| Metric | Value |
|---|---|
| Drizzle wins | 176 |
| SQLAlchemy wins | 182 |
| Abstains (no tool) | 4130 |
| Other tool chosen | 16780 |
| Decisive cases | 358 |
| Drizzle win rate (unweighted) | 49.2% |
| 95% CI | 44.0% - 54.3% |
| Drizzle win rate (weighted) | 49.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Drizzle | SQLAlchemy | None | Other | A rate |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | Small | 0 | 65 | 118 | 923 | 0% |
| GLM 5 Turbo | Frontier | 60 | 0 | 52 | 707 | 100% |
| Gemini 2.5 Flash | Small | 0 | 30 | 250 | 538 | 0% |
| Llama 4 Scout | Small | 0 | 26 | 274 | 813 | 0% |
| MiniMax M2.7 | Frontier | 13 | 12 | 102 | 684 | 52% |
| Claude Sonnet 4.6 | Frontier | 22 | 2 | 90 | 998 | 92% |
| MiMo V2 Pro | Frontier | 0 | 16 | 193 | 610 | 0% |
| MiniMax M3 | Frontier | 15 | 0 | 2 | 277 | 100% |
| Claude Opus 4.6 | Frontier | 13 | 0 | 71 | 735 | 100% |
| Qwen3 Coder Next | Mid | 13 | 0 | 667 | 424 | 100% |
| Mistral Small 4 | Mid | 12 | 1 | 215 | 866 | 92% |
| Gemini 3.5 Flash | Small | 8 | 0 | 9 | 276 | 100% |
| GPT 5.3 Codex | Frontier | 0 | 8 | 27 | 1078 | 0% |
| Llama 4 Maverick | Frontier | 0 | 8 | 232 | 866 | 0% |
| MiMo V2.5 Pro | Frontier | 2 | 5 | 52 | 235 | 29% |
| DeepSeek V4 Flash | Mid | 3 | 3 | 55 | 223 | 50% |
| DeepSeek V4 Pro | Frontier | 3 | 3 | 48 | 238 | 50% |
| Claude Opus 4.8 | Frontier | 3 | 0 | 1 | 290 | 100% |
| DeepSeek V3.2 | Mid | 3 | 0 | 427 | 388 | 100% |
| Kimi K2.5 | Frontier | 3 | 0 | 76 | 731 | 100% |
| GPT 5.4 Mini | Mid | 2 | 1 | 45 | 1065 | 67% |
| GLM 5.2 | Frontier | 1 | 0 | 5 | 288 | 100% |
| DeepSeek R1 0528 | Frontier | 0 | 1 | 342 | 767 | 0% |
| Kimi K2.7 Code | Frontier | 0 | 1 | 3 | 287 | 0% |
| Devstral 2 2512 | Mid | 0 | 0 | 619 | 410 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 115 | 993 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 17 | 802 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 23 | 268 | n/a |
| Prompt | Tier | Drizzle | SQLAlchemy | None | Other | A rate |
|---|---|---|---|---|---|---|
| url-shortener | Advanced | 8 | 50 | 134 | 343 | 14% |
| ecommerce-store | Advanced | 1 | 49 | 20 | 466 | 2% |
| saas-application | Intermediate | 23 | 0 | 90 | 423 | 100% |
| saas-application | Advanced | 2 | 18 | 40 | 476 | 10% |
| saas-application | Beginner | 19 | 0 | 69 | 449 | 100% |
| online-learning-platform | Advanced | 5 | 12 | 43 | 477 | 29% |
| blog-platform-cms | Advanced | 16 | 0 | 71 | 447 | 100% |
| fitness-tracking-app | Advanced | 7 | 8 | 33 | 486 | 47% |
| blog-platform-cms | Intermediate | 13 | 0 | 162 | 362 | 100% |
| fitness-tracking-app | Intermediate | 12 | 0 | 81 | 443 | 100% |
| full-stack-web-app | Advanced | 0 | 12 | 3 | 91 | 0% |
| multi-tenant-crm | Beginner | 9 | 2 | 98 | 425 | 82% |
| project-management-tool | Beginner | 10 | 0 | 177 | 350 | 100% |
| project-management-tool | Intermediate | 9 | 0 | 152 | 374 | 100% |
| url-shortener | Beginner | 3 | 6 | 145 | 381 | 33% |
| url-shortener | Intermediate | 2 | 6 | 95 | 433 | 25% |
| ecommerce-store | Intermediate | 0 | 7 | 109 | 420 | 0% |
| real-estate-website | Beginner | 6 | 0 | 136 | 395 | 100% |
| fitness-tracking-app | Beginner | 5 | 0 | 315 | 215 | 100% |
| job-board | Advanced | 1 | 3 | 24 | 509 | 25% |
| restaurant-reservation-system | Advanced | 1 | 3 | 23 | 510 | 25% |
| chat-application | Intermediate | 3 | 0 | 176 | 357 | 100% |
| real-estate-website | Advanced | 3 | 0 | 11 | 523 | 100% |
| restaurant-reservation-system | Beginner | 3 | 0 | 93 | 438 | 100% |
| full-stack-web-app | Beginner | 2 | 1 | 24 | 105 | 67% |
| social-media-platform | Advanced | 2 | 1 | 123 | 411 | 67% |
| full-stack-web-app | Intermediate | 0 | 3 | 6 | 125 | 0% |
| blog-platform-cms | Beginner | 2 | 0 | 321 | 214 | 100% |
| chat-application | Beginner | 2 | 0 | 284 | 250 | 100% |
| job-board | Beginner | 1 | 0 | 79 | 457 | 100% |
| multi-tenant-crm | Intermediate | 1 | 0 | 42 | 490 | 100% |
| multi-tenant-crm | Advanced | 1 | 0 | 59 | 477 | 100% |
| online-learning-platform | Beginner | 1 | 0 | 104 | 432 | 100% |
| project-management-tool | Advanced | 1 | 0 | 62 | 473 | 100% |
| real-estate-website | Intermediate | 1 | 0 | 58 | 478 | 100% |
| social-media-platform | Beginner | 1 | 0 | 136 | 398 | 100% |
| restaurant-reservation-system | Intermediate | 0 | 1 | 81 | 454 | 0% |
| chat-application | Advanced | 0 | 0 | 87 | 446 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 191 | 340 | n/a |
| job-board | Intermediate | 0 | 0 | 26 | 510 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 42 | 495 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 105 | 432 | n/a |
