| Metric | Value |
|---|---|
| Teachable wins | 14 |
| Keycloak wins | 68 |
| Abstains (no tool) | 469 |
| Other tool chosen | 25852 |
| Decisive cases | 82 |
| Teachable win rate (unweighted) | 17.1% |
| 95% CI | 10.5% - 26.6% |
| Teachable win rate (weighted) | 17.1% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Teachable | Keycloak | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 0 | 63 | 1310 | n/a |
| DeepSeek Pro 4–4 0813 | Frontier | 1 | 0 | 8 | 303 | 100% |
| DeepSeek R1 | Frontier | 0 | 0 | 17 | 1366 | n/a |
| Devstral | Mid | 1 | 0 | 92 | 1207 | 100% |
| Gemini Flash 2.5–3.8 | Small | 1 | 1 | 105 | 1275 | 50% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 0 | 34 | 1348 | n/a |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 2 | 1383 | n/a |
| GPT 5.4–6 Astra | Frontier | 0 | 12 | 6 | 1361 | 0% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 0 | 7 | 1376 | n/a |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 0 | 18 | 1362 | n/a |
| Haiku | Small | 0 | 0 | 60 | 1301 | n/a |
| Kimi 2.5–3 | Frontier | 0 | 1 | 10 | 1356 | 0% |
| Llama Maverick | Frontier | 0 | 0 | 4 | 1371 | n/a |
| Llama Scout | Small | 0 | 0 | 10 | 1364 | n/a |
| MiMo Pro 2–2.6 | Frontier | 1 | 0 | 17 | 1357 | 100% |
| MiniMax M 2.7–3 | Frontier | 0 | 1 | 7 | 1372 | 0% |
| Mistral Small | Mid | 10 | 0 | 0 | 1354 | 100% |
| Opus 4.6–5.5 | Frontier | 0 | 53 | 3 | 1326 | 0% |
| Qwen Coder | Mid | 0 | 0 | 5 | 1378 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 1 | 1382 | n/a |
| Prompt | Tier | Teachable | Keycloak | None | Other | A rate |
|---|---|---|---|---|---|---|
| online-learning-platform | Beginner | 13 | 0 | 31 | 532 | 100% |
| social-media-platform | Advanced | 0 | 10 | 2 | 158 | 0% |
| chat-application | Advanced | 0 | 9 | 18 | 123 | 0% |
| social-media-platform | Advanced | 0 | 9 | 4 | 563 | 0% |
| job-board | Advanced | 0 | 8 | 1 | 162 | 0% |
| ecommerce-store | Advanced | 0 | 7 | 6 | 139 | 0% |
| real-estate-website | Advanced | 0 | 7 | 0 | 163 | 0% |
| online-learning-platform | Advanced | 0 | 6 | 3 | 143 | 0% |
| online-learning-platform | Advanced | 0 | 6 | 1 | 569 | 0% |
| chat-application | Advanced | 0 | 4 | 2 | 570 | 0% |
| online-learning-platform | Beginner | 1 | 0 | 9 | 160 | 100% |
| ecommerce-store | Advanced | 0 | 1 | 0 | 575 | 0% |
| fitness-tracking-app | Advanced | 0 | 1 | 0 | 170 | 0% |
| ai-support-agent-platform | Intermediate | 0 | 0 | 3 | 572 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 1 | 571 | n/a |
| ai-support-agent-platform | Beginner | 0 | 0 | 9 | 561 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 159 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 576 | n/a |
| chat-application | Beginner | 0 | 0 | 3 | 572 | n/a |
| chat-application | Beginner | 0 | 0 | 8 | 159 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 30 | 121 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 54 | 520 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 26 | 547 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 9 | 159 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 0 | 576 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 575 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 2 | 571 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 152 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 167 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 37 | 90 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 6 | 139 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 3 | 138 | n/a |
| job-board | Beginner | 0 | 0 | 10 | 161 | n/a |
| job-board | Advanced | 0 | 0 | 0 | 575 | n/a |
| job-board | Intermediate | 0 | 0 | 13 | 139 | n/a |
| job-board | Beginner | 0 | 0 | 1 | 571 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 575 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 21 | 144 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 2 | 574 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 41 | 535 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 5 | 145 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 3 | 568 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 4 | 166 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 9 | 143 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 14 | 562 | n/a |
| project-management-tool | Beginner | 0 | 0 | 1 | 573 | n/a |
| project-management-tool | Advanced | 0 | 0 | 8 | 143 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 0 | 151 | n/a |
| project-management-tool | Advanced | 0 | 0 | 2 | 573 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 1 | 571 | n/a |
| project-management-tool | Beginner | 0 | 0 | 3 | 149 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 574 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 576 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 1 | 151 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 574 | n/a |
| real-estate-website | Beginner | 0 | 0 | 15 | 137 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 5 | 147 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 576 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 1 | 170 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 4 | 572 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 9 | 143 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 1 | 575 | n/a |
| saas-application | Advanced | 0 | 0 | 0 | 574 | n/a |
| saas-application | Advanced | 0 | 0 | 15 | 155 | n/a |
| saas-application | Intermediate | 0 | 0 | 2 | 169 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 576 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 576 | n/a |
| saas-application | Beginner | 0 | 0 | 1 | 168 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 576 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 576 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 171 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 3 | 146 | n/a |
