| Metric | Value |
|---|---|
| Firebase wins | 984 |
| Cloudinary wins | 1679 |
| Abstains (no tool) | 248 |
| Other tool chosen | 12890 |
| Decisive cases | 2663 |
| Firebase win rate (unweighted) | 37.0% |
| 95% CI | 35.1% - 38.8% |
| 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 | 97 | 32 | 690 | 6% |
| DeepSeek Pro 4–4 0813 | Frontier | 9 | 19 | 1 | 157 | 32% |
| DeepSeek R1 | Frontier | 154 | 19 | 5 | 648 | 89% |
| Devstral | Mid | 237 | 21 | 37 | 488 | 92% |
| Gemini Flash 2.5–3.8 | Small | 36 | 53 | 44 | 695 | 40% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 1 | 60 | 28 | 738 | 2% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 55 | 19 | 754 | 0% |
| GPT 5.4–6 Astra | Frontier | 13 | 128 | 10 | 675 | 9% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 10 | 138 | 4 | 674 | 7% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 25 | 88 | 9 | 699 | 22% |
| Haiku | Small | 15 | 112 | 0 | 695 | 12% |
| Kimi 2.5–3 | Frontier | 0 | 157 | 13 | 655 | 0% |
| Llama Maverick | Frontier | 0 | 0 | 3 | 825 | n/a |
| Llama Scout | Small | 59 | 1 | 26 | 739 | 98% |
| MiMo Pro 2–2.6 | Frontier | 99 | 64 | 6 | 655 | 61% |
| MiniMax M 2.7–3 | Frontier | 44 | 110 | 4 | 668 | 29% |
| Mistral Small | Mid | 92 | 4 | 0 | 698 | 96% |
| Opus 4.6–5.5 | Frontier | 0 | 201 | 2 | 624 | 0% |
| Qwen Coder | Mid | 177 | 122 | 4 | 523 | 59% |
| Sonnet 4.6–5.5 | Frontier | 7 | 230 | 1 | 590 | 3% |
| Prompt | Tier | Firebase | Cloudinary | None | Other | A rate |
|---|---|---|---|---|---|---|
| real-estate-website | Beginner | 24 | 359 | 4 | 207 | 6% |
| social-media-platform | Beginner | 90 | 163 | 1 | 342 | 36% |
| real-estate-website | Intermediate | 39 | 208 | 0 | 349 | 16% |
| chat-application | Beginner | 168 | 22 | 21 | 383 | 88% |
| ecommerce-store | Beginner | 0 | 159 | 83 | 350 | 0% |
| chat-application | Intermediate | 138 | 8 | 4 | 446 | 95% |
| ecommerce-store | Intermediate | 1 | 124 | 17 | 450 | 1% |
| social-media-platform | Intermediate | 52 | 69 | 1 | 474 | 43% |
| project-management-tool | Beginner | 94 | 20 | 2 | 477 | 82% |
| project-management-tool | Intermediate | 99 | 6 | 1 | 486 | 94% |
| real-estate-website | Beginner | 9 | 74 | 9 | 60 | 11% |
| real-estate-website | Advanced | 0 | 83 | 2 | 509 | 0% |
| online-learning-platform | Intermediate | 6 | 73 | 1 | 516 | 8% |
| 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 | 5 | 42 | 0 | 549 | 11% |
| 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 | 563 | 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 | 4 | 572 | 94% |
| job-board | Intermediate | 12 | 2 | 0 | 582 | 86% |
| online-learning-platform | Beginner | 7 | 7 | 28 | 550 | 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 | 5 | 582 | 20% |
| job-board | Intermediate | 2 | 1 | 2 | 147 | 67% |
| chat-application | Advanced | 2 | 0 | 2 | 148 | 100% |
| ecommerce-store | Advanced | 0 | 2 | 1 | 592 | 0% |
| job-board | Advanced | 1 | 0 | 1 | 588 | 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 | 578 | n/a |
| project-management-tool | Advanced | 0 | 0 | 0 | 150 | n/a |
| social-media-platform | Advanced | 0 | 0 | 1 | 169 | n/a |
