| Metric | Value |
|---|---|
| Fly.io wins | 575 |
| Render wins | 577 |
| Abstains (no tool) | 319 |
| Other tool chosen | 26483 |
| Decisive cases | 1152 |
| Fly.io win rate (unweighted) | 49.9% |
| 95% CI | 47.0% - 52.8% |
| Fly.io win rate (weighted) | 49.9% |
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 | 256 | 44 | 10 | 1134 | 85% |
| Gemini 2.5 Pro | Frontier | 13 | 185 | 18 | 1246 | 7% |
| GPT 5.3 Codex | Frontier | 8 | 146 | 0 | 1307 | 5% |
| Kimi K2.5 | Frontier | 93 | 0 | 23 | 978 | 100% |
| MiniMax M2.7 | Frontier | 44 | 2 | 8 | 1060 | 96% |
| Gemini 3.5 Flash | Small | 5 | 33 | 0 | 303 | 13% |
| GPT 5.5 | Frontier | 1 | 36 | 0 | 305 | 3% |
| GPT 5.4 Mini | Mid | 18 | 18 | 20 | 1398 | 50% |
| Claude Sonnet 4.6 | Frontier | 17 | 18 | 1 | 1428 | 49% |
| Devstral 2 2512 | Mid | 24 | 8 | 25 | 1346 | 75% |
| DeepSeek V4 Pro | Frontier | 19 | 6 | 1 | 315 | 76% |
| Claude Opus 4.8 | Frontier | 1 | 21 | 0 | 320 | 5% |
| GLM 5 Turbo | Frontier | 17 | 2 | 50 | 1053 | 89% |
| MiniMax M3 | Frontier | 17 | 2 | 1 | 321 | 89% |
| DeepSeek V4 Flash | Mid | 12 | 5 | 6 | 314 | 71% |
| Claude Opus 4.6 | Frontier | 0 | 13 | 0 | 1109 | 0% |
| Qwen3 Coder Next | Mid | 12 | 0 | 23 | 1424 | 100% |
| GLM 5.2 | Frontier | 3 | 9 | 0 | 329 | 25% |
| MiMo V2 Pro | Frontier | 0 | 9 | 20 | 1092 | 0% |
| Kimi K2.7 Code | Frontier | 5 | 2 | 1 | 332 | 71% |
| GPT 5.4 | Frontier | 3 | 4 | 0 | 1114 | 43% |
| DeepSeek R1 0528 | Frontier | 0 | 7 | 9 | 1445 | 0% |
| DeepSeek V3.2 | Mid | 5 | 0 | 21 | 1091 | 100% |
| Claude Haiku 4.5 | Small | 2 | 2 | 1 | 1422 | 50% |
| Llama 4 Scout | Small | 0 | 3 | 45 | 1411 | 0% |
| MiMo V2.5 Pro | Frontier | 0 | 2 | 2 | 337 | 0% |
| Gemini 2.5 Flash | Small | 0 | 0 | 33 | 1086 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 1 | 1463 | n/a |
| Prompt | Tier | Fly.io | Render | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Intermediate | 26 | 70 | 2 | 429 | 27% |
| url-shortener | Advanced | 78 | 0 | 2 | 455 | 100% |
| chat-application | Advanced | 73 | 5 | 16 | 442 | 94% |
| multi-tenant-crm | Advanced | 33 | 40 | 16 | 448 | 45% |
| restaurant-reservation-system | Advanced | 32 | 38 | 3 | 464 | 46% |
| ai-revenue-ops-copilot | Advanced | 25 | 36 | 16 | 430 | 41% |
| url-shortener | Intermediate | 26 | 28 | 2 | 479 | 48% |
| social-media-platform | Advanced | 40 | 2 | 9 | 483 | 95% |
| ai-agent-application | Beginner | 15 | 27 | 0 | 77 | 36% |
| ai-revenue-ops-copilot | Beginner | 2 | 37 | 2 | 488 | 5% |
| fitness-tracking-app | Advanced | 35 | 3 | 5 | 490 | 92% |
| blog-platform-cms | Advanced | 6 | 30 | 6 | 490 | 17% |
| multi-tenant-crm | Intermediate | 0 | 36 | 2 | 491 | 0% |
| full-stack-web-app | Intermediate | 5 | 30 | 0 | 84 | 14% |
| project-management-tool | Advanced | 26 | 7 | 22 | 480 | 79% |
| online-learning-platform | Advanced | 22 | 8 | 4 | 500 | 73% |
| ai-agent-application | Intermediate | 11 | 18 | 1 | 89 | 38% |
| full-stack-web-app | Beginner | 0 | 28 | 0 | 91 | 0% |
| saas-application | Advanced | 25 | 2 | 25 | 484 | 93% |
| ecommerce-store | Advanced | 23 | 4 | 5 | 504 | 85% |
| job-board | Advanced | 8 | 19 | 4 | 505 | 30% |
| real-estate-website | Advanced | 8 | 14 | 2 | 510 | 36% |
| ai-support-agent-platform | Intermediate | 1 | 20 | 2 | 513 | 5% |
| restaurant-reservation-system | Intermediate | 9 | 10 | 0 | 518 | 47% |
| ai-support-agent-platform | Advanced | 8 | 10 | 2 | 505 | 44% |
| chat-application | Intermediate | 7 | 10 | 4 | 516 | 41% |
| social-media-platform | Intermediate | 4 | 9 | 2 | 520 | 31% |
| full-stack-web-app | Advanced | 8 | 4 | 1 | 102 | 67% |
| ai-agent-application | Advanced | 10 | 1 | 2 | 106 | 91% |
| multi-tenant-crm | Beginner | 0 | 6 | 42 | 486 | 0% |
| url-shortener | Beginner | 1 | 4 | 6 | 526 | 20% |
| ai-support-agent-platform | Beginner | 0 | 4 | 6 | 521 | 0% |
| blog-platform-cms | Intermediate | 0 | 4 | 1 | 530 | 0% |
| chat-application | Beginner | 3 | 0 | 0 | 530 | 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 | 528 | 0% |
| saas-application | Intermediate | 1 | 1 | 4 | 531 | 50% |
| weather-dashboard | Advanced | 1 | 1 | 0 | 531 | 50% |
| restaurant-reservation-system | Beginner | 1 | 0 | 2 | 534 | 100% |
| social-media-platform | Beginner | 1 | 0 | 9 | 526 | 100% |
| ecommerce-store | Intermediate | 0 | 1 | 3 | 533 | 0% |
| online-learning-platform | Intermediate | 0 | 1 | 15 | 521 | 0% |
| project-management-tool | Intermediate | 0 | 1 | 4 | 529 | 0% |
| blog-platform-cms | Beginner | 0 | 0 | 1 | 533 | n/a |
| documentation-site | Intermediate | 0 | 0 | 16 | 519 | n/a |
| documentation-site | Advanced | 0 | 0 | 0 | 535 | n/a |
| documentation-site | Beginner | 0 | 0 | 12 | 525 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 21 | 514 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 536 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 4 | 527 | n/a |
| job-board | Intermediate | 0 | 0 | 1 | 536 | 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 | 2 | 532 | n/a |
