| Metric | Value |
|---|---|
| Kubernetes wins | 156 |
| Netlify wins | 164 |
| Abstains (no tool) | 465 |
| Other tool chosen | 25817 |
| Decisive cases | 320 |
| Kubernetes win rate (unweighted) | 48.8% |
| 95% CI | 43.3% - 54.2% |
| Kubernetes win rate (weighted) | 48.8% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Kubernetes | Netlify | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Maverick | Frontier | 71 | 0 | 8 | 1325 | 100% |
| Gemini 2.5 Flash | Small | 17 | 43 | 52 | 1232 | 28% |
| Llama 4 Scout | Small | 23 | 33 | 80 | 1263 | 41% |
| DeepSeek R1 0528 | Frontier | 0 | 31 | 10 | 1359 | 0% |
| MiMo V2 Pro | Frontier | 0 | 25 | 22 | 1299 | 0% |
| Claude Haiku 4.5 | Small | 15 | 0 | 18 | 1339 | 100% |
| MiniMax M2.7 | Frontier | 9 | 5 | 19 | 1305 | 64% |
| GPT 5.4 | Frontier | 11 | 1 | 1 | 1333 | 92% |
| Mistral Small 4 | Mid | 0 | 11 | 11 | 1361 | 0% |
| Qwen3 Coder Next | Mid | 0 | 6 | 36 | 1359 | 0% |
| Claude Opus 4.6 | Frontier | 4 | 0 | 5 | 1338 | 100% |
| GPT 5.4 Mini | Mid | 3 | 1 | 22 | 1369 | 75% |
| Kimi K2.5 | Frontier | 2 | 0 | 26 | 1291 | 100% |
| GPT 5.3 Codex | Frontier | 1 | 1 | 0 | 1400 | 50% |
| Claude Sonnet 4.6 | Frontier | 0 | 2 | 1 | 1401 | 0% |
| DeepSeek V4 Flash | Mid | 0 | 2 | 0 | 55 | 0% |
| Devstral 2 2512 | Mid | 0 | 2 | 52 | 1347 | 0% |
| DeepSeek V3.2 | Mid | 0 | 1 | 24 | 1316 | 0% |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 57 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 0 | 57 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 15 | 1387 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 57 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 63 | 1284 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 57 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 57 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 0 | 56 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 0 | 56 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 57 | n/a |
| Prompt | Tier | Kubernetes | Netlify | None | Other | A rate |
|---|---|---|---|---|---|---|
| documentation-site | Intermediate | 0 | 55 | 12 | 370 | 0% |
| documentation-site | Beginner | 0 | 34 | 11 | 393 | 0% |
| project-management-tool | Advanced | 33 | 0 | 21 | 382 | 100% |
| social-media-platform | Advanced | 32 | 0 | 8 | 396 | 100% |
| documentation-site | Advanced | 0 | 27 | 0 | 409 | 0% |
| documentation-site | Advanced | 2 | 20 | 1 | 71 | 9% |
| social-media-platform | Advanced | 19 | 0 | 4 | 71 | 100% |
| chat-application | Advanced | 13 | 0 | 10 | 72 | 100% |
| chat-application | Advanced | 12 | 0 | 13 | 412 | 100% |
| documentation-site | Intermediate | 0 | 12 | 7 | 76 | 0% |
| documentation-site | Beginner | 0 | 11 | 11 | 73 | 0% |
| project-management-tool | Advanced | 9 | 0 | 6 | 79 | 100% |
| url-shortener | Advanced | 7 | 0 | 3 | 84 | 100% |
| ecommerce-store | Advanced | 6 | 0 | 4 | 85 | 100% |
| ecommerce-store | Advanced | 6 | 0 | 5 | 426 | 100% |
| url-shortener | Advanced | 5 | 0 | 2 | 430 | 100% |
| job-board | Advanced | 4 | 0 | 3 | 431 | 100% |
| social-media-platform | Intermediate | 2 | 1 | 1 | 433 | 67% |
| chat-application | Beginner | 0 | 2 | 0 | 433 | 0% |
| ai-agent-application | Advanced | 1 | 0 | 1 | 18 | 100% |
| blog-platform-cms | Advanced | 1 | 0 | 1 | 93 | 100% |
| full-stack-web-app | Advanced | 1 | 0 | 0 | 19 | 100% |
| job-board | Advanced | 1 | 0 | 4 | 90 | 100% |
| multi-tenant-crm | Advanced | 1 | 0 | 15 | 422 | 100% |
| weather-dashboard | Advanced | 1 | 0 | 0 | 433 | 100% |
| social-media-platform | Beginner | 0 | 1 | 8 | 428 | 0% |
| weather-dashboard | Beginner | 0 | 1 | 7 | 87 | 0% |
| ai-agent-application | Beginner | 0 | 0 | 0 | 20 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 0 | 20 | n/a |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 2 | 427 | n/a |
| ai-revenue-ops-copilot | Beginner | 0 | 0 | 2 | 428 | n/a |
| ai-revenue-ops-copilot | Advanced | 0 | 0 | 15 | 399 | n/a |
| ai-support-agent-platform | Beginner | 0 | 0 | 6 | 427 | n/a |
| ai-support-agent-platform | Intermediate | 0 | 0 | 2 | 435 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 2 | 426 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 4 | 91 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 6 | 89 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 6 | 428 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 1 | 435 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 1 | 435 | n/a |
| chat-application | Intermediate | 0 | 0 | 9 | 86 | n/a |
| chat-application | Beginner | 0 | 0 | 5 | 90 | n/a |
| chat-application | Intermediate | 0 | 0 | 4 | 434 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 0 | 95 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 12 | 83 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 3 | 435 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 18 | 418 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 94 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 0 | 95 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 95 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 437 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 3 | 431 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 4 | 431 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 0 | 20 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 0 | 20 | n/a |
| job-board | Intermediate | 0 | 0 | 3 | 91 | n/a |
| job-board | Beginner | 0 | 0 | 3 | 92 | n/a |
| job-board | Beginner | 0 | 0 | 1 | 437 | n/a |
| job-board | Intermediate | 0 | 0 | 1 | 437 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 37 | 400 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 5 | 86 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 2 | 429 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 2 | 93 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 7 | 88 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 2 | 92 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 6 | 89 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 4 | 91 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 4 | 432 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 15 | 423 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 3 | 434 | n/a |
| project-management-tool | Beginner | 0 | 0 | 1 | 94 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 1 | 94 | n/a |
| project-management-tool | Beginner | 0 | 0 | 0 | 437 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 4 | 431 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 1 | 94 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 433 | n/a |
| real-estate-website | Advanced | 0 | 0 | 1 | 94 | n/a |
| real-estate-website | Beginner | 0 | 0 | 1 | 94 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 436 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 438 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 2 | 436 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 3 | 92 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 1 | 94 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 3 | 92 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 438 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 3 | 435 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 95 | n/a |
| saas-application | Advanced | 0 | 0 | 12 | 83 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 95 | n/a |
| saas-application | Beginner | 0 | 0 | 1 | 437 | n/a |
| saas-application | Intermediate | 0 | 0 | 4 | 434 | n/a |
| saas-application | Advanced | 0 | 0 | 21 | 416 | n/a |
| social-media-platform | Beginner | 0 | 0 | 2 | 93 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 1 | 91 | n/a |
| url-shortener | Beginner | 0 | 0 | 0 | 94 | n/a |
| url-shortener | Intermediate | 0 | 0 | 0 | 95 | n/a |
| url-shortener | Beginner | 0 | 0 | 5 | 433 | n/a |
| url-shortener | Intermediate | 0 | 0 | 2 | 434 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 19 | 76 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 8 | 87 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 3 | 435 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 2 | 433 | n/a |
