| Metric | Value |
|---|---|
| Firestore wins | 658 |
| Firebase wins | 738 |
| Abstains (no tool) | 681 |
| Other tool chosen | 22644 |
| Decisive cases | 1396 |
| Firestore win rate (unweighted) | 47.1% |
| 95% CI | 44.5% - 49.8% |
| Firestore win rate (weighted) | 47.1% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Firestore | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 215 | 190 | 152 | 688 | 53% |
| Llama 4 Scout | Small | 26 | 146 | 12 | 1106 | 15% |
| Qwen3 Coder Next | Mid | 31 | 120 | 9 | 1128 | 21% |
| DeepSeek R1 0528 | Frontier | 64 | 86 | 37 | 1104 | 43% |
| MiMo V2 Pro | Frontier | 77 | 19 | 23 | 870 | 80% |
| Mistral Small 4 | Mid | 76 | 11 | 4 | 1170 | 87% |
| Gemini 2.5 Flash | Small | 29 | 44 | 61 | 853 | 40% |
| MiniMax M2.7 | Frontier | 24 | 26 | 23 | 910 | 48% |
| Claude Haiku 4.5 | Small | 22 | 16 | 0 | 1244 | 58% |
| Llama 4 Maverick | Frontier | 2 | 29 | 94 | 1161 | 6% |
| GPT 5.4 Mini | Mid | 14 | 10 | 12 | 1256 | 58% |
| Claude Sonnet 4.6 | Frontier | 15 | 4 | 0 | 1277 | 79% |
| MiMo V2.5 Pro | Frontier | 11 | 8 | 4 | 280 | 58% |
| Gemini 2.5 Pro | Frontier | 10 | 7 | 53 | 1222 | 59% |
| DeepSeek V4 Pro | Frontier | 8 | 9 | 9 | 278 | 47% |
| Claude Opus 4.6 | Frontier | 16 | 0 | 27 | 945 | 100% |
| DeepSeek V4 Flash | Mid | 4 | 5 | 15 | 272 | 44% |
| GPT 5.4 | Frontier | 7 | 1 | 8 | 972 | 88% |
| GPT 5.3 Codex | Frontier | 7 | 0 | 4 | 1283 | 100% |
| DeepSeek V3.2 | Mid | 0 | 7 | 70 | 911 | 0% |
| 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 |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 306 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 4 | 302 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 18 | 947 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 3 | 300 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 1 | 304 | n/a |
| Prompt | Tier | Firestore | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 129 | 161 | 0 | 247 | 44% |
| chat-application | Beginner | 76 | 105 | 13 | 337 | 42% |
| project-management-tool | Beginner | 37 | 67 | 0 | 431 | 36% |
| chat-application | Intermediate | 44 | 56 | 3 | 434 | 44% |
| social-media-platform | Beginner | 52 | 44 | 0 | 440 | 54% |
| project-management-tool | Intermediate | 31 | 64 | 1 | 438 | 33% |
| real-estate-website | Beginner | 22 | 33 | 10 | 471 | 40% |
| social-media-platform | Intermediate | 47 | 7 | 0 | 471 | 87% |
| fitness-tracking-app | Intermediate | 36 | 15 | 0 | 485 | 71% |
| url-shortener | Beginner | 2 | 45 | 12 | 478 | 4% |
| url-shortener | Intermediate | 9 | 35 | 0 | 492 | 20% |
| restaurant-reservation-system | Beginner | 3 | 41 | 2 | 491 | 7% |
| restaurant-reservation-system | Intermediate | 22 | 13 | 0 | 501 | 63% |
| real-estate-website | Intermediate | 23 | 11 | 0 | 500 | 68% |
| fitness-tracking-app | Advanced | 33 | 0 | 2 | 496 | 100% |
| social-media-platform | Advanced | 27 | 0 | 5 | 501 | 100% |
| project-management-tool | Advanced | 20 | 2 | 2 | 512 | 91% |
| chat-application | Advanced | 15 | 1 | 1 | 520 | 94% |
| online-learning-platform | Beginner | 2 | 14 | 34 | 485 | 13% |
| ai-support-agent-platform | Advanced | 10 | 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 | 526 | 100% |
| ai-support-agent-platform | Beginner | 2 | 3 | 18 | 506 | 40% |
| ai-revenue-ops-copilot | Beginner | 4 | 0 | 0 | 518 | 100% |
| job-board | Beginner | 1 | 3 | 0 | 533 | 25% |
| restaurant-reservation-system | Advanced | 3 | 0 | 2 | 532 | 100% |
| ai-support-agent-platform | Intermediate | 0 | 3 | 4 | 528 | 0% |
| ecommerce-store | Intermediate | 0 | 2 | 86 | 448 | 0% |
| online-learning-platform | Advanced | 0 | 1 | 3 | 533 | 0% |
| ai-agent-application | Advanced | 0 | 0 | 3 | 115 | n/a |
| ai-agent-application | Beginner | 0 | 0 | 1 | 118 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 118 | n/a |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 6 | 521 | n/a |
| ai-revenue-ops-copilot | Advanced | 0 | 0 | 6 | 512 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 1 | 533 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 180 | 356 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 73 | 464 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 140 | 395 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 536 | 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 |
| job-board | Advanced | 0 | 0 | 1 | 531 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 42 | 484 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 3 | 532 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 2 | 530 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 15 | 521 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 530 | n/a |
| saas-application | Intermediate | 0 | 0 | 1 | 534 | n/a |
| saas-application | Advanced | 0 | 0 | 2 | 530 | n/a |
