| Metric | Value |
|---|---|
| AWS Cognito wins | 17 |
| Memberstack wins | 17 |
| Abstains (no tool) | 164 |
| Other tool chosen | 13450 |
| Decisive cases | 34 |
| AWS Cognito win rate (unweighted) | 50.0% |
| 95% CI | 34.1% - 65.9% |
| AWS Cognito win rate (weighted) | 50.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | AWS Cognito | Memberstack | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 0 | 17 | 29 | 672 | 0% |
| Gemini 2.5 Flash | Small | 14 | 0 | 52 | 654 | 100% |
| DeepSeek V3.2 | Mid | 1 | 0 | 35 | 683 | 100% |
| GPT 5.3 Codex | Frontier | 1 | 0 | 1 | 718 | 100% |
| GPT 5.4 Mini | Mid | 1 | 0 | 6 | 712 | 100% |
| Claude Haiku 4.5 | Small | 0 | 0 | 0 | 715 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 720 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 720 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 4 | 715 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 17 | 703 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 1 | 719 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 1 | 719 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 7 | 699 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 3 | 717 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 0 | 720 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 4 | 716 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 3 | 716 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 0 | 713 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 1 | 719 | n/a |
| Prompt | Tier | AWS Cognito | Memberstack | None | Other | A rate |
|---|---|---|---|---|---|---|
| job-board | Beginner | 0 | 13 | 1 | 362 | 0% |
| real-estate-website | Advanced | 12 | 0 | 1 | 367 | 100% |
| real-estate-website | Beginner | 0 | 4 | 2 | 374 | 0% |
| social-media-platform | Advanced | 3 | 0 | 3 | 374 | 100% |
| fitness-tracking-app | Advanced | 1 | 0 | 1 | 376 | 100% |
| online-learning-platform | Advanced | 1 | 0 | 0 | 379 | 100% |
| ai-support-agent-platform | Beginner | 0 | 0 | 8 | 368 | n/a |
| ai-support-agent-platform | Intermediate | 0 | 0 | 3 | 376 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 0 | 377 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 380 | n/a |
| chat-application | Advanced | 0 | 0 | 2 | 378 | n/a |
| chat-application | Beginner | 0 | 0 | 3 | 376 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 22 | 357 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 41 | 337 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 0 | 380 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 379 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 0 | 380 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 380 | n/a |
| job-board | Advanced | 0 | 0 | 0 | 379 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 30 | 350 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 1 | 379 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 3 | 372 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 14 | 366 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 20 | 360 | n/a |
| project-management-tool | Advanced | 0 | 0 | 2 | 377 | n/a |
| project-management-tool | Beginner | 0 | 0 | 1 | 378 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 1 | 375 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 380 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 3 | 377 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 380 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 1 | 379 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 380 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 380 | n/a |
| saas-application | Advanced | 0 | 0 | 0 | 378 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 380 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 380 | n/a |