| Metric | Value |
|---|---|
| Render wins | 317 |
| Fly.io wins | 382 |
| Abstains (no tool) | 264 |
| Other tool chosen | 18318 |
| Decisive cases | 699 |
| Render win rate (unweighted) | 45.4% |
| 95% CI | 41.7% - 49.1% |
| Render win rate (weighted) | 45.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Render | Fly.io | None | Other | A rate |
|---|---|---|---|---|---|---|
| Mistral Small 4 | Mid | 33 | 170 | 9 | 794 | 16% |
| Gemini 2.5 Pro | Frontier | 124 | 9 | 14 | 873 | 93% |
| GPT 5.3 Codex | Frontier | 97 | 5 | 0 | 917 | 95% |
| Kimi K2.5 | Frontier | 0 | 85 | 21 | 887 | 0% |
| MiniMax M2.7 | Frontier | 2 | 39 | 8 | 963 | 5% |
| Claude Sonnet 4.6 | Frontier | 16 | 13 | 1 | 990 | 55% |
| Devstral 2 2512 | Mid | 4 | 19 | 18 | 976 | 17% |
| GPT 5.4 Mini | Mid | 9 | 12 | 13 | 980 | 43% |
| GLM 5 Turbo | Frontier | 2 | 16 | 48 | 954 | 11% |
| Claude Opus 4.6 | Frontier | 11 | 0 | 0 | 1009 | 100% |
| MiMo V2 Pro | Frontier | 7 | 0 | 16 | 996 | 100% |
| Qwen3 Coder Next | Mid | 0 | 7 | 23 | 988 | 0% |
| DeepSeek R1 0528 | Frontier | 6 | 0 | 7 | 1004 | 100% |
| GPT 5.4 | Frontier | 3 | 2 | 0 | 1014 | 60% |
| DeepSeek V3.2 | Mid | 0 | 5 | 18 | 993 | 0% |
| Llama 4 Scout | Small | 3 | 0 | 34 | 982 | 100% |
| Claude Haiku 4.5 | Small | 0 | 0 | 1 | 994 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 32 | 985 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 1 | 1019 | n/a |
| Prompt | Tier | Render | Fly.io | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Intermediate | 44 | 20 | 2 | 305 | 69% |
| url-shortener | Advanced | 0 | 55 | 2 | 322 | 0% |
| chat-application | Advanced | 1 | 51 | 12 | 316 | 2% |
| multi-tenant-crm | Advanced | 29 | 22 | 14 | 315 | 57% |
| restaurant-reservation-system | Advanced | 26 | 23 | 3 | 328 | 53% |
| url-shortener | Intermediate | 21 | 20 | 2 | 335 | 51% |
| ai-revenue-ops-copilot | Advanced | 20 | 15 | 15 | 307 | 57% |
| social-media-platform | Advanced | 1 | 29 | 8 | 341 | 3% |
| fitness-tracking-app | Advanced | 3 | 26 | 4 | 345 | 10% |
| blog-platform-cms | Advanced | 20 | 6 | 5 | 347 | 77% |
| project-management-tool | Advanced | 5 | 21 | 20 | 333 | 19% |
| ai-revenue-ops-copilot | Beginner | 23 | 2 | 2 | 346 | 92% |
| multi-tenant-crm | Intermediate | 23 | 0 | 2 | 348 | 100% |
| job-board | Advanced | 16 | 6 | 3 | 355 | 73% |
| saas-application | Advanced | 0 | 22 | 19 | 338 | 0% |
| ecommerce-store | Advanced | 4 | 17 | 5 | 353 | 19% |
| online-learning-platform | Advanced | 6 | 14 | 3 | 356 | 30% |
| ai-support-agent-platform | Intermediate | 17 | 1 | 2 | 359 | 94% |
| real-estate-website | Advanced | 9 | 7 | 2 | 360 | 56% |
| ai-support-agent-platform | Advanced | 8 | 7 | 1 | 356 | 53% |
| restaurant-reservation-system | Intermediate | 7 | 5 | 0 | 368 | 58% |
| chat-application | Intermediate | 6 | 4 | 4 | 366 | 60% |
| social-media-platform | Intermediate | 5 | 3 | 0 | 371 | 63% |
| multi-tenant-crm | Beginner | 4 | 0 | 31 | 344 | 100% |
| url-shortener | Beginner | 3 | 1 | 5 | 371 | 75% |
| ai-support-agent-platform | Beginner | 3 | 0 | 6 | 366 | 100% |
| blog-platform-cms | Intermediate | 3 | 0 | 1 | 374 | 100% |
| job-board | Beginner | 3 | 0 | 1 | 376 | 100% |
| online-learning-platform | Beginner | 2 | 0 | 3 | 374 | 100% |
| saas-application | Intermediate | 1 | 1 | 3 | 375 | 50% |
| chat-application | Beginner | 0 | 2 | 0 | 376 | 0% |
| ecommerce-store | Intermediate | 1 | 0 | 3 | 376 | 100% |
| online-learning-platform | Intermediate | 1 | 0 | 15 | 364 | 100% |
| project-management-tool | Intermediate | 1 | 0 | 4 | 372 | 100% |
| real-estate-website | Intermediate | 1 | 0 | 0 | 379 | 100% |
| social-media-platform | Beginner | 0 | 1 | 8 | 371 | 0% |
| weather-dashboard | Advanced | 0 | 1 | 0 | 376 | 0% |
| blog-platform-cms | Beginner | 0 | 0 | 1 | 377 | n/a |
| documentation-site | Intermediate | 0 | 0 | 11 | 368 | n/a |
| documentation-site | Advanced | 0 | 0 | 0 | 378 | n/a |
| documentation-site | Beginner | 0 | 0 | 10 | 370 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 18 | 360 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 379 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 3 | 375 | n/a |
| job-board | Intermediate | 0 | 0 | 1 | 379 | n/a |
| project-management-tool | Beginner | 0 | 0 | 0 | 379 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 378 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 1 | 379 | n/a |
| saas-application | Beginner | 0 | 0 | 1 | 379 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 3 | 377 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 2 | 376 | n/a |
