| Metric | Value |
|---|---|
| SQLAlchemy wins | 129 |
| TypeORM wins | 1138 |
| Abstains (no tool) | 3106 |
| Other tool chosen | 10406 |
| Decisive cases | 1267 |
| SQLAlchemy win rate (unweighted) | 10.2% |
| 95% CI | 8.6% - 12.0% |
| SQLAlchemy win rate (weighted) | 10.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | SQLAlchemy | TypeORM | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Scout | Small | 12 | 567 | 192 | 9 | 2% |
| Llama 4 Maverick | Frontier | 3 | 559 | 169 | 49 | 1% |
| Claude Haiku 4.5 | Small | 47 | 0 | 87 | 646 | 100% |
| Gemini 2.5 Flash | Small | 28 | 0 | 236 | 515 | 100% |
| MiMo V2 Pro | Frontier | 16 | 5 | 179 | 580 | 76% |
| MiniMax M2.7 | Frontier | 16 | 0 | 98 | 658 | 100% |
| DeepSeek R1 0528 | Frontier | 1 | 7 | 243 | 528 | 13% |
| GPT 5.3 Codex | Frontier | 6 | 0 | 16 | 758 | 100% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 69 | 711 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 71 | 709 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 409 | 370 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 481 | 299 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 74 | 704 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 49 | 731 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 16 | 764 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 29 | 751 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 76 | 694 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 147 | 624 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 465 | 306 | n/a |
| Prompt | Tier | SQLAlchemy | TypeORM | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Advanced | 40 | 41 | 17 | 281 | 49% |
| url-shortener | Advanced | 34 | 32 | 105 | 208 | 52% |
| online-learning-platform | Advanced | 9 | 40 | 39 | 292 | 18% |
| fitness-tracking-app | Advanced | 7 | 42 | 21 | 308 | 14% |
| job-board | Advanced | 3 | 41 | 18 | 318 | 7% |
| restaurant-reservation-system | Advanced | 3 | 41 | 20 | 316 | 7% |
| multi-tenant-crm | Advanced | 1 | 42 | 42 | 295 | 2% |
| multi-tenant-crm | Beginner | 2 | 38 | 74 | 264 | 5% |
| blog-platform-cms | Advanced | 0 | 40 | 45 | 294 | 0% |
| job-board | Beginner | 0 | 40 | 61 | 279 | 0% |
| online-learning-platform | Intermediate | 0 | 40 | 36 | 304 | 0% |
| project-management-tool | Advanced | 0 | 40 | 57 | 282 | 0% |
| real-estate-website | Advanced | 0 | 40 | 7 | 333 | 0% |
| fitness-tracking-app | Intermediate | 0 | 39 | 60 | 280 | 0% |
| job-board | Intermediate | 0 | 39 | 21 | 320 | 0% |
| multi-tenant-crm | Intermediate | 0 | 39 | 32 | 304 | 0% |
| real-estate-website | Intermediate | 0 | 39 | 43 | 298 | 0% |
| online-learning-platform | Beginner | 0 | 37 | 83 | 260 | 0% |
| restaurant-reservation-system | Intermediate | 1 | 35 | 62 | 281 | 3% |
| real-estate-website | Beginner | 0 | 36 | 108 | 236 | 0% |
| social-media-platform | Beginner | 0 | 36 | 101 | 241 | 0% |
| saas-application | Advanced | 12 | 21 | 31 | 315 | 36% |
| chat-application | Advanced | 0 | 33 | 58 | 287 | 0% |
| saas-application | Beginner | 0 | 33 | 54 | 293 | 0% |
| project-management-tool | Intermediate | 0 | 28 | 117 | 232 | 0% |
| url-shortener | Beginner | 5 | 22 | 107 | 244 | 19% |
| url-shortener | Intermediate | 5 | 20 | 77 | 276 | 20% |
| social-media-platform | Intermediate | 0 | 25 | 79 | 276 | 0% |
| ecommerce-store | Intermediate | 6 | 18 | 89 | 267 | 25% |
| restaurant-reservation-system | Beginner | 0 | 22 | 75 | 280 | 0% |
| social-media-platform | Advanced | 1 | 19 | 87 | 273 | 5% |
| chat-application | Intermediate | 0 | 20 | 136 | 223 | 0% |
| project-management-tool | Beginner | 0 | 18 | 132 | 230 | 0% |
| saas-application | Intermediate | 0 | 17 | 70 | 292 | 0% |
| blog-platform-cms | Intermediate | 0 | 10 | 119 | 251 | 0% |
| ecommerce-store | Beginner | 0 | 7 | 145 | 222 | 0% |
| blog-platform-cms | Beginner | 0 | 6 | 233 | 141 | 0% |
| chat-application | Beginner | 0 | 2 | 211 | 166 | 0% |
| fitness-tracking-app | Beginner | 0 | 0 | 234 | 144 | n/a |
