| Metric | Value |
|---|---|
| SQLAlchemy wins | 182 |
| TypeORM wins | 1628 |
| Abstains (no tool) | 4130 |
| Other tool chosen | 15328 |
| Decisive cases | 1810 |
| SQLAlchemy win rate (unweighted) | 10.1% |
| 95% CI | 8.8% - 11.5% |
| SQLAlchemy win rate (weighted) | 10.1% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | SQLAlchemy | TypeORM | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Scout | Small | 26 | 797 | 274 | 16 | 3% |
| Llama 4 Maverick | Frontier | 8 | 803 | 232 | 63 | 1% |
| Claude Haiku 4.5 | Small | 65 | 0 | 118 | 923 | 100% |
| Gemini 2.5 Flash | Small | 30 | 0 | 250 | 538 | 100% |
| MiMo V2 Pro | Frontier | 16 | 4 | 193 | 606 | 80% |
| DeepSeek R1 0528 | Frontier | 1 | 16 | 342 | 751 | 6% |
| MiniMax M2.7 | Frontier | 12 | 0 | 102 | 697 | 100% |
| GPT 5.3 Codex | Frontier | 8 | 0 | 27 | 1078 | 100% |
| MiMo V2.5 Pro | Frontier | 5 | 3 | 52 | 234 | 63% |
| Qwen3 Coder Next | Mid | 0 | 4 | 667 | 433 | 0% |
| DeepSeek V4 Flash | Mid | 3 | 0 | 55 | 226 | 100% |
| DeepSeek V4 Pro | Frontier | 3 | 0 | 48 | 241 | 100% |
| Claude Sonnet 4.6 | Frontier | 2 | 0 | 90 | 1020 | 100% |
| GPT 5.4 Mini | Mid | 1 | 0 | 45 | 1067 | 100% |
| Kimi K2.7 Code | Frontier | 1 | 0 | 3 | 287 | 100% |
| Mistral Small 4 | Mid | 1 | 0 | 215 | 878 | 100% |
| Devstral 2 2512 | Mid | 0 | 1 | 619 | 409 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 71 | 748 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 1 | 293 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 427 | 391 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 115 | 993 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 9 | 284 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 52 | 767 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 5 | 289 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 17 | 802 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 23 | 268 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 76 | 734 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 2 | 292 | n/a |
| Prompt | Tier | SQLAlchemy | TypeORM | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Advanced | 49 | 57 | 20 | 410 | 46% |
| url-shortener | Advanced | 50 | 42 | 134 | 309 | 54% |
| online-learning-platform | Advanced | 12 | 56 | 43 | 426 | 18% |
| fitness-tracking-app | Advanced | 8 | 59 | 33 | 434 | 12% |
| restaurant-reservation-system | Advanced | 3 | 57 | 23 | 454 | 5% |
| multi-tenant-crm | Advanced | 0 | 59 | 59 | 419 | 0% |
| job-board | Advanced | 3 | 55 | 24 | 455 | 5% |
| real-estate-website | Advanced | 0 | 58 | 11 | 468 | 0% |
| multi-tenant-crm | Beginner | 2 | 55 | 98 | 379 | 4% |
| blog-platform-cms | Advanced | 0 | 56 | 71 | 407 | 0% |
| job-board | Beginner | 0 | 56 | 79 | 402 | 0% |
| online-learning-platform | Intermediate | 0 | 56 | 42 | 439 | 0% |
| job-board | Intermediate | 0 | 55 | 26 | 455 | 0% |
| multi-tenant-crm | Intermediate | 0 | 55 | 42 | 436 | 0% |
| project-management-tool | Advanced | 0 | 55 | 62 | 419 | 0% |
| real-estate-website | Intermediate | 0 | 54 | 58 | 425 | 0% |
| fitness-tracking-app | Intermediate | 0 | 53 | 81 | 402 | 0% |
| online-learning-platform | Beginner | 0 | 53 | 104 | 380 | 0% |
| restaurant-reservation-system | Intermediate | 1 | 50 | 81 | 404 | 2% |
| saas-application | Advanced | 18 | 31 | 40 | 447 | 37% |
| social-media-platform | Beginner | 0 | 49 | 136 | 350 | 0% |
| real-estate-website | Beginner | 0 | 48 | 136 | 353 | 0% |
| saas-application | Beginner | 0 | 47 | 69 | 421 | 0% |
| chat-application | Advanced | 0 | 46 | 87 | 400 | 0% |
| project-management-tool | Intermediate | 0 | 42 | 152 | 341 | 0% |
| url-shortener | Intermediate | 6 | 31 | 95 | 404 | 16% |
| social-media-platform | Intermediate | 0 | 37 | 105 | 395 | 0% |
| ecommerce-store | Intermediate | 7 | 28 | 109 | 392 | 20% |
| url-shortener | Beginner | 6 | 28 | 145 | 356 | 18% |
| restaurant-reservation-system | Beginner | 0 | 33 | 93 | 408 | 0% |
| chat-application | Intermediate | 0 | 28 | 176 | 332 | 0% |
| social-media-platform | Advanced | 1 | 26 | 123 | 387 | 4% |
| project-management-tool | Beginner | 0 | 26 | 177 | 334 | 0% |
| saas-application | Intermediate | 0 | 26 | 90 | 420 | 0% |
| full-stack-web-app | Intermediate | 3 | 16 | 6 | 109 | 16% |
| full-stack-web-app | Advanced | 12 | 3 | 3 | 88 | 80% |
| ecommerce-store | Beginner | 0 | 14 | 191 | 326 | 0% |
| blog-platform-cms | Intermediate | 0 | 12 | 162 | 363 | 0% |
| blog-platform-cms | Beginner | 0 | 7 | 321 | 209 | 0% |
| full-stack-web-app | Beginner | 1 | 5 | 24 | 102 | 17% |
| chat-application | Beginner | 0 | 4 | 284 | 248 | 0% |
| fitness-tracking-app | Beginner | 0 | 0 | 315 | 220 | n/a |
