| Metric | Value |
|---|---|
| SQLAlchemy wins | 371 |
| Django wins | 289 |
| Abstains (no tool) | 5572 |
| Other tool chosen | 22865 |
| Decisive cases | 660 |
| SQLAlchemy win rate (unweighted) | 56.2% |
| 95% CI | 52.4% - 60.0% |
| SQLAlchemy win rate (weighted) | 56.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | SQLAlchemy | Django | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 5 | 12 | 633 | 863 | 29% |
| DeepSeek Pro 4–4 0813 | Frontier | 3 | 4 | 48 | 279 | 43% |
| DeepSeek R1 | Frontier | 1 | 8 | 465 | 1046 | 11% |
| Devstral | Mid | 2 | 52 | 841 | 543 | 4% |
| Gemini Flash 2.5–3.8 | Small | 88 | 14 | 390 | 1031 | 86% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 4 | 164 | 1351 | 0% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 1 | 94 | 1430 | 0% |
| GPT 5.4–6 Astra | Frontier | 0 | 7 | 70 | 1444 | 0% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 9 | 15 | 60 | 1440 | 38% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 2 | 4 | 78 | 1438 | 33% |
| Haiku | Small | 87 | 16 | 180 | 1234 | 84% |
| Kimi 2.5–3 | Frontier | 1 | 2 | 108 | 1398 | 33% |
| Llama Maverick | Frontier | 25 | 3 | 275 | 1213 | 89% |
| Llama Scout | Small | 46 | 4 | 330 | 1143 | 92% |
| MiMo Pro 2–2.6 | Frontier | 42 | 10 | 306 | 1160 | 81% |
| MiniMax M 2.7–3 | Frontier | 27 | 3 | 146 | 1340 | 90% |
| Mistral Small | Mid | 18 | 72 | 287 | 1125 | 20% |
| Opus 4.6–5.5 | Frontier | 12 | 45 | 98 | 1370 | 21% |
| Qwen Coder | Mid | 0 | 0 | 896 | 612 | n/a |
| Sonnet 4.6–5.5 | Frontier | 3 | 13 | 103 | 1405 | 19% |
| Prompt | Tier | SQLAlchemy | Django | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Advanced | 53 | 22 | 23 | 477 | 71% |
| full-stack-web-app | Beginner | 2 | 66 | 27 | 57 | 3% |
| url-shortener | Advanced | 54 | 0 | 142 | 378 | 100% |
| full-stack-web-app | Intermediate | 4 | 37 | 7 | 105 | 10% |
| online-learning-platform | Advanced | 22 | 18 | 16 | 96 | 55% |
| url-shortener | Advanced | 37 | 0 | 34 | 81 | 100% |
| online-learning-platform | Advanced | 14 | 16 | 47 | 499 | 47% |
| url-shortener | Intermediate | 20 | 9 | 12 | 110 | 69% |
| full-stack-web-app | Advanced | 14 | 9 | 3 | 96 | 61% |
| blog-platform-cms | Advanced | 0 | 21 | 77 | 475 | 0% |
| restaurant-reservation-system | Advanced | 12 | 8 | 10 | 121 | 60% |
| saas-application | Advanced | 18 | 0 | 42 | 515 | 100% |
| ecommerce-store | Advanced | 12 | 5 | 21 | 114 | 71% |
| blog-platform-cms | Advanced | 7 | 10 | 23 | 128 | 41% |
| online-learning-platform | Intermediate | 1 | 14 | 19 | 118 | 7% |
| ecommerce-store | Intermediate | 2 | 9 | 16 | 142 | 18% |
| chat-application | Advanced | 10 | 0 | 20 | 122 | 100% |
| fitness-tracking-app | Advanced | 10 | 0 | 9 | 152 | 100% |
| url-shortener | Beginner | 10 | 0 | 43 | 99 | 100% |
| url-shortener | Intermediate | 6 | 4 | 104 | 460 | 60% |
| multi-tenant-crm | Intermediate | 2 | 8 | 16 | 125 | 20% |
| job-board | Intermediate | 1 | 8 | 19 | 124 | 11% |
| fitness-tracking-app | Advanced | 8 | 0 | 34 | 531 | 100% |
| ecommerce-store | Intermediate | 7 | 0 | 115 | 453 | 100% |
| job-board | Advanced | 7 | 0 | 10 | 154 | 100% |
| restaurant-reservation-system | Intermediate | 4 | 3 | 19 | 145 | 57% |
| online-learning-platform | Intermediate | 0 | 7 | 46 | 523 | 0% |
| online-learning-platform | Beginner | 0 | 7 | 112 | 457 | 0% |
| url-shortener | Beginner | 6 | 0 | 157 | 411 | 100% |
| restaurant-reservation-system | Beginner | 4 | 0 | 30 | 118 | 100% |
| restaurant-reservation-system | Advanced | 4 | 0 | 25 | 547 | 100% |
| job-board | Beginner | 0 | 4 | 85 | 487 | 0% |
| job-board | Advanced | 3 | 0 | 27 | 546 | 100% |
| multi-tenant-crm | Beginner | 3 | 0 | 32 | 132 | 100% |
| social-media-platform | Advanced | 3 | 0 | 25 | 142 | 100% |
| multi-tenant-crm | Advanced | 2 | 1 | 17 | 150 | 67% |
| multi-tenant-crm | Advanced | 2 | 0 | 61 | 513 | 100% |
| multi-tenant-crm | Beginner | 2 | 0 | 107 | 463 | 100% |
| restaurant-reservation-system | Intermediate | 1 | 1 | 85 | 488 | 50% |
| ecommerce-store | Beginner | 1 | 0 | 66 | 83 | 100% |
| job-board | Beginner | 1 | 0 | 32 | 138 | 100% |
| saas-application | Advanced | 1 | 0 | 20 | 149 | 100% |
| social-media-platform | Advanced | 1 | 0 | 132 | 443 | 100% |
| ecommerce-store | Beginner | 0 | 1 | 207 | 361 | 0% |
| real-estate-website | Intermediate | 0 | 1 | 3 | 148 | 0% |
| blog-platform-cms | Beginner | 0 | 0 | 340 | 236 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 48 | 104 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 177 | 399 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 96 | 72 | n/a |
| chat-application | Intermediate | 0 | 0 | 45 | 125 | n/a |
| chat-application | Advanced | 0 | 0 | 89 | 483 | n/a |
| chat-application | Intermediate | 0 | 0 | 190 | 385 | n/a |
| chat-application | Beginner | 0 | 0 | 300 | 275 | n/a |
| chat-application | Beginner | 0 | 0 | 89 | 78 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 338 | 236 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 87 | 488 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 16 | 136 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 103 | 67 | n/a |
| job-board | Intermediate | 0 | 0 | 30 | 545 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 45 | 526 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 30 | 140 | n/a |
| project-management-tool | Beginner | 0 | 0 | 187 | 389 | n/a |
| project-management-tool | Advanced | 0 | 0 | 15 | 136 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 20 | 132 | n/a |
| project-management-tool | Advanced | 0 | 0 | 66 | 509 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 163 | 410 | n/a |
| project-management-tool | Beginner | 0 | 0 | 27 | 125 | n/a |
| real-estate-website | Beginner | 0 | 0 | 147 | 429 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 62 | 514 | n/a |
| real-estate-website | Advanced | 0 | 0 | 12 | 564 | n/a |
| real-estate-website | Beginner | 0 | 0 | 39 | 113 | n/a |
| real-estate-website | Advanced | 0 | 0 | 3 | 167 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 100 | 473 | n/a |
| saas-application | Intermediate | 0 | 0 | 6 | 165 | n/a |
| saas-application | Beginner | 0 | 0 | 74 | 502 | n/a |
| saas-application | Intermediate | 0 | 0 | 97 | 478 | n/a |
| saas-application | Beginner | 0 | 0 | 18 | 151 | n/a |
| social-media-platform | Beginner | 0 | 0 | 149 | 425 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 115 | 461 | n/a |
| social-media-platform | Beginner | 0 | 0 | 52 | 119 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 20 | 132 | n/a |
