| Metric | Value |
|---|---|
| MongoDB Atlas wins | 20 |
| Google Cloud Platform (GCP) wins | 20 |
| Abstains (no tool) | 1009 |
| Other tool chosen | 32934 |
| Decisive cases | 40 |
| MongoDB Atlas win rate (unweighted) | 50.0% |
| 95% CI | 35.2% - 64.8% |
| MongoDB Atlas win rate (weighted) | 50.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | MongoDB Atlas | Google Cloud Platform (GCP) | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 0 | 111 | 1655 | n/a |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 0 | 11 | 447 | n/a |
| DeepSeek R1 | Frontier | 11 | 6 | 61 | 1697 | 65% |
| Devstral | Mid | 0 | 0 | 198 | 1479 | n/a |
| Gemini Flash 2.5–3.8 | Small | 0 | 0 | 107 | 1665 | n/a |
| Gemini Pro 2.5–3.1 Preview | Frontier | 3 | 0 | 82 | 1693 | 100% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 55 | 1725 | n/a |
| GPT 5.4–6 Astra | Frontier | 0 | 0 | 25 | 1753 | n/a |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 0 | 14 | 1763 | n/a |
| GPT Mini 5.4 Mini–6 Luna | Mid | 1 | 0 | 20 | 1753 | 100% |
| Haiku | Small | 0 | 0 | 14 | 1752 | n/a |
| Kimi 2.5–3 | Frontier | 2 | 0 | 37 | 1710 | 100% |
| Llama Maverick | Frontier | 0 | 0 | 121 | 1648 | n/a |
| Llama Scout | Small | 1 | 14 | 30 | 1725 | 7% |
| MiMo Pro 2–2.6 | Frontier | 2 | 0 | 37 | 1729 | 100% |
| MiniMax M 2.7–3 | Frontier | 0 | 0 | 33 | 1738 | n/a |
| Mistral Small | Mid | 0 | 0 | 5 | 1734 | n/a |
| Opus 4.6–5.5 | Frontier | 0 | 0 | 33 | 1739 | n/a |
| Qwen Coder | Mid | 0 | 0 | 14 | 1754 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 1 | 1775 | n/a |
| Prompt | Tier | MongoDB Atlas | Google Cloud Platform (GCP) | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Advanced | 0 | 8 | 2 | 579 | 0% |
| chat-application | Beginner | 6 | 0 | 17 | 567 | 100% |
| ai-support-agent-platform | Beginner | 5 | 0 | 21 | 562 | 100% |
| url-shortener | Advanced | 0 | 5 | 0 | 589 | 0% |
| ai-revenue-ops-copilot | Intermediate | 2 | 0 | 6 | 577 | 100% |
| chat-application | Advanced | 0 | 2 | 1 | 593 | 0% |
| ai-revenue-ops-copilot | Beginner | 1 | 0 | 0 | 581 | 100% |
| ai-support-agent-platform | Intermediate | 1 | 0 | 4 | 589 | 100% |
| online-learning-platform | Beginner | 1 | 0 | 35 | 558 | 100% |
| saas-application | Intermediate | 1 | 0 | 1 | 592 | 100% |
| saas-application | Beginner | 1 | 0 | 4 | 163 | 100% |
| social-media-platform | Beginner | 1 | 0 | 0 | 594 | 100% |
| url-shortener | Beginner | 1 | 0 | 13 | 582 | 100% |
| ecommerce-store | Advanced | 0 | 1 | 1 | 594 | 0% |
| job-board | Beginner | 0 | 1 | 0 | 595 | 0% |
| online-learning-platform | Advanced | 0 | 1 | 3 | 592 | 0% |
| restaurant-reservation-system | Intermediate | 0 | 1 | 1 | 593 | 0% |
| social-media-platform | Intermediate | 0 | 1 | 0 | 582 | 0% |
| ai-agent-application | Advanced | 0 | 0 | 4 | 172 | n/a |
| ai-agent-application | Beginner | 0 | 0 | 2 | 176 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 177 | n/a |
| ai-revenue-ops-copilot | Advanced | 0 | 0 | 6 | 569 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 3 | 581 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 1 | 592 | 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 |
| chat-application | Intermediate | 0 | 0 | 0 | 170 | n/a |
| chat-application | Intermediate | 0 | 0 | 3 | 593 | n/a |
| chat-application | Beginner | 0 | 0 | 3 | 164 | n/a |
| chat-application | Advanced | 0 | 0 | 5 | 147 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 53 | 98 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 152 | 442 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 151 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 89 | 505 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 5 | 164 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 0 | 171 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 0 | 596 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 596 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 152 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 169 | 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 | Beginner | 0 | 0 | 9 | 162 | n/a |
| job-board | Advanced | 0 | 0 | 1 | 590 | n/a |
| job-board | Intermediate | 0 | 0 | 4 | 148 | n/a |
| job-board | Advanced | 0 | 0 | 5 | 166 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 596 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 12 | 153 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 3 | 588 | 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 |
| multi-tenant-crm | Advanced | 0 | 0 | 5 | 165 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 3 | 149 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 13 | 157 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 5 | 147 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 15 | 580 | n/a |
| project-management-tool | Beginner | 0 | 0 | 0 | 594 | n/a |
| project-management-tool | Advanced | 0 | 0 | 1 | 150 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 0 | 152 | n/a |
| project-management-tool | Advanced | 0 | 0 | 2 | 593 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 1 | 591 | n/a |
| project-management-tool | Beginner | 0 | 0 | 6 | 146 | n/a |
| real-estate-website | Beginner | 0 | 0 | 10 | 585 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 595 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 1 | 151 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 591 | n/a |
| real-estate-website | Beginner | 0 | 0 | 14 | 138 | n/a |
| real-estate-website | Advanced | 0 | 0 | 0 | 170 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 3 | 148 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 171 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 2 | 594 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 0 | 152 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 2 | 594 | n/a |
| saas-application | Advanced | 0 | 0 | 3 | 587 | n/a |
| saas-application | Advanced | 0 | 0 | 14 | 156 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 171 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 596 | n/a |
| social-media-platform | Advanced | 0 | 0 | 6 | 585 | n/a |
| social-media-platform | Advanced | 0 | 0 | 9 | 161 | n/a |
| social-media-platform | Beginner | 0 | 0 | 2 | 169 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 3 | 149 | n/a |
| url-shortener | Intermediate | 0 | 0 | 0 | 595 | 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 |
