Leading: AWS Amplify (51.1%)
| Metric | Value |
|---|---|
| Kubernetes wins | 85 |
| AWS Amplify wins | 89 |
| Abstains (no tool) | 275 |
| Other tool chosen | 19793 |
| Decisive cases | 174 |
| Kubernetes win rate (unweighted) | 48.9% |
| 95% CI | 41.5% - 56.2% |
| Kubernetes win rate (weighted) | 48.9% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Kubernetes | AWS Amplify | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | Small | 6 | 68 | 33 | 961 | 8% |
| Llama 4 Maverick | Frontier | 47 | 7 | 1 | 1016 | 87% |
| Llama 4 Scout | Small | 13 | 7 | 35 | 1013 | 65% |
| GPT 5.4 | Frontier | 6 | 0 | 0 | 1064 | 100% |
| MiniMax M2.7 | Frontier | 5 | 1 | 8 | 1049 | 83% |
| Claude Haiku 4.5 | Small | 3 | 0 | 1 | 1041 | 100% |
| Claude Opus 4.6 | Frontier | 3 | 0 | 0 | 1068 | 100% |
| Qwen3 Coder Next | Mid | 0 | 3 | 23 | 1043 | 0% |
| GPT 5.4 Mini | Mid | 1 | 0 | 14 | 1048 | 100% |
| Kimi K2.5 | Frontier | 1 | 0 | 22 | 1021 | 100% |
| DeepSeek R1 0528 | Frontier | 0 | 1 | 7 | 1060 | 0% |
| DeepSeek V3.2 | Mid | 0 | 1 | 20 | 1045 | 0% |
| Mistral Small 4 | Mid | 0 | 1 | 9 | 1046 | 0% |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 1070 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 19 | 1049 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 14 | 1057 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 50 | 1021 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 1069 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 18 | 1052 | n/a |
| Prompt | Tier | Kubernetes | AWS Amplify | None | Other | A rate |
|---|---|---|---|---|---|---|
| project-management-tool | Advanced | 29 | 1 | 21 | 346 | 97% |
| social-media-platform | Advanced | 29 | 1 | 8 | 359 | 97% |
| chat-application | Advanced | 11 | 3 | 13 | 371 | 79% |
| multi-tenant-crm | Intermediate | 0 | 13 | 2 | 377 | 0% |
| real-estate-website | Advanced | 0 | 12 | 2 | 383 | 0% |
| saas-application | Intermediate | 0 | 9 | 3 | 387 | 0% |
| social-media-platform | Beginner | 0 | 7 | 8 | 384 | 0% |
| ecommerce-store | Advanced | 5 | 0 | 5 | 388 | 100% |
| ai-revenue-ops-copilot | Intermediate | 0 | 5 | 2 | 383 | 0% |
| online-learning-platform | Intermediate | 0 | 5 | 15 | 379 | 0% |
| url-shortener | Advanced | 4 | 0 | 2 | 392 | 100% |
| job-board | Advanced | 3 | 1 | 3 | 392 | 75% |
| restaurant-reservation-system | Intermediate | 0 | 4 | 0 | 395 | 0% |
| social-media-platform | Intermediate | 2 | 1 | 0 | 395 | 67% |
| weather-dashboard | Advanced | 1 | 2 | 0 | 392 | 33% |
| chat-application | Beginner | 0 | 3 | 0 | 394 | 0% |
| fitness-tracking-app | Beginner | 0 | 3 | 3 | 390 | 0% |
| multi-tenant-crm | Beginner | 0 | 3 | 34 | 361 | 0% |
| real-estate-website | Intermediate | 0 | 3 | 0 | 396 | 0% |
| fitness-tracking-app | Intermediate | 0 | 2 | 1 | 396 | 0% |
| fitness-tracking-app | Advanced | 0 | 2 | 4 | 391 | 0% |
| multi-tenant-crm | Advanced | 1 | 0 | 15 | 383 | 100% |
| ai-revenue-ops-copilot | Advanced | 0 | 1 | 15 | 360 | 0% |
| ai-support-agent-platform | Beginner | 0 | 1 | 6 | 387 | 0% |
| chat-application | Intermediate | 0 | 1 | 4 | 394 | 0% |
| documentation-site | Advanced | 0 | 1 | 0 | 396 | 0% |
| job-board | Beginner | 0 | 1 | 1 | 397 | 0% |
| job-board | Intermediate | 0 | 1 | 1 | 397 | 0% |
| online-learning-platform | Advanced | 0 | 1 | 4 | 392 | 0% |
| online-learning-platform | Beginner | 0 | 1 | 3 | 394 | 0% |
| restaurant-reservation-system | Advanced | 0 | 1 | 3 | 395 | 0% |
| ai-revenue-ops-copilot | Beginner | 0 | 0 | 2 | 390 | n/a |
| ai-support-agent-platform | Intermediate | 0 | 0 | 2 | 396 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 2 | 387 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 6 | 391 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 1 | 396 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 1 | 396 | n/a |
| documentation-site | Intermediate | 0 | 0 | 11 | 387 | n/a |
| documentation-site | Beginner | 0 | 0 | 11 | 388 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 3 | 396 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 18 | 379 | n/a |
| project-management-tool | Beginner | 0 | 0 | 0 | 398 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 4 | 392 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 397 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 1 | 398 | n/a |
| saas-application | Beginner | 0 | 0 | 1 | 398 | n/a |
| saas-application | Advanced | 0 | 0 | 20 | 378 | n/a |
| url-shortener | Beginner | 0 | 0 | 5 | 394 | n/a |
| url-shortener | Intermediate | 0 | 0 | 2 | 395 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 3 | 396 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 2 | 395 | n/a |
