| Metric | Value |
|---|---|
| SQLAlchemy wins | 185 |
| TypeORM wins | 1622 |
| Abstains (no tool) | 4177 |
| Other tool chosen | 15231 |
| Decisive cases | 1807 |
| SQLAlchemy win rate (unweighted) | 10.2% |
| 95% CI | 8.9% - 11.7% |
| 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 | 24 | 798 | 271 | 17 | 3% |
| Llama 4 Maverick | Frontier | 8 | 799 | 232 | 65 | 1% |
| Claude Haiku 4.5 | Small | 65 | 0 | 118 | 921 | 100% |
| Gemini 2.5 Flash | Small | 32 | 0 | 261 | 564 | 100% |
| MiMo V2 Pro | Frontier | 17 | 5 | 203 | 633 | 77% |
| MiniMax M2.7 | Frontier | 16 | 0 | 106 | 728 | 100% |
| DeepSeek R1 0528 | Frontier | 1 | 13 | 341 | 753 | 7% |
| GPT 5.3 Codex | Frontier | 9 | 0 | 24 | 1077 | 100% |
| MiMo V2.5 Pro | Frontier | 4 | 3 | 42 | 203 | 57% |
| DeepSeek V4 Flash | Mid | 3 | 0 | 50 | 191 | 100% |
| DeepSeek V4 Pro | Frontier | 3 | 0 | 46 | 202 | 100% |
| Qwen3 Coder Next | Mid | 0 | 3 | 662 | 436 | 0% |
| Claude Sonnet 4.6 | Frontier | 2 | 0 | 90 | 1017 | 100% |
| Mistral Small 4 | Mid | 1 | 0 | 213 | 877 | 100% |
| Devstral 2 2512 | Mid | 0 | 1 | 645 | 422 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 75 | 783 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 1 | 251 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 448 | 409 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 114 | 991 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 8 | 243 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 54 | 804 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 4 | 248 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 18 | 840 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 44 | 1066 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 18 | 231 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 84 | 763 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 3 | 246 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 2 | 250 | n/a |
| Prompt | Tier | SQLAlchemy | TypeORM | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Advanced | 50 | 57 | 21 | 408 | 47% |
| url-shortener | Advanced | 51 | 43 | 135 | 306 | 54% |
| online-learning-platform | Advanced | 14 | 56 | 45 | 422 | 20% |
| fitness-tracking-app | Advanced | 8 | 58 | 33 | 435 | 12% |
| restaurant-reservation-system | Advanced | 4 | 57 | 24 | 452 | 7% |
| multi-tenant-crm | Advanced | 1 | 59 | 58 | 419 | 2% |
| job-board | Advanced | 3 | 56 | 26 | 452 | 5% |
| real-estate-website | Advanced | 0 | 58 | 11 | 468 | 0% |
| multi-tenant-crm | Beginner | 2 | 54 | 101 | 378 | 4% |
| blog-platform-cms | Advanced | 0 | 56 | 69 | 409 | 0% |
| job-board | Beginner | 0 | 56 | 80 | 401 | 0% |
| online-learning-platform | Intermediate | 0 | 56 | 43 | 438 | 0% |
| project-management-tool | Advanced | 0 | 56 | 65 | 415 | 0% |
| job-board | Intermediate | 0 | 55 | 27 | 454 | 0% |
| multi-tenant-crm | Intermediate | 0 | 55 | 43 | 434 | 0% |
| real-estate-website | Intermediate | 0 | 54 | 58 | 425 | 0% |
| fitness-tracking-app | Intermediate | 0 | 53 | 83 | 400 | 0% |
| online-learning-platform | Beginner | 0 | 53 | 107 | 377 | 0% |
| restaurant-reservation-system | Intermediate | 1 | 50 | 81 | 404 | 2% |
| social-media-platform | Beginner | 0 | 49 | 139 | 347 | 0% |
| saas-application | Advanced | 17 | 31 | 40 | 448 | 35% |
| real-estate-website | Beginner | 0 | 47 | 138 | 352 | 0% |
| saas-application | Beginner | 0 | 47 | 72 | 418 | 0% |
| chat-application | Advanced | 0 | 46 | 86 | 402 | 0% |
| project-management-tool | Intermediate | 0 | 42 | 154 | 338 | 0% |
| social-media-platform | Intermediate | 0 | 36 | 107 | 394 | 0% |
| ecommerce-store | Intermediate | 7 | 28 | 112 | 389 | 20% |
| url-shortener | Beginner | 6 | 29 | 145 | 355 | 17% |
| url-shortener | Intermediate | 6 | 29 | 99 | 401 | 17% |
| restaurant-reservation-system | Beginner | 0 | 32 | 95 | 407 | 0% |
| chat-application | Intermediate | 0 | 28 | 178 | 330 | 0% |
| project-management-tool | Beginner | 0 | 28 | 175 | 334 | 0% |
| social-media-platform | Advanced | 1 | 26 | 125 | 385 | 4% |
| saas-application | Intermediate | 0 | 25 | 93 | 418 | 0% |
| full-stack-web-app | Intermediate | 3 | 12 | 6 | 95 | 20% |
| ecommerce-store | Beginner | 0 | 14 | 193 | 323 | 0% |
| full-stack-web-app | Advanced | 10 | 3 | 3 | 76 | 77% |
| blog-platform-cms | Intermediate | 0 | 12 | 163 | 362 | 0% |
| blog-platform-cms | Beginner | 0 | 8 | 322 | 207 | 0% |
| full-stack-web-app | Beginner | 1 | 4 | 20 | 88 | 20% |
| chat-application | Beginner | 0 | 4 | 282 | 250 | 0% |
| fitness-tracking-app | Beginner | 0 | 0 | 320 | 215 | n/a |
