| Metric | Value |
|---|---|
| Fly.io wins | 583 |
| Render wins | 602 |
| Abstains (no tool) | 305 |
| Other tool chosen | 26582 |
| Decisive cases | 1185 |
| Fly.io win rate (unweighted) | 49.2% |
| 95% CI | 46.4% - 52.0% |
| Fly.io win rate (weighted) | 49.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Fly.io | Render | None | Other | A rate |
|---|---|---|---|---|---|---|
| Mistral Small 4 | Mid | 257 | 45 | 10 | 1138 | 85% |
| Gemini 2.5 Pro | Frontier | 12 | 185 | 17 | 1254 | 6% |
| GPT 5.3 Codex | Frontier | 9 | 147 | 0 | 1311 | 6% |
| Kimi K2.5 | Frontier | 90 | 0 | 20 | 937 | 100% |
| Gemini 3.5 Flash | Small | 5 | 40 | 0 | 353 | 11% |
| MiniMax M2.7 | Frontier | 42 | 2 | 8 | 1011 | 95% |
| GPT 5.5 | Frontier | 1 | 41 | 0 | 357 | 2% |
| GPT 5.4 Mini | Mid | 20 | 18 | 20 | 1402 | 53% |
| Claude Sonnet 4.6 | Frontier | 15 | 18 | 1 | 1436 | 45% |
| Devstral 2 2512 | Mid | 23 | 8 | 24 | 1298 | 74% |
| DeepSeek V4 Pro | Frontier | 22 | 7 | 1 | 368 | 76% |
| Claude Opus 4.8 | Frontier | 2 | 24 | 0 | 373 | 8% |
| MiniMax M3 | Frontier | 20 | 2 | 1 | 375 | 91% |
| DeepSeek V4 Flash | Mid | 15 | 6 | 6 | 367 | 71% |
| GLM 5 Turbo | Frontier | 17 | 2 | 47 | 1005 | 89% |
| Qwen3 Coder Next | Mid | 14 | 0 | 21 | 1430 | 100% |
| GLM 5.2 | Frontier | 4 | 10 | 0 | 384 | 29% |
| Claude Opus 4.6 | Frontier | 0 | 13 | 0 | 1058 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 9 | 9 | 1449 | 0% |
| MiMo V2 Pro | Frontier | 0 | 9 | 19 | 1042 | 0% |
| Kimi K2.7 Code | Frontier | 5 | 2 | 1 | 389 | 71% |
| GPT 5.4 | Frontier | 3 | 4 | 0 | 1063 | 43% |
| DeepSeek V3.2 | Mid | 5 | 0 | 20 | 1041 | 100% |
| Claude Haiku 4.5 | Small | 2 | 3 | 1 | 1426 | 40% |
| Llama 4 Scout | Small | 0 | 4 | 44 | 1417 | 0% |
| MiMo V2.5 Pro | Frontier | 0 | 3 | 3 | 392 | 0% |
| Gemini 2.5 Flash | Small | 0 | 0 | 31 | 1037 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 1 | 1469 | n/a |
| Prompt | Tier | Fly.io | Render | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Intermediate | 27 | 73 | 2 | 425 | 27% |
| chat-application | Advanced | 74 | 5 | 16 | 441 | 94% |
| url-shortener | Advanced | 76 | 0 | 2 | 457 | 100% |
| multi-tenant-crm | Advanced | 32 | 39 | 15 | 451 | 45% |
| restaurant-reservation-system | Advanced | 32 | 38 | 3 | 464 | 46% |
| ai-revenue-ops-copilot | Advanced | 25 | 39 | 14 | 429 | 39% |
| url-shortener | Intermediate | 27 | 27 | 2 | 480 | 50% |
| ai-agent-application | Beginner | 17 | 33 | 0 | 88 | 34% |
| social-media-platform | Advanced | 40 | 2 | 8 | 484 | 95% |
| full-stack-web-app | Intermediate | 6 | 34 | 0 | 98 | 15% |
| ai-revenue-ops-copilot | Beginner | 2 | 37 | 2 | 488 | 5% |
| blog-platform-cms | Advanced | 7 | 31 | 6 | 488 | 18% |
| ai-agent-application | Intermediate | 14 | 23 | 1 | 100 | 38% |
| multi-tenant-crm | Intermediate | 0 | 37 | 2 | 491 | 0% |
| fitness-tracking-app | Advanced | 32 | 3 | 4 | 494 | 91% |
| full-stack-web-app | Beginner | 0 | 33 | 0 | 105 | 0% |
| project-management-tool | Advanced | 25 | 7 | 20 | 483 | 78% |
| online-learning-platform | Advanced | 21 | 8 | 4 | 501 | 72% |
| saas-application | Advanced | 26 | 2 | 25 | 483 | 93% |
| ecommerce-store | Advanced | 24 | 4 | 3 | 505 | 86% |
| job-board | Advanced | 8 | 19 | 4 | 505 | 30% |
| real-estate-website | Advanced | 8 | 14 | 2 | 510 | 36% |
| restaurant-reservation-system | Intermediate | 10 | 9 | 0 | 518 | 53% |
| ai-support-agent-platform | Intermediate | 1 | 18 | 2 | 515 | 5% |
| chat-application | Intermediate | 7 | 11 | 4 | 515 | 39% |
| ai-support-agent-platform | Advanced | 7 | 10 | 2 | 507 | 41% |
| social-media-platform | Intermediate | 5 | 9 | 2 | 519 | 36% |
| full-stack-web-app | Advanced | 9 | 4 | 1 | 120 | 69% |
| ai-agent-application | Advanced | 11 | 1 | 2 | 124 | 92% |
| multi-tenant-crm | Beginner | 0 | 6 | 41 | 487 | 0% |
| blog-platform-cms | Intermediate | 0 | 5 | 1 | 529 | 0% |
| url-shortener | Beginner | 1 | 3 | 6 | 527 | 25% |
| ai-support-agent-platform | Beginner | 0 | 4 | 6 | 521 | 0% |
| chat-application | Beginner | 3 | 0 | 0 | 529 | 100% |
| real-estate-website | Intermediate | 1 | 2 | 0 | 534 | 33% |
| job-board | Beginner | 0 | 3 | 1 | 533 | 0% |
| online-learning-platform | Beginner | 0 | 3 | 5 | 529 | 0% |
| saas-application | Intermediate | 1 | 1 | 3 | 532 | 50% |
| weather-dashboard | Advanced | 1 | 1 | 0 | 532 | 50% |
| blog-platform-cms | Beginner | 1 | 0 | 1 | 532 | 100% |
| restaurant-reservation-system | Beginner | 1 | 0 | 2 | 534 | 100% |
| social-media-platform | Beginner | 1 | 0 | 9 | 526 | 100% |
| ecommerce-store | Intermediate | 0 | 1 | 2 | 534 | 0% |
| job-board | Intermediate | 0 | 1 | 1 | 535 | 0% |
| online-learning-platform | Intermediate | 0 | 1 | 14 | 522 | 0% |
| project-management-tool | Intermediate | 0 | 1 | 3 | 530 | 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 |
| project-management-tool | Beginner | 0 | 0 | 0 | 535 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 535 | n/a |
| saas-application | Beginner | 0 | 0 | 1 | 536 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 3 | 534 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 3 | 531 | n/a |
