| Metric | Value |
|---|---|
| Drizzle wins | 177 |
| SQLAlchemy wins | 185 |
| Abstains (no tool) | 4177 |
| Other tool chosen | 16676 |
| Decisive cases | 362 |
| Drizzle win rate (unweighted) | 48.9% |
| 95% CI | 43.8% - 54.0% |
| Drizzle win rate (weighted) | 48.9% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Drizzle | SQLAlchemy | None | Other | A rate |
|---|---|---|---|---|---|---|
| GLM 5 Turbo | Frontier | 65 | 0 | 54 | 739 | 100% |
| Claude Haiku 4.5 | Small | 0 | 65 | 118 | 921 | 0% |
| Gemini 2.5 Flash | Small | 0 | 32 | 261 | 564 | 0% |
| MiniMax M2.7 | Frontier | 13 | 16 | 106 | 715 | 45% |
| Claude Sonnet 4.6 | Frontier | 22 | 2 | 90 | 995 | 92% |
| Llama 4 Scout | Small | 0 | 24 | 271 | 815 | 0% |
| MiMo V2 Pro | Frontier | 0 | 17 | 203 | 638 | 0% |
| Claude Opus 4.6 | Frontier | 14 | 0 | 75 | 769 | 100% |
| Qwen3 Coder Next | Mid | 14 | 0 | 662 | 425 | 100% |
| Mistral Small 4 | Mid | 13 | 1 | 213 | 864 | 93% |
| MiniMax M3 | Frontier | 11 | 0 | 2 | 239 | 100% |
| GPT 5.3 Codex | Frontier | 0 | 9 | 24 | 1077 | 0% |
| Llama 4 Maverick | Frontier | 0 | 8 | 232 | 864 | 0% |
| Gemini 3.5 Flash | Small | 7 | 0 | 8 | 236 | 100% |
| DeepSeek V4 Flash | Mid | 3 | 3 | 50 | 188 | 50% |
| DeepSeek V4 Pro | Frontier | 3 | 3 | 46 | 199 | 50% |
| MiMo V2.5 Pro | Frontier | 2 | 4 | 42 | 204 | 33% |
| DeepSeek V3.2 | Mid | 3 | 0 | 448 | 406 | 100% |
| Kimi K2.5 | Frontier | 3 | 0 | 84 | 760 | 100% |
| Claude Opus 4.8 | Frontier | 2 | 0 | 1 | 249 | 100% |
| GLM 5.2 | Frontier | 1 | 0 | 4 | 247 | 100% |
| GPT 5.4 Mini | Mid | 1 | 0 | 44 | 1065 | 100% |
| DeepSeek R1 0528 | Frontier | 0 | 1 | 341 | 766 | 0% |
| Devstral 2 2512 | Mid | 0 | 0 | 645 | 423 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 114 | 991 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 18 | 840 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 18 | 231 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 3 | 246 | n/a |
| Prompt | Tier | Drizzle | SQLAlchemy | None | Other | A rate |
|---|---|---|---|---|---|---|
| url-shortener | Advanced | 7 | 51 | 135 | 342 | 12% |
| ecommerce-store | Advanced | 1 | 50 | 21 | 464 | 2% |
| saas-application | Intermediate | 22 | 0 | 93 | 421 | 100% |
| saas-application | Beginner | 21 | 0 | 72 | 444 | 100% |
| online-learning-platform | Advanced | 5 | 14 | 45 | 473 | 26% |
| saas-application | Advanced | 2 | 17 | 40 | 477 | 11% |
| blog-platform-cms | Advanced | 15 | 0 | 69 | 450 | 100% |
| fitness-tracking-app | Advanced | 7 | 8 | 33 | 486 | 47% |
| blog-platform-cms | Intermediate | 13 | 0 | 163 | 361 | 100% |
| fitness-tracking-app | Intermediate | 12 | 0 | 83 | 441 | 100% |
| multi-tenant-crm | Beginner | 10 | 2 | 101 | 422 | 83% |
| project-management-tool | Beginner | 11 | 0 | 175 | 351 | 100% |
| full-stack-web-app | Advanced | 0 | 10 | 3 | 79 | 0% |
| project-management-tool | Intermediate | 8 | 0 | 154 | 372 | 100% |
| url-shortener | Beginner | 2 | 6 | 145 | 382 | 25% |
| url-shortener | Intermediate | 2 | 6 | 99 | 428 | 25% |
| ecommerce-store | Intermediate | 0 | 7 | 112 | 417 | 0% |
| fitness-tracking-app | Beginner | 6 | 0 | 320 | 209 | 100% |
| real-estate-website | Beginner | 6 | 0 | 138 | 393 | 100% |
| restaurant-reservation-system | Beginner | 5 | 0 | 95 | 434 | 100% |
| restaurant-reservation-system | Advanced | 1 | 4 | 24 | 508 | 20% |
| job-board | Advanced | 1 | 3 | 26 | 507 | 25% |
| chat-application | Intermediate | 3 | 0 | 178 | 355 | 100% |
| real-estate-website | Advanced | 3 | 0 | 11 | 523 | 100% |
| full-stack-web-app | Beginner | 2 | 1 | 20 | 90 | 67% |
| social-media-platform | Advanced | 2 | 1 | 125 | 409 | 67% |
| full-stack-web-app | Intermediate | 0 | 3 | 6 | 107 | 0% |
| blog-platform-cms | Beginner | 2 | 0 | 322 | 213 | 100% |
| chat-application | Beginner | 2 | 0 | 282 | 252 | 100% |
| multi-tenant-crm | Advanced | 1 | 1 | 58 | 477 | 50% |
| job-board | Beginner | 1 | 0 | 80 | 456 | 100% |
| multi-tenant-crm | Intermediate | 1 | 0 | 43 | 488 | 100% |
| project-management-tool | Advanced | 1 | 0 | 65 | 470 | 100% |
| real-estate-website | Intermediate | 1 | 0 | 58 | 478 | 100% |
| social-media-platform | Beginner | 1 | 0 | 139 | 395 | 100% |
| restaurant-reservation-system | Intermediate | 0 | 1 | 81 | 454 | 0% |
| chat-application | Advanced | 0 | 0 | 86 | 448 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 193 | 337 | n/a |
| job-board | Intermediate | 0 | 0 | 27 | 509 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 43 | 494 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 107 | 430 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 107 | 430 | n/a |
