| Metric | Value |
|---|---|
| Amazon RDS wins | 318 |
| Firestore wins | 524 |
| Abstains (no tool) | 561 |
| Other tool chosen | 17301 |
| Decisive cases | 842 |
| Amazon RDS win rate (unweighted) | 37.8% |
| 95% CI | 34.6% - 41.1% |
| Amazon RDS win rate (weighted) | 37.8% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Amazon RDS | Firestore | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 0 | 174 | 125 | 691 | 0% |
| DeepSeek R1 0528 | Frontier | 89 | 50 | 27 | 821 | 64% |
| MiMo V2 Pro | Frontier | 51 | 77 | 23 | 838 | 40% |
| Mistral Small 4 | Mid | 33 | 58 | 4 | 870 | 36% |
| GPT 5.3 Codex | Frontier | 64 | 4 | 4 | 916 | 94% |
| Gemini 2.5 Flash | Small | 12 | 29 | 61 | 885 | 29% |
| Qwen3 Coder Next | Mid | 12 | 25 | 9 | 938 | 32% |
| MiniMax M2.7 | Frontier | 5 | 24 | 23 | 931 | 17% |
| GPT 5.4 | Frontier | 19 | 7 | 8 | 954 | 73% |
| Claude Haiku 4.5 | Small | 8 | 16 | 0 | 955 | 33% |
| Gemini 2.5 Pro | Frontier | 13 | 6 | 37 | 933 | 68% |
| Llama 4 Scout | Small | 0 | 19 | 9 | 956 | 0% |
| Claude Opus 4.6 | Frontier | 1 | 16 | 27 | 944 | 6% |
| GPT 5.4 Mini | Mid | 2 | 10 | 9 | 966 | 17% |
| Claude Sonnet 4.6 | Frontier | 0 | 9 | 0 | 981 | 0% |
| DeepSeek V3.2 | Mid | 3 | 0 | 70 | 915 | 100% |
| Kimi K2.5 | Frontier | 3 | 0 | 18 | 944 | 100% |
| Llama 4 Maverick | Frontier | 3 | 0 | 73 | 907 | 100% |
| GLM 5 Turbo | Frontier | 0 | 0 | 34 | 956 | n/a |
| Prompt | Tier | Amazon RDS | Firestore | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 101 | 0 | 317 | 0% |
| chat-application | Beginner | 4 | 54 | 13 | 343 | 7% |
| social-media-platform | Intermediate | 10 | 39 | 0 | 361 | 20% |
| job-board | Advanced | 48 | 0 | 0 | 369 | 100% |
| social-media-platform | Beginner | 6 | 38 | 0 | 374 | 14% |
| chat-application | Intermediate | 3 | 37 | 2 | 376 | 8% |
| fitness-tracking-app | Advanced | 7 | 28 | 1 | 378 | 20% |
| social-media-platform | Advanced | 9 | 22 | 3 | 382 | 29% |
| fitness-tracking-app | Intermediate | 1 | 30 | 0 | 386 | 3% |
| ai-support-agent-platform | Advanced | 20 | 10 | 2 | 380 | 67% |
| restaurant-reservation-system | Intermediate | 10 | 19 | 0 | 389 | 34% |
| project-management-tool | Beginner | 0 | 29 | 0 | 389 | 0% |
| restaurant-reservation-system | Advanced | 24 | 3 | 2 | 389 | 89% |
| project-management-tool | Intermediate | 0 | 25 | 1 | 389 | 0% |
| real-estate-website | Beginner | 1 | 22 | 10 | 384 | 4% |
| real-estate-website | Intermediate | 3 | 18 | 0 | 395 | 14% |
| online-learning-platform | Advanced | 20 | 0 | 3 | 395 | 100% |
| project-management-tool | Advanced | 4 | 16 | 2 | 395 | 20% |
| multi-tenant-crm | Intermediate | 14 | 0 | 1 | 399 | 100% |
| real-estate-website | Advanced | 14 | 0 | 2 | 400 | 100% |
| saas-application | Advanced | 14 | 0 | 2 | 398 | 100% |
| online-learning-platform | Intermediate | 13 | 0 | 15 | 390 | 100% |
| chat-application | Advanced | 2 | 10 | 1 | 405 | 17% |
| job-board | Beginner | 10 | 1 | 0 | 407 | 91% |
| online-learning-platform | Beginner | 9 | 2 | 26 | 381 | 82% |
| ai-revenue-ops-copilot | Beginner | 8 | 3 | 0 | 393 | 73% |
| restaurant-reservation-system | Beginner | 7 | 3 | 2 | 406 | 70% |
| saas-application | Intermediate | 9 | 0 | 1 | 406 | 100% |
| multi-tenant-crm | Beginner | 8 | 0 | 36 | 367 | 100% |
| url-shortener | Intermediate | 2 | 6 | 0 | 409 | 25% |
| ai-support-agent-platform | Intermediate | 6 | 0 | 4 | 406 | 100% |
| multi-tenant-crm | Advanced | 6 | 0 | 3 | 409 | 100% |
| job-board | Intermediate | 4 | 2 | 0 | 412 | 67% |
| url-shortener | Advanced | 3 | 3 | 0 | 409 | 50% |
| ai-revenue-ops-copilot | Intermediate | 5 | 0 | 5 | 399 | 100% |
| saas-application | Beginner | 5 | 0 | 0 | 413 | 100% |
| ai-support-agent-platform | Beginner | 3 | 2 | 14 | 393 | 60% |
| ai-revenue-ops-copilot | Advanced | 3 | 0 | 5 | 394 | 100% |
| url-shortener | Beginner | 1 | 1 | 11 | 405 | 50% |
| ecommerce-store | Intermediate | 1 | 0 | 75 | 342 | 100% |
| ecommerce-store | Advanced | 1 | 0 | 1 | 416 | 100% |
| blog-platform-cms | Advanced | 0 | 0 | 1 | 417 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 140 | 277 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 57 | 361 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 120 | 296 | n/a |
