| Metric | Value |
|---|---|
| Railway wins | 205 |
| Firebase wins | 275 |
| Abstains (no tool) | 121 |
| Other tool chosen | 8075 |
| Decisive cases | 480 |
| Railway win rate (unweighted) | 42.7% |
| 95% CI | 38.4% - 47.2% |
| Railway win rate (weighted) | 42.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Railway | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | Frontier | 90 | 0 | 0 | 369 | 100% |
| Devstral 2 2512 | Mid | 0 | 58 | 9 | 389 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 51 | 4 | 402 | 0% |
| Qwen3 Coder Next | Mid | 0 | 48 | 15 | 395 | 0% |
| MiniMax M2.7 | Frontier | 32 | 15 | 5 | 405 | 68% |
| Kimi K2.5 | Frontier | 35 | 0 | 11 | 399 | 100% |
| MiMo V2 Pro | Frontier | 3 | 29 | 7 | 420 | 9% |
| Claude Opus 4.6 | Frontier | 25 | 0 | 0 | 434 | 100% |
| Llama 4 Scout | Small | 0 | 25 | 14 | 417 | 0% |
| Mistral Small 4 | Mid | 1 | 14 | 2 | 439 | 7% |
| Gemini 2.5 Flash | Small | 0 | 14 | 17 | 428 | 0% |
| GLM 5 Turbo | Frontier | 12 | 0 | 17 | 429 | 100% |
| Claude Haiku 4.5 | Small | 1 | 7 | 0 | 441 | 13% |
| GPT 5.4 | Frontier | 2 | 3 | 0 | 453 | 40% |
| Llama 4 Maverick | Frontier | 0 | 4 | 1 | 454 | 0% |
| DeepSeek V3.2 | Mid | 2 | 1 | 8 | 447 | 67% |
| GPT 5.3 Codex | Frontier | 2 | 1 | 0 | 455 | 67% |
| GPT 5.4 Mini | Mid | 0 | 3 | 5 | 448 | 0% |
| Gemini 2.5 Pro | Frontier | 0 | 2 | 6 | 451 | 0% |
| Prompt | Tier | Railway | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 63 | 2 | 105 | 0% |
| chat-application | Beginner | 1 | 38 | 0 | 130 | 3% |
| chat-application | Intermediate | 2 | 28 | 1 | 140 | 7% |
| project-management-tool | Advanced | 18 | 8 | 10 | 134 | 69% |
| ai-revenue-ops-copilot | Intermediate | 22 | 0 | 0 | 145 | 100% |
| social-media-platform | Beginner | 1 | 21 | 2 | 147 | 5% |
| project-management-tool | Intermediate | 0 | 21 | 2 | 147 | 0% |
| blog-platform-cms | Advanced | 20 | 0 | 1 | 148 | 100% |
| social-media-platform | Intermediate | 5 | 15 | 0 | 151 | 25% |
| project-management-tool | Beginner | 0 | 20 | 0 | 150 | 0% |
| url-shortener | Intermediate | 9 | 10 | 1 | 150 | 47% |
| restaurant-reservation-system | Advanced | 14 | 2 | 2 | 153 | 88% |
| url-shortener | Beginner | 2 | 12 | 2 | 155 | 14% |
| ai-revenue-ops-copilot | Beginner | 13 | 0 | 2 | 152 | 100% |
| chat-application | Advanced | 9 | 4 | 6 | 152 | 69% |
| ai-revenue-ops-copilot | Advanced | 10 | 0 | 5 | 147 | 100% |
| job-board | Advanced | 10 | 0 | 2 | 159 | 100% |
| multi-tenant-crm | Intermediate | 10 | 0 | 1 | 156 | 100% |
| ecommerce-store | Advanced | 9 | 0 | 4 | 157 | 100% |
| ai-support-agent-platform | Intermediate | 8 | 0 | 1 | 162 | 100% |
| online-learning-platform | Advanced | 6 | 0 | 1 | 164 | 100% |
| restaurant-reservation-system | Intermediate | 6 | 0 | 0 | 165 | 100% |
| saas-application | Advanced | 6 | 0 | 9 | 156 | 100% |
| real-estate-website | Beginner | 0 | 5 | 1 | 165 | 0% |
| multi-tenant-crm | Advanced | 4 | 0 | 7 | 160 | 100% |
| online-learning-platform | Beginner | 1 | 3 | 1 | 165 | 25% |
| saas-application | Beginner | 1 | 3 | 1 | 166 | 25% |
| fitness-tracking-app | Intermediate | 0 | 4 | 0 | 167 | 0% |
| real-estate-website | Intermediate | 0 | 4 | 0 | 167 | 0% |
| weather-dashboard | Intermediate | 0 | 4 | 1 | 164 | 0% |
| blog-platform-cms | Intermediate | 3 | 0 | 0 | 168 | 100% |
| multi-tenant-crm | Beginner | 3 | 0 | 16 | 151 | 100% |
| real-estate-website | Advanced | 3 | 0 | 0 | 168 | 100% |
| fitness-tracking-app | Advanced | 2 | 1 | 2 | 165 | 67% |
| job-board | Intermediate | 1 | 2 | 1 | 167 | 33% |
| job-board | Beginner | 0 | 3 | 0 | 168 | 0% |
| restaurant-reservation-system | Beginner | 0 | 3 | 0 | 168 | 0% |
| online-learning-platform | Intermediate | 1 | 1 | 9 | 160 | 50% |
| ai-support-agent-platform | Beginner | 1 | 0 | 2 | 167 | 100% |
| ai-support-agent-platform | Advanced | 1 | 0 | 1 | 167 | 100% |
| blog-platform-cms | Beginner | 1 | 0 | 1 | 167 | 100% |
| ecommerce-store | Intermediate | 1 | 0 | 1 | 169 | 100% |
| social-media-platform | Advanced | 1 | 0 | 2 | 167 | 100% |
| documentation-site | Intermediate | 0 | 0 | 5 | 166 | n/a |
| documentation-site | Advanced | 0 | 0 | 0 | 170 | n/a |
| documentation-site | Beginner | 0 | 0 | 4 | 167 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 6 | 165 | n/a |
| saas-application | Intermediate | 0 | 0 | 3 | 168 | n/a |
| url-shortener | Advanced | 0 | 0 | 1 | 169 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 0 | 170 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 2 | 169 | n/a |
