| Metric | Value |
|---|---|
| SQLAlchemy wins | 239 |
| TypeORM wins | 1658 |
| Abstains (no tool) | 4252 |
| Other tool chosen | 14642 |
| Decisive cases | 1897 |
| SQLAlchemy win rate (unweighted) | 12.6% |
| 95% CI | 11.2% - 14.2% |
| SQLAlchemy win rate (weighted) | 12.6% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | SQLAlchemy | TypeORM | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Scout | Small | 18 | 823 | 243 | 11 | 2% |
| Llama 4 Maverick | Frontier | 15 | 806 | 212 | 61 | 2% |
| Claude Haiku 4.5 | Small | 67 | 0 | 134 | 893 | 100% |
| Gemini 2.5 Flash | Small | 62 | 0 | 338 | 652 | 100% |
| MiMo V2 Pro | Frontier | 27 | 6 | 242 | 778 | 82% |
| MiniMax M2.7 | Frontier | 20 | 0 | 127 | 898 | 100% |
| DeepSeek R1 0528 | Frontier | 1 | 17 | 336 | 739 | 6% |
| Mistral Small 4 | Mid | 10 | 0 | 206 | 867 | 100% |
| Claude Opus 4.6 | Frontier | 9 | 0 | 89 | 955 | 100% |
| GPT 5.3 Codex | Frontier | 7 | 0 | 27 | 1061 | 100% |
| Devstral 2 2512 | Mid | 0 | 6 | 655 | 434 | 0% |
| DeepSeek V3.2 | Mid | 2 | 0 | 519 | 531 | 100% |
| Claude Sonnet 4.6 | Frontier | 1 | 0 | 82 | 1012 | 100% |
| Claude Opus 4.8 | Frontier | 0 | 0 | 1 | 41 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 10 | 31 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 8 | 34 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 115 | 976 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 1 | 41 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 70 | 983 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 1 | 41 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 24 | 1029 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 42 | 1053 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 3 | 38 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 96 | 946 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 1 | 40 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 10 | 32 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 42 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 660 | 423 | n/a |
| Prompt | Tier | SQLAlchemy | TypeORM | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Advanced | 45 | 47 | 19 | 326 | 49% |
| url-shortener | Advanced | 39 | 36 | 116 | 245 | 52% |
| online-learning-platform | Advanced | 11 | 46 | 43 | 338 | 19% |
| fitness-tracking-app | Advanced | 7 | 47 | 26 | 355 | 13% |
| restaurant-reservation-system | Advanced | 4 | 46 | 22 | 366 | 8% |
| job-board | Advanced | 3 | 47 | 21 | 367 | 6% |
| multi-tenant-crm | Advanced | 1 | 48 | 48 | 341 | 2% |
| multi-tenant-crm | Beginner | 2 | 44 | 89 | 301 | 4% |
| blog-platform-cms | Advanced | 0 | 46 | 52 | 337 | 0% |
| job-board | Beginner | 0 | 46 | 70 | 322 | 0% |
| online-learning-platform | Intermediate | 0 | 46 | 41 | 351 | 0% |
| project-management-tool | Advanced | 0 | 46 | 61 | 330 | 0% |
| real-estate-website | Advanced | 0 | 46 | 9 | 383 | 0% |
| fitness-tracking-app | Intermediate | 0 | 45 | 70 | 322 | 0% |
| job-board | Intermediate | 0 | 45 | 24 | 369 | 0% |
| multi-tenant-crm | Intermediate | 0 | 45 | 36 | 352 | 0% |
| real-estate-website | Intermediate | 0 | 44 | 51 | 343 | 0% |
| online-learning-platform | Beginner | 0 | 43 | 94 | 301 | 0% |
| restaurant-reservation-system | Intermediate | 1 | 40 | 70 | 326 | 2% |
| real-estate-website | Beginner | 0 | 40 | 122 | 276 | 0% |
| social-media-platform | Beginner | 0 | 40 | 118 | 278 | 0% |
| chat-application | Advanced | 0 | 39 | 69 | 328 | 0% |
| saas-application | Beginner | 0 | 39 | 62 | 337 | 0% |
| saas-application | Advanced | 13 | 25 | 37 | 362 | 34% |
| project-management-tool | Intermediate | 0 | 33 | 134 | 268 | 0% |
| url-shortener | Beginner | 5 | 24 | 124 | 283 | 17% |
| social-media-platform | Intermediate | 0 | 29 | 92 | 317 | 0% |
| ecommerce-store | Intermediate | 7 | 21 | 100 | 310 | 25% |
| url-shortener | Intermediate | 6 | 22 | 88 | 320 | 21% |
| url-shortener | Advanced | 20 | 5 | 22 | 48 | 80% |
| restaurant-reservation-system | Beginner | 0 | 25 | 85 | 325 | 0% |
| online-learning-platform | Advanced | 14 | 10 | 10 | 61 | 58% |
| social-media-platform | Advanced | 1 | 22 | 101 | 314 | 4% |
| chat-application | Intermediate | 0 | 23 | 153 | 261 | 0% |
| project-management-tool | Beginner | 0 | 23 | 145 | 270 | 0% |
| url-shortener | Intermediate | 12 | 9 | 9 | 65 | 57% |
| saas-application | Intermediate | 0 | 20 | 81 | 336 | 0% |
| ecommerce-store | Advanced | 9 | 9 | 14 | 63 | 50% |
| blog-platform-cms | Advanced | 5 | 12 | 13 | 65 | 29% |
| chat-application | Advanced | 6 | 10 | 15 | 64 | 38% |
| fitness-tracking-app | Advanced | 5 | 11 | 6 | 73 | 31% |
| restaurant-reservation-system | Advanced | 5 | 11 | 6 | 73 | 31% |
| job-board | Advanced | 4 | 10 | 5 | 76 | 29% |
| social-media-platform | Advanced | 2 | 10 | 12 | 71 | 17% |
| url-shortener | Beginner | 7 | 4 | 28 | 56 | 64% |
| ecommerce-store | Intermediate | 1 | 10 | 9 | 75 | 9% |
| multi-tenant-crm | Advanced | 1 | 10 | 8 | 76 | 9% |
| restaurant-reservation-system | Intermediate | 1 | 10 | 13 | 71 | 9% |
| restaurant-reservation-system | Beginner | 1 | 10 | 20 | 64 | 9% |
| chat-application | Intermediate | 0 | 11 | 27 | 57 | 0% |
| online-learning-platform | Intermediate | 0 | 11 | 14 | 70 | 0% |
| project-management-tool | Intermediate | 0 | 11 | 13 | 71 | 0% |
| saas-application | Advanced | 0 | 11 | 13 | 71 | 0% |
| social-media-platform | Beginner | 0 | 11 | 26 | 58 | 0% |
| blog-platform-cms | Intermediate | 0 | 10 | 139 | 289 | 0% |
| ecommerce-store | Beginner | 0 | 10 | 167 | 254 | 0% |
| fitness-tracking-app | Intermediate | 0 | 10 | 9 | 76 | 0% |
| job-board | Intermediate | 0 | 10 | 11 | 74 | 0% |
| job-board | Beginner | 0 | 10 | 16 | 69 | 0% |
| multi-tenant-crm | Beginner | 0 | 10 | 21 | 64 | 0% |
| multi-tenant-crm | Intermediate | 0 | 10 | 11 | 74 | 0% |
| online-learning-platform | Beginner | 0 | 10 | 20 | 65 | 0% |
| project-management-tool | Beginner | 0 | 10 | 16 | 69 | 0% |
| project-management-tool | Advanced | 0 | 10 | 9 | 75 | 0% |
| real-estate-website | Advanced | 0 | 10 | 3 | 82 | 0% |
| real-estate-website | Beginner | 0 | 10 | 24 | 61 | 0% |
| real-estate-website | Intermediate | 0 | 10 | 1 | 84 | 0% |
| saas-application | Beginner | 0 | 10 | 9 | 76 | 0% |
| social-media-platform | Intermediate | 0 | 10 | 13 | 72 | 0% |
| blog-platform-cms | Beginner | 0 | 7 | 268 | 163 | 0% |
| blog-platform-cms | Intermediate | 0 | 6 | 28 | 61 | 0% |
| saas-application | Intermediate | 0 | 6 | 5 | 84 | 0% |
| ecommerce-store | Beginner | 0 | 5 | 44 | 44 | 0% |
| full-stack-web-app | Advanced | 1 | 2 | 0 | 13 | 33% |
| fitness-tracking-app | Beginner | 0 | 3 | 61 | 31 | 0% |
| chat-application | Beginner | 0 | 2 | 242 | 193 | 0% |
| full-stack-web-app | Intermediate | 0 | 2 | 1 | 17 | 0% |
| blog-platform-cms | Beginner | 0 | 1 | 59 | 34 | 0% |
| chat-application | Beginner | 0 | 0 | 48 | 47 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 267 | 169 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 4 | 14 | n/a |
