| Metric | Value |
|---|---|
| Memberstack wins | 18 |
| Keycloak wins | 20 |
| Abstains (no tool) | 172 |
| Other tool chosen | 14122 |
| Decisive cases | 38 |
| Memberstack win rate (unweighted) | 47.4% |
| 95% CI | 32.5% - 62.7% |
| Memberstack win rate (weighted) | 47.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Memberstack | Keycloak | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 18 | 0 | 31 | 705 | 100% |
| Claude Opus 4.6 | Frontier | 0 | 13 | 0 | 743 | 0% |
| GPT 5.4 | Frontier | 0 | 7 | 2 | 747 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 0 | 751 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 756 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 4 | 751 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 38 | 717 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 53 | 703 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 17 | 739 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 1 | 755 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 1 | 755 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 6 | 749 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 7 | 735 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 3 | 753 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 0 | 756 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 5 | 751 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 3 | 752 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 0 | 749 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 1 | 755 | n/a |
| Prompt | Tier | Memberstack | Keycloak | None | Other | A rate |
|---|---|---|---|---|---|---|
| job-board | Beginner | 14 | 0 | 1 | 380 | 100% |
| social-media-platform | Advanced | 0 | 9 | 3 | 387 | 0% |
| online-learning-platform | Advanced | 0 | 6 | 1 | 392 | 0% |
| real-estate-website | Beginner | 4 | 0 | 2 | 393 | 100% |
| chat-application | Advanced | 0 | 4 | 2 | 393 | 0% |
| ecommerce-store | Advanced | 0 | 1 | 0 | 398 | 0% |
| ai-support-agent-platform | Beginner | 0 | 0 | 8 | 387 | n/a |
| ai-support-agent-platform | Intermediate | 0 | 0 | 3 | 395 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 0 | 396 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 399 | n/a |
| chat-application | Beginner | 0 | 0 | 3 | 395 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 22 | 376 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 43 | 354 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 1 | 396 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 398 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 0 | 399 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 399 | n/a |
| job-board | Advanced | 0 | 0 | 0 | 398 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 33 | 366 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 1 | 398 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 3 | 391 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 14 | 385 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 21 | 378 | n/a |
| project-management-tool | Advanced | 0 | 0 | 2 | 396 | n/a |
| project-management-tool | Beginner | 0 | 0 | 1 | 397 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 1 | 394 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 399 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 397 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 3 | 396 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 399 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 1 | 398 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 399 | n/a |
| saas-application | Advanced | 0 | 0 | 0 | 397 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 399 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 399 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 399 | n/a |