Leading: Expo Application Services (51.9%)
| Metric | Value |
|---|---|
| AWS SageMaker wins | 25 |
| Expo Application Services wins | 27 |
| Abstains (no tool) | 319 |
| Other tool chosen | 27583 |
| Decisive cases | 52 |
| AWS SageMaker win rate (unweighted) | 48.1% |
| 95% CI | 35.1% - 61.3% |
| AWS SageMaker win rate (weighted) | 48.1% |
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Verified critics can leave comments here.
| Model | Tier | AWS SageMaker | Expo Application Services | None | Other | A rate |
|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | Frontier | 0 | 24 | 1 | 1439 | 0% |
| Devstral 2 2512 | Mid | 13 | 0 | 25 | 1365 | 100% |
| Llama 4 Scout | Small | 8 | 0 | 45 | 1406 | 100% |
| Llama 4 Maverick | Frontier | 3 | 0 | 1 | 1460 | 100% |
| GPT 5.5 | Frontier | 0 | 2 | 0 | 340 | 0% |
| MiniMax M2.7 | Frontier | 1 | 0 | 8 | 1105 | 100% |
| Gemini 2.5 Flash | Small | 0 | 1 | 33 | 1085 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 1 | 1426 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 1122 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 342 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 9 | 1452 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 21 | 1096 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 6 | 331 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 1 | 340 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 18 | 1444 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 341 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 50 | 1072 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 341 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 1461 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 1121 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 20 | 1434 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 23 | 1071 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 1 | 339 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 20 | 1101 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 2 | 339 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 1 | 340 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 10 | 1434 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 23 | 1436 | n/a |
| Prompt | Tier | AWS SageMaker | Expo Application Services | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 27 | 4 | 500 | 0% |
| ai-revenue-ops-copilot | Advanced | 23 | 0 | 16 | 468 | 100% |
| ai-revenue-ops-copilot | Beginner | 2 | 0 | 2 | 525 | 100% |
| ai-agent-application | Advanced | 0 | 0 | 2 | 117 | n/a |
| ai-agent-application | Beginner | 0 | 0 | 0 | 119 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 118 | n/a |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 2 | 525 | n/a |
| ai-support-agent-platform | Beginner | 0 | 0 | 6 | 525 | n/a |
| ai-support-agent-platform | Intermediate | 0 | 0 | 2 | 534 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 2 | 523 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 6 | 526 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 1 | 533 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 1 | 534 | n/a |
| chat-application | Intermediate | 0 | 0 | 4 | 533 | n/a |
| chat-application | Advanced | 0 | 0 | 16 | 520 | n/a |
| chat-application | Beginner | 0 | 0 | 0 | 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 | Intermediate | 0 | 0 | 3 | 534 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 21 | 514 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 5 | 531 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 536 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 5 | 528 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 1 | 114 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 0 | 119 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 0 | 119 | n/a |
| job-board | Beginner | 0 | 0 | 1 | 536 | n/a |
| job-board | Intermediate | 0 | 0 | 1 | 536 | n/a |
| job-board | Advanced | 0 | 0 | 4 | 532 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 42 | 492 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 2 | 527 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 16 | 521 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 4 | 530 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 15 | 522 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 5 | 531 | n/a |
| project-management-tool | Advanced | 0 | 0 | 22 | 513 | n/a |
| project-management-tool | Beginner | 0 | 0 | 0 | 535 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 4 | 530 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 532 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 535 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 537 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 2 | 535 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 537 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 3 | 534 | n/a |
| saas-application | Beginner | 0 | 0 | 1 | 536 | n/a |
| saas-application | Intermediate | 0 | 0 | 4 | 533 | n/a |
| saas-application | Advanced | 0 | 0 | 25 | 511 | n/a |
| social-media-platform | Beginner | 0 | 0 | 9 | 527 | n/a |
| social-media-platform | Advanced | 0 | 0 | 9 | 525 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 2 | 533 | n/a |
| url-shortener | Beginner | 0 | 0 | 6 | 531 | n/a |
| url-shortener | Advanced | 0 | 0 | 2 | 533 | n/a |
| url-shortener | Intermediate | 0 | 0 | 2 | 533 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 0 | 533 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 3 | 534 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 2 | 532 | n/a |
