Leading: Cloudflare (52.4%)
| Metric | Value |
|---|---|
| AWS SageMaker wins | 20 |
| Cloudflare wins | 22 |
| Abstains (no tool) | 264 |
| Other tool chosen | 18975 |
| Decisive cases | 42 |
| AWS SageMaker win rate (unweighted) | 47.6% |
| 95% CI | 33.4% - 62.3% |
| AWS SageMaker win rate (weighted) | 47.6% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | AWS SageMaker | Cloudflare | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 12 | 0 | 18 | 987 | 100% |
| GPT 5.4 Mini | Mid | 0 | 11 | 13 | 990 | 0% |
| Llama 4 Scout | Small | 4 | 0 | 34 | 981 | 100% |
| Llama 4 Maverick | Frontier | 3 | 0 | 1 | 1016 | 100% |
| Gemini 2.5 Pro | Frontier | 0 | 3 | 14 | 1003 | 0% |
| GPT 5.3 Codex | Frontier | 0 | 3 | 0 | 1016 | 0% |
| GPT 5.4 | Frontier | 0 | 2 | 0 | 1017 | 0% |
| MiniMax M2.7 | Frontier | 1 | 0 | 8 | 1003 | 100% |
| DeepSeek V3.2 | Mid | 0 | 1 | 18 | 997 | 0% |
| Kimi K2.5 | Frontier | 0 | 1 | 21 | 971 | 0% |
| Mistral Small 4 | Mid | 0 | 1 | 9 | 996 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 1 | 994 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 1020 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 1019 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 7 | 1010 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 32 | 985 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 48 | 972 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 16 | 1003 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 23 | 995 | n/a |
| Prompt | Tier | AWS SageMaker | Cloudflare | None | Other | A rate |
|---|---|---|---|---|---|---|
| url-shortener | Advanced | 0 | 21 | 2 | 356 | 0% |
| ai-revenue-ops-copilot | Advanced | 18 | 0 | 15 | 324 | 100% |
| ai-revenue-ops-copilot | Beginner | 2 | 0 | 2 | 369 | 100% |
| blog-platform-cms | Intermediate | 0 | 1 | 1 | 376 | 0% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 2 | 369 | n/a |
| ai-support-agent-platform | Beginner | 0 | 0 | 6 | 369 | n/a |
| ai-support-agent-platform | Intermediate | 0 | 0 | 2 | 377 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 1 | 371 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 5 | 373 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 1 | 377 | n/a |
| chat-application | Intermediate | 0 | 0 | 4 | 376 | n/a |
| chat-application | Advanced | 0 | 0 | 12 | 368 | n/a |
| chat-application | Beginner | 0 | 0 | 0 | 378 | 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 | Intermediate | 0 | 0 | 3 | 377 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 18 | 360 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 5 | 374 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 379 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 3 | 375 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 4 | 374 | n/a |
| job-board | Beginner | 0 | 0 | 1 | 379 | n/a |
| job-board | Intermediate | 0 | 0 | 1 | 379 | n/a |
| job-board | Advanced | 0 | 0 | 3 | 377 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 31 | 348 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 2 | 371 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 14 | 366 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 3 | 376 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 15 | 365 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 3 | 376 | n/a |
| project-management-tool | Advanced | 0 | 0 | 20 | 359 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 4 | 373 | n/a |
| project-management-tool | Beginner | 0 | 0 | 0 | 379 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 376 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 378 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 380 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 1 | 379 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 380 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 3 | 377 | n/a |
| saas-application | Beginner | 0 | 0 | 1 | 379 | n/a |
| saas-application | Intermediate | 0 | 0 | 3 | 377 | n/a |
| saas-application | Advanced | 0 | 0 | 19 | 360 | n/a |
| social-media-platform | Beginner | 0 | 0 | 8 | 372 | n/a |
| social-media-platform | Advanced | 0 | 0 | 8 | 371 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 379 | n/a |
| url-shortener | Beginner | 0 | 0 | 5 | 375 | n/a |
| url-shortener | Intermediate | 0 | 0 | 2 | 376 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 0 | 377 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 3 | 377 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 2 | 376 | n/a |