Leading: Firestore (62.3%)
| Metric | Value |
|---|---|
| Amazon Aurora PostgreSQL wins | 528 |
| Firestore wins | 872 |
| Abstains (no tool) | 1009 |
| Other tool chosen | 31574 |
| Decisive cases | 1400 |
| Amazon Aurora PostgreSQL win rate (unweighted) | 37.7% |
| 95% CI | 35.2% - 40.3% |
| Amazon Aurora PostgreSQL win rate (weighted) | 37.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Amazon Aurora PostgreSQL | Firestore | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 4 | 7 | 111 | 1644 | 36% |
| DeepSeek Pro 4–4 0813 | Frontier | 1 | 9 | 11 | 437 | 10% |
| DeepSeek R1 | Frontier | 14 | 85 | 61 | 1615 | 14% |
| Devstral | Mid | 2 | 274 | 198 | 1203 | 1% |
| Gemini Flash 2.5–3.8 | Small | 7 | 51 | 107 | 1607 | 12% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 9 | 15 | 82 | 1672 | 38% |
| GLM 5 Turbo–5.3 | Frontier | 9 | 0 | 55 | 1716 | 100% |
| GPT 5.4–6 Astra | Frontier | 77 | 7 | 25 | 1669 | 92% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 273 | 11 | 14 | 1479 | 96% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 21 | 16 | 20 | 1717 | 57% |
| Haiku | Small | 0 | 28 | 14 | 1724 | 0% |
| Kimi 2.5–3 | Frontier | 31 | 0 | 37 | 1681 | 100% |
| Llama Maverick | Frontier | 46 | 3 | 121 | 1599 | 94% |
| Llama Scout | Small | 12 | 34 | 30 | 1694 | 26% |
| MiMo Pro 2–2.6 | Frontier | 8 | 110 | 37 | 1613 | 7% |
| MiniMax M 2.7–3 | Frontier | 1 | 34 | 33 | 1703 | 3% |
| Mistral Small | Mid | 6 | 103 | 5 | 1625 | 6% |
| Opus 4.6–5.5 | Frontier | 0 | 23 | 33 | 1716 | 0% |
| Qwen Coder | Mid | 6 | 46 | 14 | 1702 | 12% |
| Sonnet 4.6–5.5 | Frontier | 1 | 16 | 1 | 1758 | 6% |
| Prompt | Tier | Amazon Aurora PostgreSQL | Firestore | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 141 | 0 | 455 | 0% |
| social-media-platform | Advanced | 89 | 29 | 6 | 467 | 75% |
| multi-tenant-crm | Advanced | 89 | 0 | 3 | 499 | 100% |
| chat-application | Beginner | 0 | 84 | 17 | 489 | 0% |
| fitness-tracking-app | Advanced | 45 | 33 | 2 | 509 | 58% |
| social-media-platform | Intermediate | 9 | 54 | 0 | 520 | 14% |
| social-media-platform | Beginner | 1 | 59 | 0 | 535 | 2% |
| chat-application | Advanced | 38 | 16 | 1 | 541 | 70% |
| chat-application | Intermediate | 0 | 46 | 3 | 547 | 0% |
| url-shortener | Advanced | 36 | 5 | 0 | 553 | 88% |
| project-management-tool | Beginner | 0 | 41 | 0 | 553 | 0% |
| fitness-tracking-app | Beginner | 0 | 39 | 1 | 130 | 0% |
| project-management-tool | Advanced | 17 | 20 | 2 | 556 | 46% |
| fitness-tracking-app | Intermediate | 0 | 36 | 0 | 560 | 0% |
| ecommerce-store | Advanced | 34 | 0 | 1 | 561 | 100% |
| project-management-tool | Intermediate | 0 | 33 | 1 | 558 | 0% |
| online-learning-platform | Advanced | 27 | 0 | 3 | 566 | 100% |
| real-estate-website | Beginner | 0 | 25 | 10 | 560 | 0% |
| real-estate-website | Intermediate | 0 | 25 | 0 | 570 | 0% |
| saas-application | Advanced | 24 | 0 | 3 | 563 | 100% |
| restaurant-reservation-system | Intermediate | 0 | 24 | 1 | 570 | 0% |
| restaurant-reservation-system | Advanced | 20 | 3 | 2 | 571 | 87% |
| ai-revenue-ops-copilot | Advanced | 21 | 0 | 6 | 548 | 100% |
| chat-application | Beginner | 0 | 21 | 3 | 143 | 0% |
| social-media-platform | Beginner | 0 | 21 | 2 | 148 | 0% |
| real-estate-website | Advanced | 18 | 0 | 2 | 573 | 100% |
| ai-support-agent-platform | Advanced | 8 | 10 | 3 | 563 | 44% |
| chat-application | Intermediate | 0 | 18 | 0 | 152 | 0% |
| social-media-platform | Advanced | 13 | 0 | 9 | 148 | 100% |
| job-board | Advanced | 12 | 0 | 1 | 578 | 100% |
| social-media-platform | Intermediate | 2 | 9 | 3 | 138 | 18% |
| job-board | Beginner | 0 | 11 | 9 | 151 | 0% |
| restaurant-reservation-system | Beginner | 0 | 10 | 0 | 142 | 0% |
| ai-revenue-ops-copilot | Beginner | 5 | 4 | 0 | 573 | 56% |
| url-shortener | Intermediate | 0 | 9 | 0 | 586 | 0% |
| fitness-tracking-app | Intermediate | 0 | 7 | 0 | 145 | 0% |
| project-management-tool | Intermediate | 0 | 6 | 0 | 146 | 0% |
| fitness-tracking-app | Advanced | 5 | 0 | 0 | 166 | 100% |
| restaurant-reservation-system | Beginner | 0 | 5 | 2 | 589 | 0% |
| ai-support-agent-platform | Beginner | 2 | 2 | 21 | 563 | 50% |
| project-management-tool | Beginner | 0 | 4 | 6 | 142 | 0% |
| real-estate-website | Beginner | 0 | 4 | 14 | 134 | 0% |
| url-shortener | Beginner | 0 | 4 | 13 | 579 | 0% |
| multi-tenant-crm | Advanced | 3 | 0 | 5 | 162 | 100% |
| job-board | Intermediate | 0 | 3 | 0 | 593 | 0% |
| online-learning-platform | Beginner | 0 | 3 | 35 | 556 | 0% |
| restaurant-reservation-system | Intermediate | 0 | 3 | 0 | 168 | 0% |
| ai-agent-application | Advanced | 2 | 0 | 4 | 170 | 100% |
| blog-platform-cms | Advanced | 2 | 0 | 1 | 590 | 100% |
| chat-application | Advanced | 1 | 1 | 5 | 145 | 50% |
| job-board | Beginner | 0 | 2 | 0 | 594 | 0% |
| ai-revenue-ops-copilot | Intermediate | 1 | 0 | 6 | 578 | 100% |
| ecommerce-store | Advanced | 1 | 0 | 1 | 150 | 100% |
| online-learning-platform | Advanced | 1 | 0 | 3 | 148 | 100% |
| real-estate-website | Advanced | 1 | 0 | 0 | 169 | 100% |
| saas-application | Advanced | 1 | 0 | 14 | 155 | 100% |
| online-learning-platform | Intermediate | 0 | 1 | 15 | 579 | 0% |
| saas-application | Beginner | 0 | 1 | 4 | 163 | 0% |
| ai-agent-application | Beginner | 0 | 0 | 2 | 176 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 177 | n/a |
| ai-support-agent-platform | Intermediate | 0 | 0 | 4 | 590 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 196 | 399 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 23 | 129 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 82 | 514 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 61 | 108 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 4 | 165 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 53 | 98 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 152 | 442 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 89 | 505 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 5 | 164 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 0 | 178 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 0 | 178 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 1 | 177 | n/a |
| job-board | Intermediate | 0 | 0 | 4 | 148 | n/a |
| job-board | Advanced | 0 | 0 | 5 | 166 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 12 | 153 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 43 | 541 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 2 | 150 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 2 | 588 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 13 | 157 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 5 | 147 | n/a |
| project-management-tool | Advanced | 0 | 0 | 1 | 150 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 1 | 151 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 3 | 148 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 171 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 596 | n/a |
| saas-application | Intermediate | 0 | 0 | 1 | 593 | n/a |
| url-shortener | Beginner | 0 | 0 | 0 | 152 | n/a |
| url-shortener | Intermediate | 0 | 0 | 0 | 152 | n/a |
| url-shortener | Advanced | 0 | 0 | 1 | 151 | n/a |
