| Metric | Value |
|---|---|
| Amazon RDS wins | 384 |
| Firestore wins | 643 |
| Abstains (no tool) | 746 |
| Other tool chosen | 21639 |
| Decisive cases | 1027 |
| Amazon RDS win rate (unweighted) | 37.4% |
| 95% CI | 34.5% - 40.4% |
| Amazon RDS win rate (weighted) | 37.4% |
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 | 207 | 154 | 875 | 0% |
| DeepSeek R1 0528 | Frontier | 108 | 56 | 42 | 1026 | 66% |
| MiMo V2 Pro | Frontier | 69 | 91 | 29 | 995 | 43% |
| Mistral Small 4 | Mid | 35 | 72 | 4 | 1096 | 33% |
| GPT 5.3 Codex | Frontier | 75 | 4 | 4 | 1151 | 95% |
| Gemini 2.5 Flash | Small | 12 | 43 | 83 | 1043 | 22% |
| Qwen3 Coder Next | Mid | 13 | 36 | 13 | 1166 | 27% |
| MiniMax M2.7 | Frontier | 5 | 28 | 28 | 1117 | 15% |
| Gemini 2.5 Pro | Frontier | 18 | 10 | 58 | 1148 | 64% |
| GPT 5.4 | Frontier | 19 | 7 | 11 | 1146 | 73% |
| Claude Haiku 4.5 | Small | 8 | 18 | 6 | 1192 | 31% |
| Claude Opus 4.6 | Frontier | 1 | 21 | 31 | 1130 | 5% |
| Llama 4 Scout | Small | 0 | 21 | 19 | 1190 | 0% |
| GPT 5.4 Mini | Mid | 2 | 13 | 11 | 1207 | 13% |
| Claude Sonnet 4.6 | Frontier | 0 | 10 | 0 | 1226 | 0% |
| MiMo V2.5 Pro | Frontier | 3 | 3 | 1 | 42 | 50% |
| Kimi K2.5 | Frontier | 5 | 0 | 29 | 1126 | 100% |
| GPT 5.5 | Frontier | 4 | 0 | 1 | 46 | 100% |
| DeepSeek V3.2 | Mid | 3 | 0 | 85 | 1095 | 100% |
| Llama 4 Maverick | Frontier | 3 | 0 | 86 | 1139 | 100% |
| DeepSeek V4 Pro | Frontier | 0 | 2 | 1 | 48 | 0% |
| GLM 5.2 | Frontier | 1 | 0 | 0 | 50 | 100% |
| DeepSeek V4 Flash | Mid | 0 | 1 | 1 | 47 | 0% |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 50 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 1 | 50 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 46 | 1139 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 2 | 48 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 51 | n/a |
| Prompt | Tier | Amazon RDS | Firestore | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 107 | 0 | 331 | 0% |
| chat-application | Beginner | 4 | 58 | 13 | 359 | 6% |
| job-board | Advanced | 53 | 0 | 0 | 384 | 100% |
| social-media-platform | Intermediate | 10 | 41 | 0 | 378 | 20% |
| social-media-platform | Beginner | 7 | 41 | 0 | 389 | 15% |
| chat-application | Intermediate | 3 | 39 | 3 | 393 | 7% |
| fitness-tracking-app | Advanced | 8 | 30 | 1 | 395 | 21% |
| fitness-tracking-app | Intermediate | 1 | 32 | 0 | 404 | 3% |
| social-media-platform | Advanced | 9 | 23 | 3 | 400 | 28% |
| project-management-tool | Beginner | 0 | 31 | 0 | 407 | 0% |
| ai-support-agent-platform | Advanced | 20 | 10 | 2 | 398 | 67% |
| restaurant-reservation-system | Advanced | 26 | 3 | 2 | 407 | 90% |
| restaurant-reservation-system | Intermediate | 10 | 19 | 0 | 409 | 34% |
| project-management-tool | Intermediate | 0 | 26 | 1 | 408 | 0% |
| fitness-tracking-app | Beginner | 0 | 25 | 0 | 70 | 0% |
| real-estate-website | Beginner | 1 | 22 | 10 | 404 | 4% |
| online-learning-platform | Advanced | 22 | 0 | 3 | 413 | 100% |
| project-management-tool | Advanced | 5 | 17 | 2 | 413 | 23% |
| real-estate-website | Intermediate | 3 | 19 | 0 | 414 | 14% |
| saas-application | Advanced | 16 | 0 | 2 | 416 | 100% |
| multi-tenant-crm | Intermediate | 14 | 0 | 1 | 419 | 100% |
| online-learning-platform | Intermediate | 14 | 0 | 15 | 409 | 100% |
| real-estate-website | Advanced | 14 | 0 | 2 | 420 | 100% |
| social-media-platform | Beginner | 2 | 11 | 1 | 81 | 15% |
| chat-application | Advanced | 2 | 10 | 1 | 425 | 17% |
| job-board | Beginner | 10 | 1 | 0 | 427 | 91% |
| online-learning-platform | Beginner | 9 | 2 | 26 | 401 | 82% |
| ai-revenue-ops-copilot | Beginner | 8 | 3 | 0 | 412 | 73% |
| chat-application | Beginner | 1 | 10 | 1 | 83 | 9% |
| restaurant-reservation-system | Beginner | 7 | 3 | 2 | 426 | 70% |
| social-media-platform | Intermediate | 4 | 6 | 2 | 83 | 40% |
| saas-application | Intermediate | 9 | 0 | 1 | 426 | 100% |
| job-board | Beginner | 3 | 6 | 4 | 82 | 33% |
| chat-application | Intermediate | 1 | 8 | 0 | 86 | 11% |
| multi-tenant-crm | Beginner | 8 | 0 | 37 | 385 | 100% |
| url-shortener | Intermediate | 2 | 6 | 0 | 429 | 25% |
| multi-tenant-crm | Advanced | 7 | 0 | 3 | 427 | 100% |
| job-board | Intermediate | 4 | 3 | 0 | 431 | 57% |
| ai-support-agent-platform | Intermediate | 6 | 0 | 4 | 426 | 100% |
| url-shortener | Advanced | 3 | 3 | 0 | 429 | 50% |
| restaurant-reservation-system | Beginner | 0 | 6 | 0 | 89 | 0% |
| ai-revenue-ops-copilot | Intermediate | 5 | 0 | 5 | 418 | 100% |
| online-learning-platform | Advanced | 5 | 0 | 2 | 88 | 100% |
| saas-application | Beginner | 5 | 0 | 0 | 433 | 100% |
| chat-application | Advanced | 4 | 1 | 4 | 86 | 80% |
| ai-support-agent-platform | Beginner | 3 | 2 | 15 | 412 | 60% |
| project-management-tool | Intermediate | 0 | 5 | 0 | 90 | 0% |
| online-learning-platform | Beginner | 4 | 0 | 9 | 82 | 100% |
| restaurant-reservation-system | Advanced | 4 | 0 | 0 | 91 | 100% |
| saas-application | Beginner | 3 | 1 | 1 | 89 | 75% |
| real-estate-website | Beginner | 0 | 4 | 9 | 82 | 0% |
| ai-revenue-ops-copilot | Advanced | 3 | 0 | 5 | 414 | 100% |
| job-board | Advanced | 3 | 0 | 2 | 90 | 100% |
| restaurant-reservation-system | Intermediate | 1 | 2 | 0 | 92 | 33% |
| url-shortener | Beginner | 1 | 2 | 11 | 424 | 33% |
| fitness-tracking-app | Intermediate | 0 | 3 | 0 | 92 | 0% |
| ecommerce-store | Advanced | 2 | 0 | 1 | 92 | 100% |
| multi-tenant-crm | Beginner | 2 | 0 | 8 | 82 | 100% |
| online-learning-platform | Intermediate | 2 | 0 | 3 | 90 | 100% |
| social-media-platform | Advanced | 2 | 0 | 4 | 89 | 100% |
| project-management-tool | Beginner | 0 | 2 | 3 | 90 | 0% |
| ecommerce-store | Intermediate | 1 | 0 | 77 | 360 | 100% |
| ecommerce-store | Beginner | 1 | 0 | 124 | 311 | 100% |
| ecommerce-store | Advanced | 1 | 0 | 1 | 436 | 100% |
| fitness-tracking-app | Advanced | 1 | 0 | 0 | 94 | 100% |
| job-board | Intermediate | 1 | 0 | 1 | 93 | 100% |
| multi-tenant-crm | Advanced | 1 | 0 | 3 | 91 | 100% |
| real-estate-website | Advanced | 1 | 0 | 0 | 94 | 100% |
| saas-application | Intermediate | 1 | 0 | 0 | 94 | 100% |
| saas-application | Advanced | 1 | 0 | 12 | 82 | 100% |
| ai-agent-application | Beginner | 0 | 0 | 1 | 19 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 0 | 20 | n/a |
| ai-agent-application | Advanced | 0 | 0 | 0 | 20 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 38 | 57 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 3 | 92 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 13 | 82 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 1 | 435 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 147 | 290 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 60 | 378 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 2 | 93 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 36 | 58 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 0 | 20 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 0 | 20 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 0 | 20 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 2 | 93 | n/a |
| project-management-tool | Advanced | 0 | 0 | 0 | 94 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 1 | 94 | n/a |
| url-shortener | Advanced | 0 | 0 | 0 | 95 | n/a |
| url-shortener | Beginner | 0 | 0 | 0 | 95 | n/a |
| url-shortener | Intermediate | 0 | 0 | 0 | 95 | n/a |
