| Metric | Value |
|---|---|
| Amazon RDS wins | 439 |
| Firestore wins | 648 |
| Abstains (no tool) | 668 |
| Other tool chosen | 23082 |
| Decisive cases | 1087 |
| Amazon RDS win rate (unweighted) | 40.4% |
| 95% CI | 37.5% - 43.3% |
| Amazon RDS win rate (weighted) | 40.4% |
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 | 1 | 205 | 145 | 849 | 0% |
| DeepSeek R1 0528 | Frontier | 117 | 64 | 37 | 1079 | 65% |
| MiMo V2 Pro | Frontier | 48 | 75 | 23 | 798 | 39% |
| Mistral Small 4 | Mid | 41 | 78 | 5 | 1144 | 34% |
| GPT 5.3 Codex | Frontier | 75 | 8 | 4 | 1213 | 90% |
| Qwen3 Coder Next | Mid | 16 | 28 | 9 | 1241 | 36% |
| Gemini 2.5 Flash | Small | 12 | 28 | 58 | 844 | 30% |
| GPT 5.5 | Frontier | 34 | 0 | 5 | 318 | 100% |
| MiMo V2.5 Pro | Frontier | 19 | 15 | 4 | 315 | 56% |
| Claude Haiku 4.5 | Small | 11 | 23 | 0 | 1254 | 32% |
| Gemini 2.5 Pro | Frontier | 18 | 10 | 52 | 1218 | 64% |
| MiniMax M2.7 | Frontier | 5 | 22 | 22 | 889 | 19% |
| GPT 5.4 | Frontier | 19 | 7 | 7 | 910 | 73% |
| Llama 4 Scout | Small | 0 | 25 | 12 | 1259 | 0% |
| GPT 5.4 Mini | Mid | 3 | 14 | 12 | 1269 | 18% |
| Claude Opus 4.6 | Frontier | 1 | 15 | 26 | 901 | 6% |
| Claude Sonnet 4.6 | Frontier | 0 | 16 | 0 | 1286 | 0% |
| DeepSeek V4 Pro | Frontier | 2 | 8 | 10 | 335 | 20% |
| Llama 4 Maverick | Frontier | 3 | 3 | 94 | 1193 | 50% |
| DeepSeek V4 Flash | Mid | 1 | 4 | 16 | 326 | 20% |
| GLM 5.2 | Frontier | 4 | 0 | 0 | 353 | 100% |
| Kimi K2.7 Code | Frontier | 4 | 0 | 5 | 345 | 100% |
| Kimi K2.5 | Frontier | 3 | 0 | 16 | 904 | 100% |
| DeepSeek V3.2 | Mid | 2 | 0 | 68 | 873 | 100% |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 351 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 5 | 347 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 32 | 913 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 1 | 355 | n/a |
| Prompt | Tier | Amazon RDS | Firestore | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 128 | 0 | 409 | 0% |
| chat-application | Beginner | 4 | 76 | 13 | 438 | 5% |
| job-board | Advanced | 68 | 0 | 1 | 463 | 100% |
| social-media-platform | Intermediate | 16 | 47 | 0 | 463 | 25% |
| social-media-platform | Beginner | 9 | 51 | 0 | 476 | 15% |
| fitness-tracking-app | Advanced | 14 | 31 | 2 | 483 | 31% |
| chat-application | Intermediate | 3 | 42 | 2 | 490 | 7% |
| project-management-tool | Beginner | 0 | 38 | 0 | 497 | 0% |
| fitness-tracking-app | Intermediate | 2 | 35 | 0 | 499 | 5% |
| social-media-platform | Advanced | 10 | 26 | 4 | 493 | 28% |
| ai-support-agent-platform | Advanced | 25 | 9 | 2 | 490 | 74% |
| restaurant-reservation-system | Intermediate | 12 | 21 | 1 | 502 | 36% |
| restaurant-reservation-system | Advanced | 30 | 2 | 2 | 503 | 94% |
| online-learning-platform | Advanced | 30 | 0 | 3 | 504 | 100% |
| project-management-tool | Intermediate | 0 | 29 | 0 | 504 | 0% |
| project-management-tool | Advanced | 9 | 19 | 2 | 506 | 32% |
| chat-application | Advanced | 10 | 16 | 1 | 510 | 38% |
| real-estate-website | Intermediate | 2 | 22 | 0 | 510 | 8% |
| real-estate-website | Beginner | 1 | 22 | 9 | 504 | 4% |
| saas-application | Advanced | 21 | 0 | 2 | 509 | 100% |
| online-learning-platform | Intermediate | 17 | 1 | 14 | 504 | 94% |
| multi-tenant-crm | Intermediate | 17 | 0 | 2 | 514 | 100% |
| real-estate-website | Advanced | 17 | 0 | 2 | 513 | 100% |
| online-learning-platform | Beginner | 13 | 3 | 33 | 486 | 81% |
| job-board | Beginner | 12 | 1 | 0 | 524 | 92% |
| ai-revenue-ops-copilot | Beginner | 9 | 4 | 0 | 509 | 69% |
| multi-tenant-crm | Advanced | 12 | 0 | 3 | 520 | 100% |
| restaurant-reservation-system | Beginner | 9 | 3 | 2 | 523 | 75% |
| url-shortener | Intermediate | 2 | 9 | 0 | 526 | 18% |
| multi-tenant-crm | Beginner | 9 | 0 | 41 | 477 | 100% |
| saas-application | Intermediate | 9 | 0 | 1 | 525 | 100% |
| job-board | Intermediate | 5 | 3 | 0 | 529 | 63% |
| url-shortener | Advanced | 3 | 5 | 0 | 522 | 38% |
| ai-support-agent-platform | Intermediate | 6 | 0 | 3 | 526 | 100% |
| saas-application | Beginner | 6 | 0 | 0 | 531 | 100% |
| ai-support-agent-platform | Beginner | 4 | 2 | 19 | 504 | 67% |
| ai-revenue-ops-copilot | Intermediate | 5 | 0 | 6 | 516 | 100% |
| url-shortener | Beginner | 2 | 3 | 13 | 519 | 40% |
| ai-revenue-ops-copilot | Advanced | 4 | 0 | 5 | 511 | 100% |
| ecommerce-store | Advanced | 4 | 0 | 1 | 532 | 100% |
| ecommerce-store | Beginner | 3 | 0 | 136 | 396 | 100% |
| blog-platform-cms | Advanced | 2 | 0 | 1 | 531 | 100% |
| ecommerce-store | Intermediate | 2 | 0 | 83 | 451 | 100% |
| ai-agent-application | Advanced | 1 | 0 | 4 | 132 | 100% |
| ai-agent-application | Beginner | 0 | 0 | 2 | 136 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 137 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 179 | 357 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 72 | 465 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 1 | 137 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 0 | 138 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 0 | 138 | n/a |
