| Metric | Value |
|---|---|
| Amazon RDS wins | 433 |
| Firestore wins | 658 |
| Abstains (no tool) | 681 |
| Other tool chosen | 22949 |
| Decisive cases | 1091 |
| Amazon RDS win rate (unweighted) | 39.7% |
| 95% CI | 36.8% - 42.6% |
| Amazon RDS win rate (weighted) | 39.7% |
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 | 1 | 215 | 152 | 877 | 0% |
| DeepSeek R1 0528 | Frontier | 115 | 64 | 37 | 1075 | 64% |
| MiMo V2 Pro | Frontier | 51 | 77 | 23 | 838 | 40% |
| Mistral Small 4 | Mid | 40 | 76 | 4 | 1141 | 34% |
| GPT 5.3 Codex | Frontier | 77 | 7 | 4 | 1206 | 92% |
| Qwen3 Coder Next | Mid | 16 | 31 | 9 | 1232 | 34% |
| Gemini 2.5 Flash | Small | 12 | 29 | 61 | 885 | 29% |
| Claude Haiku 4.5 | Small | 11 | 22 | 0 | 1249 | 33% |
| GPT 5.5 | Frontier | 30 | 0 | 4 | 272 | 100% |
| Gemini 2.5 Pro | Frontier | 20 | 10 | 53 | 1209 | 67% |
| MiniMax M2.7 | Frontier | 5 | 24 | 23 | 931 | 17% |
| GPT 5.4 | Frontier | 19 | 7 | 8 | 954 | 73% |
| Llama 4 Scout | Small | 0 | 26 | 12 | 1252 | 0% |
| MiMo V2.5 Pro | Frontier | 14 | 11 | 4 | 274 | 56% |
| GPT 5.4 Mini | Mid | 3 | 14 | 12 | 1263 | 18% |
| Claude Opus 4.6 | Frontier | 1 | 16 | 27 | 944 | 6% |
| Claude Sonnet 4.6 | Frontier | 0 | 15 | 0 | 1281 | 0% |
| DeepSeek V4 Pro | Frontier | 1 | 8 | 9 | 286 | 11% |
| Llama 4 Maverick | Frontier | 4 | 2 | 94 | 1186 | 67% |
| DeepSeek V4 Flash | Mid | 1 | 4 | 15 | 276 | 20% |
| GLM 5.2 | Frontier | 4 | 0 | 0 | 302 | 100% |
| DeepSeek V3.2 | Mid | 3 | 0 | 70 | 915 | 100% |
| Kimi K2.5 | Frontier | 3 | 0 | 18 | 944 | 100% |
| Kimi K2.7 Code | Frontier | 2 | 0 | 3 | 298 | 100% |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 302 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 4 | 297 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 34 | 956 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 1 | 304 | n/a |
| Prompt | Tier | Amazon RDS | Firestore | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 129 | 0 | 408 | 0% |
| chat-application | Beginner | 4 | 76 | 13 | 438 | 5% |
| job-board | Advanced | 68 | 0 | 1 | 463 | 100% |
| social-media-platform | Intermediate | 15 | 47 | 0 | 463 | 24% |
| social-media-platform | Beginner | 9 | 52 | 0 | 475 | 15% |
| chat-application | Intermediate | 3 | 44 | 3 | 487 | 6% |
| fitness-tracking-app | Advanced | 13 | 33 | 2 | 483 | 28% |
| fitness-tracking-app | Intermediate | 2 | 36 | 0 | 498 | 5% |
| social-media-platform | Advanced | 10 | 27 | 5 | 491 | 27% |
| project-management-tool | Beginner | 0 | 37 | 0 | 498 | 0% |
| ai-support-agent-platform | Advanced | 26 | 10 | 2 | 489 | 72% |
| restaurant-reservation-system | Intermediate | 12 | 22 | 0 | 502 | 35% |
| restaurant-reservation-system | Advanced | 30 | 3 | 2 | 502 | 91% |
| project-management-tool | Intermediate | 0 | 31 | 1 | 502 | 0% |
| online-learning-platform | Advanced | 29 | 0 | 3 | 505 | 100% |
| project-management-tool | Advanced | 9 | 20 | 2 | 505 | 31% |
| real-estate-website | Intermediate | 3 | 23 | 0 | 508 | 12% |
| chat-application | Advanced | 9 | 15 | 1 | 512 | 38% |
| real-estate-website | Beginner | 1 | 22 | 10 | 503 | 4% |
| saas-application | Advanced | 22 | 0 | 2 | 508 | 100% |
| online-learning-platform | Intermediate | 17 | 0 | 15 | 504 | 100% |
| real-estate-website | Advanced | 17 | 0 | 2 | 513 | 100% |
| multi-tenant-crm | Intermediate | 16 | 0 | 2 | 514 | 100% |
| online-learning-platform | Beginner | 12 | 2 | 34 | 487 | 86% |
| ai-revenue-ops-copilot | Beginner | 9 | 4 | 0 | 509 | 69% |
| job-board | Beginner | 11 | 1 | 0 | 525 | 92% |
| restaurant-reservation-system | Beginner | 9 | 3 | 2 | 523 | 75% |
| url-shortener | Intermediate | 2 | 9 | 0 | 525 | 18% |
| multi-tenant-crm | Advanced | 10 | 0 | 3 | 522 | 100% |
| multi-tenant-crm | Beginner | 9 | 0 | 42 | 475 | 100% |
| saas-application | Intermediate | 9 | 0 | 1 | 525 | 100% |
| job-board | Intermediate | 5 | 3 | 0 | 529 | 63% |
| url-shortener | Advanced | 3 | 5 | 0 | 523 | 38% |
| ai-revenue-ops-copilot | Intermediate | 6 | 0 | 6 | 515 | 100% |
| ai-support-agent-platform | Intermediate | 6 | 0 | 4 | 525 | 100% |
| ai-support-agent-platform | Beginner | 4 | 2 | 18 | 505 | 67% |
| saas-application | Beginner | 5 | 0 | 0 | 532 | 100% |
| ai-revenue-ops-copilot | Advanced | 4 | 0 | 6 | 508 | 100% |
| ecommerce-store | Advanced | 4 | 0 | 1 | 532 | 100% |
| url-shortener | Beginner | 2 | 2 | 12 | 521 | 50% |
| ecommerce-store | Beginner | 3 | 0 | 140 | 392 | 100% |
| blog-platform-cms | Advanced | 2 | 0 | 1 | 531 | 100% |
| ecommerce-store | Intermediate | 2 | 0 | 86 | 448 | 100% |
| ai-agent-application | Advanced | 1 | 0 | 3 | 114 | 100% |
| ai-agent-application | Beginner | 0 | 0 | 1 | 118 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 118 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 180 | 356 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 73 | 464 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 1 | 118 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 0 | 119 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 0 | 119 | n/a |
