| Metric | Value |
|---|---|
| Firestore wins | 648 |
| Firebase wins | 737 |
| Abstains (no tool) | 668 |
| Other tool chosen | 22784 |
| Decisive cases | 1385 |
| Firestore win rate (unweighted) | 46.8% |
| 95% CI | 44.2% - 49.4% |
| Firestore win rate (weighted) | 46.8% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Firestore | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 205 | 184 | 145 | 666 | 53% |
| Llama 4 Scout | Small | 25 | 146 | 12 | 1113 | 15% |
| DeepSeek R1 0528 | Frontier | 64 | 89 | 37 | 1107 | 42% |
| Qwen3 Coder Next | Mid | 28 | 121 | 9 | 1136 | 19% |
| MiMo V2 Pro | Frontier | 75 | 18 | 23 | 828 | 81% |
| Mistral Small 4 | Mid | 78 | 12 | 5 | 1173 | 87% |
| Gemini 2.5 Flash | Small | 28 | 43 | 58 | 813 | 39% |
| MiniMax M2.7 | Frontier | 22 | 26 | 22 | 868 | 46% |
| Claude Haiku 4.5 | Small | 23 | 15 | 0 | 1250 | 61% |
| Llama 4 Maverick | Frontier | 3 | 29 | 94 | 1167 | 9% |
| MiMo V2.5 Pro | Frontier | 15 | 9 | 4 | 325 | 63% |
| GPT 5.4 Mini | Mid | 14 | 10 | 12 | 1262 | 58% |
| Claude Sonnet 4.6 | Frontier | 16 | 4 | 0 | 1282 | 80% |
| DeepSeek V4 Pro | Frontier | 8 | 10 | 10 | 327 | 44% |
| Gemini 2.5 Pro | Frontier | 10 | 7 | 52 | 1229 | 59% |
| Claude Opus 4.6 | Frontier | 15 | 0 | 26 | 902 | 100% |
| DeepSeek V4 Flash | Mid | 4 | 6 | 16 | 321 | 40% |
| GPT 5.3 Codex | Frontier | 8 | 0 | 4 | 1288 | 100% |
| GPT 5.4 | Frontier | 7 | 1 | 7 | 928 | 88% |
| DeepSeek V3.2 | Mid | 0 | 7 | 68 | 868 | 0% |
| 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 |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 357 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 5 | 352 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 16 | 907 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 5 | 349 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 1 | 355 | n/a |
| Prompt | Tier | Firestore | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 128 | 160 | 0 | 249 | 44% |
| chat-application | Beginner | 76 | 106 | 13 | 336 | 42% |
| project-management-tool | Beginner | 38 | 66 | 0 | 431 | 37% |
| chat-application | Intermediate | 42 | 59 | 2 | 434 | 42% |
| social-media-platform | Beginner | 51 | 45 | 0 | 440 | 53% |
| project-management-tool | Intermediate | 29 | 62 | 0 | 442 | 32% |
| real-estate-website | Beginner | 22 | 33 | 9 | 472 | 40% |
| social-media-platform | Intermediate | 47 | 7 | 0 | 472 | 87% |
| fitness-tracking-app | Intermediate | 35 | 15 | 0 | 486 | 70% |
| url-shortener | Beginner | 3 | 45 | 13 | 476 | 6% |
| restaurant-reservation-system | Beginner | 3 | 40 | 2 | 492 | 7% |
| url-shortener | Intermediate | 9 | 33 | 0 | 495 | 21% |
| restaurant-reservation-system | Intermediate | 21 | 13 | 1 | 501 | 62% |
| real-estate-website | Intermediate | 22 | 11 | 0 | 501 | 67% |
| fitness-tracking-app | Advanced | 31 | 0 | 2 | 497 | 100% |
| social-media-platform | Advanced | 26 | 0 | 4 | 503 | 100% |
| project-management-tool | Advanced | 19 | 3 | 2 | 512 | 86% |
| chat-application | Advanced | 16 | 1 | 1 | 519 | 94% |
| online-learning-platform | Beginner | 3 | 14 | 33 | 485 | 18% |
| ai-support-agent-platform | Advanced | 9 | 0 | 2 | 515 | 100% |
| saas-application | Beginner | 0 | 8 | 0 | 529 | 0% |
| job-board | Intermediate | 3 | 4 | 0 | 530 | 43% |
| url-shortener | Advanced | 5 | 0 | 0 | 525 | 100% |
| ai-support-agent-platform | Beginner | 2 | 3 | 19 | 505 | 40% |
| ai-revenue-ops-copilot | Beginner | 4 | 0 | 0 | 518 | 100% |
| job-board | Beginner | 1 | 3 | 0 | 533 | 25% |
| ai-support-agent-platform | Intermediate | 0 | 3 | 3 | 529 | 0% |
| restaurant-reservation-system | Advanced | 2 | 0 | 2 | 533 | 100% |
| ecommerce-store | Intermediate | 0 | 2 | 83 | 451 | 0% |
| online-learning-platform | Intermediate | 1 | 0 | 14 | 521 | 100% |
| online-learning-platform | Advanced | 0 | 1 | 3 | 533 | 0% |
| ai-agent-application | Advanced | 0 | 0 | 4 | 133 | n/a |
| ai-agent-application | Beginner | 0 | 0 | 2 | 136 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 137 | n/a |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 6 | 521 | n/a |
| ai-revenue-ops-copilot | Advanced | 0 | 0 | 5 | 515 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 1 | 533 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 179 | 357 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 72 | 465 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 536 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 136 | 399 | 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 |
| job-board | Advanced | 0 | 0 | 1 | 531 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 41 | 486 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 3 | 532 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 2 | 531 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 530 | n/a |
| saas-application | Advanced | 0 | 0 | 2 | 530 | n/a |
| saas-application | Intermediate | 0 | 0 | 1 | 534 | n/a |
