| Metric | Value |
|---|---|
| Firebase wins | 962 |
| Cloudinary wins | 1638 |
| Abstains (no tool) | 242 |
| Other tool chosen | 12545 |
| Decisive cases | 2600 |
| Firebase win rate (unweighted) | 37.0% |
| 95% CI | 35.2% - 38.9% |
| Firebase win rate (weighted) | 37.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Firebase | Cloudinary | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 6 | 95 | 32 | 671 | 6% |
| DeepSeek Pro 4–4 0813 | Frontier | 9 | 15 | 1 | 141 | 38% |
| DeepSeek R1 | Frontier | 150 | 19 | 5 | 631 | 89% |
| Devstral | Mid | 229 | 21 | 37 | 475 | 92% |
| Gemini Flash 2.5–3.8 | Small | 36 | 51 | 44 | 676 | 41% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 1 | 55 | 28 | 722 | 2% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 53 | 18 | 736 | 0% |
| GPT 5.4–6 Astra | Frontier | 13 | 127 | 10 | 655 | 9% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 10 | 138 | 3 | 655 | 7% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 25 | 84 | 9 | 683 | 23% |
| Haiku | Small | 14 | 110 | 0 | 678 | 11% |
| Kimi 2.5–3 | Frontier | 0 | 154 | 13 | 637 | 0% |
| Llama Maverick | Frontier | 0 | 0 | 2 | 805 | n/a |
| Llama Scout | Small | 57 | 1 | 26 | 720 | 98% |
| MiMo Pro 2–2.6 | Frontier | 99 | 59 | 5 | 640 | 63% |
| MiniMax M 2.7–3 | Frontier | 44 | 107 | 3 | 651 | 29% |
| Mistral Small | Mid | 90 | 4 | 0 | 681 | 96% |
| Opus 4.6–5.5 | Frontier | 0 | 197 | 2 | 607 | 0% |
| Qwen Coder | Mid | 172 | 121 | 4 | 508 | 59% |
| Sonnet 4.6–5.5 | Frontier | 7 | 227 | 0 | 573 | 3% |
| Prompt | Tier | Firebase | Cloudinary | None | Other | A rate |
|---|---|---|---|---|---|---|
| real-estate-website | Beginner | 22 | 349 | 4 | 199 | 6% |
| social-media-platform | Beginner | 87 | 158 | 1 | 330 | 36% |
| real-estate-website | Intermediate | 38 | 200 | 0 | 338 | 16% |
| chat-application | Beginner | 163 | 22 | 19 | 370 | 88% |
| ecommerce-store | Beginner | 0 | 151 | 81 | 340 | 0% |
| chat-application | Intermediate | 135 | 8 | 4 | 429 | 94% |
| ecommerce-store | Intermediate | 1 | 120 | 17 | 434 | 1% |
| social-media-platform | Intermediate | 51 | 67 | 1 | 457 | 43% |
| project-management-tool | Beginner | 92 | 20 | 2 | 459 | 82% |
| project-management-tool | Intermediate | 96 | 6 | 1 | 469 | 94% |
| real-estate-website | Beginner | 9 | 74 | 9 | 60 | 11% |
| real-estate-website | Advanced | 0 | 81 | 2 | 491 | 0% |
| online-learning-platform | Intermediate | 5 | 72 | 1 | 498 | 6% |
| social-media-platform | Beginner | 32 | 42 | 0 | 97 | 43% |
| chat-application | Beginner | 62 | 2 | 2 | 101 | 97% |
| real-estate-website | Intermediate | 1 | 54 | 1 | 96 | 2% |
| chat-application | Intermediate | 40 | 8 | 0 | 122 | 83% |
| job-board | Beginner | 4 | 41 | 0 | 531 | 9% |
| ecommerce-store | Beginner | 0 | 42 | 32 | 77 | 0% |
| ecommerce-store | Intermediate | 0 | 31 | 0 | 138 | 0% |
| project-management-tool | Intermediate | 20 | 8 | 1 | 123 | 71% |
| social-media-platform | Intermediate | 11 | 16 | 1 | 124 | 41% |
| chat-application | Advanced | 19 | 5 | 5 | 543 | 79% |
| project-management-tool | Beginner | 16 | 7 | 3 | 126 | 70% |
| real-estate-website | Advanced | 0 | 21 | 0 | 148 | 0% |
| job-board | Beginner | 13 | 5 | 1 | 152 | 72% |
| project-management-tool | Advanced | 15 | 1 | 3 | 554 | 94% |
| job-board | Intermediate | 12 | 2 | 0 | 562 | 86% |
| online-learning-platform | Beginner | 7 | 7 | 28 | 530 | 50% |
| online-learning-platform | Intermediate | 2 | 7 | 0 | 143 | 22% |
| online-learning-platform | Beginner | 2 | 4 | 7 | 156 | 33% |
| social-media-platform | Advanced | 1 | 4 | 4 | 564 | 20% |
| job-board | Intermediate | 2 | 1 | 2 | 147 | 67% |
| chat-application | Advanced | 2 | 0 | 2 | 148 | 100% |
| ecommerce-store | Advanced | 0 | 2 | 1 | 572 | 0% |
| job-board | Advanced | 1 | 0 | 1 | 569 | 100% |
| job-board | Advanced | 1 | 0 | 0 | 170 | 100% |
| ecommerce-store | Advanced | 0 | 0 | 1 | 148 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 0 | 150 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 4 | 561 | n/a |
| project-management-tool | Advanced | 0 | 0 | 0 | 150 | n/a |
| social-media-platform | Advanced | 0 | 0 | 1 | 169 | n/a |
