4 | 503 | 37% |
| online-learning-platform | Advanced | 8 | 22 | 4 | 500 | 27% |
| restaurant-reservation-system | Intermediate | 9 | 13 | 0 | 515 | 41% |
| ai-support-agent-platform | Advanced | 10 | 10 | 2 | 504 | 50% |
| saas-application | Advanced | 2 | 17 | 25 | 492 | 11% |
| social-media-platform | Intermediate | 9 | 8 | 2 | 516 | 53% |
| multi-tenant-crm | Beginner | 6 | 7 | 41 | 480 | 46% |
| blog-platform-cms | Intermediate | 5 | 7 | 1 | 522 | 42% |
| ai-support-agent-platform | Beginner | 4 | 6 | 6 | 515 | 40% |
| url-shortener | Beginner | 3 | 6 | 6 | 522 | 33% |
| fitness-tracking-app | Advanced | 3 | 4 | 4 | 522 | 43% |
| online-learning-platform | Beginner | 3 | 3 | 5 | 526 | 50% |
| job-board | Intermediate | 1 | 4 | 1 | 531 | 20% |
| online-learning-platform | Intermediate | 1 | 4 | 14 | 518 | 20% |
| social-media-platform | Beginner | 0 | 5 | 9 | 522 | 0% |
| full-stack-web-app | Advanced | 4 | 0 | 1 | 129 | 100% |
| job-board | Beginner | 3 | 1 | 1 | 532 | 75% |
| social-media-platform | Advanced | 2 | 2 | 8 | 522 | 50% |
| saas-application | Intermediate | 1 | 3 | 3 | 530 | 25% |
| blog-platform-cms | Beginner | 0 | 4 | 1 | 529 | 0% |
| project-management-tool | Beginner | 0 | 4 | 0 | 531 | 0% |
| ecommerce-store | Intermediate | 1 | 2 | 2 | 532 | 33% |
| weather-dashboard | Advanced | 1 | 2 | 0 | 531 | 33% |
| real-estate-website | Intermediate | 2 | 0 | 0 | 535 | 100% |
| project-management-tool | Intermediate | 1 | 1 | 3 | 529 | 50% |
| chat-application | Beginner | 0 | 2 | 0 | 530 | 0% |
| ai-agent-application | Advanced | 1 | 0 | 2 | 135 | 100% |
| saas-application | Beginner | 0 | 1 | 1 | 535 | 0% |
| documentation-site | Advanced | 0 | 0 | 0 | 535 | n/a |
| documentation-site | Intermediate | 0 | 0 | 16 | 519 | n/a |
| documentation-site | Beginner | 0 | 0 | 12 | 525 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 20 | 515 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 536 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 4 | 527 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 535 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 2 | 535 | n/a |
| url-shortener | Advanced | 0 | 0 | 2 | 533 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 3 | 534 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 3 | 531 | n/a |
