| Metric | Value |
|---|---|
| Firebase wins | 969 |
| Neon wins | 1818 |
| Abstains (no tool) | 1009 |
| Other tool chosen | 30187 |
| Decisive cases | 2787 |
| Firebase win rate (unweighted) | 34.8% |
| 95% CI | 33.0% - 36.6% |
| Firebase win rate (weighted) | 34.8% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Firebase | Neon | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 14 | 15 | 111 | 1626 | 48% |
| DeepSeek Pro 4–4 0813 | Frontier | 11 | 70 | 11 | 366 | 14% |
| DeepSeek R1 | Frontier | 125 | 3 | 61 | 1586 | 98% |
| Devstral | Mid | 237 | 0 | 198 | 1242 | 100% |
| Gemini Flash 2.5–3.8 | Small | 47 | 12 | 107 | 1606 | 80% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 9 | 152 | 82 | 1535 | 6% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 447 | 55 | 1278 | 0% |
| GPT 5.4–6 Astra | Frontier | 4 | 207 | 25 | 1542 | 2% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 478 | 14 | 1285 | 0% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 12 | 32 | 20 | 1710 | 27% |
| Haiku | Small | 25 | 0 | 14 | 1727 | 100% |
| Kimi 2.5–3 | Frontier | 0 | 268 | 37 | 1444 | 0% |
| Llama Maverick | Frontier | 36 | 0 | 121 | 1612 | 100% |
| Llama Scout | Small | 175 | 0 | 30 | 1565 | 100% |
| MiMo Pro 2–2.6 | Frontier | 37 | 16 | 37 | 1678 | 70% |
| MiniMax M 2.7–3 | Frontier | 36 | 71 | 33 | 1631 | 34% |
| Mistral Small | Mid | 25 | 14 | 5 | 1695 | 64% |
| Opus 4.6–5.5 | Frontier | 0 | 18 | 33 | 1721 | 0% |
| Qwen Coder | Mid | 172 | 0 | 14 | 1582 | 100% |
| Sonnet 4.6–5.5 | Frontier | 4 | 15 | 1 | 1756 | 21% |
| Prompt | Tier | Firebase | Neon | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 172 | 6 | 0 | 418 | 97% |
| chat-application | Beginner | 115 | 35 | 17 | 423 | 77% |
| chat-application | Intermediate | 63 | 64 | 3 | 466 | 50% |
| saas-application | Intermediate | 0 | 111 | 1 | 482 | 0% |
| project-management-tool | Intermediate | 65 | 41 | 1 | 485 | 61% |
| social-media-platform | Beginner | 46 | 51 | 0 | 498 | 47% |
| saas-application | Beginner | 8 | 83 | 0 | 505 | 9% |
| social-media-platform | Intermediate | 8 | 79 | 0 | 496 | 9% |
| project-management-tool | Beginner | 68 | 14 | 0 | 512 | 83% |
| ai-support-agent-platform | Advanced | 0 | 77 | 3 | 504 | 0% |
| job-board | Intermediate | 4 | 69 | 0 | 523 | 5% |
| restaurant-reservation-system | Beginner | 43 | 29 | 2 | 522 | 60% |
| restaurant-reservation-system | Intermediate | 13 | 57 | 1 | 524 | 19% |
| url-shortener | Intermediate | 35 | 34 | 0 | 526 | 51% |
| ai-revenue-ops-copilot | Advanced | 0 | 68 | 6 | 501 | 0% |
| url-shortener | Beginner | 48 | 18 | 13 | 517 | 73% |
| online-learning-platform | Beginner | 14 | 50 | 35 | 495 | 22% |
| fitness-tracking-app | Intermediate | 19 | 44 | 0 | 533 | 30% |
| multi-tenant-crm | Intermediate | 0 | 58 | 2 | 530 | 0% |
| fitness-tracking-app | Beginner | 55 | 0 | 1 | 114 | 100% |
| real-estate-website | Intermediate | 11 | 42 | 0 | 542 | 21% |
| real-estate-website | Beginner | 37 | 15 | 10 | 533 | 71% |
| online-learning-platform | Intermediate | 0 | 51 | 15 | 529 | 0% |
| saas-application | Advanced | 0 | 49 | 3 | 538 | 0% |
| chat-application | Beginner | 38 | 7 | 3 | 119 | 84% |
| job-board | Beginner | 3 | 39 | 0 | 554 | 7% |
| multi-tenant-crm | Beginner | 0 | 42 | 43 | 499 | 0% |
| project-management-tool | Advanced | 3 | 38 | 2 | 552 | 7% |
| ai-support-agent-platform | Intermediate | 4 | 36 | 4 | 550 | 10% |
| ai-revenue-ops-copilot | Intermediate | 0 | 36 | 6 | 543 | 0% |
| real-estate-website | Advanced | 0 | 31 | 2 | 560 | 0% |
| social-media-platform | Beginner | 17 | 13 | 2 | 139 | 57% |
| ai-revenue-ops-copilot | Beginner | 0 | 29 | 0 | 553 | 0% |
| chat-application | Intermediate | 17 | 10 | 0 | 143 | 63% |
| ecommerce-store | Beginner | 1 | 26 | 152 | 415 | 4% |
| multi-tenant-crm | Advanced | 0 | 24 | 3 | 564 | 0% |
| ai-support-agent-platform | Beginner | 3 | 18 | 21 | 546 | 14% |
| ecommerce-store | Intermediate | 2 | 18 | 89 | 485 | 10% |
| saas-application | Beginner | 0 | 20 | 4 | 144 | 0% |
| job-board | Advanced | 0 | 19 | 1 | 571 | 0% |
| saas-application | Intermediate | 0 | 19 | 0 | 152 | 0% |
| online-learning-platform | Beginner | 4 | 14 | 13 | 139 | 22% |
| online-learning-platform | Advanced | 1 | 17 | 3 | 575 | 6% |
| project-management-tool | Beginner | 13 | 1 | 6 | 132 | 93% |
| fitness-tracking-app | Advanced | 0 | 14 | 2 | 573 | 0% |
| url-shortener | Beginner | 13 | 0 | 0 | 139 | 100% |
| blog-platform-cms | Beginner | 0 | 13 | 196 | 386 | 0% |
| project-management-tool | Intermediate | 8 | 4 | 0 | 140 | 67% |
| job-board | Intermediate | 0 | 12 | 4 | 136 | 0% |
| social-media-platform | Advanced | 0 | 12 | 6 | 573 | 0% |
| job-board | Beginner | 4 | 7 | 9 | 151 | 36% |
| fitness-tracking-app | Intermediate | 5 | 5 | 0 | 142 | 50% |
| social-media-platform | Intermediate | 1 | 9 | 3 | 139 | 10% |
| multi-tenant-crm | Intermediate | 0 | 10 | 2 | 140 | 0% |
| multi-tenant-crm | Beginner | 0 | 9 | 12 | 144 | 0% |
| restaurant-reservation-system | Intermediate | 0 | 9 | 0 | 162 | 0% |
| saas-application | Advanced | 0 | 9 | 14 | 147 | 0% |
| chat-application | Advanced | 1 | 7 | 1 | 587 | 13% |
| restaurant-reservation-system | Beginner | 1 | 7 | 0 | 144 | 13% |
| blog-platform-cms | Intermediate | 0 | 8 | 82 | 506 | 0% |
| real-estate-website | Advanced | 0 | 8 | 0 | 162 | 0% |
| online-learning-platform | Intermediate | 1 | 6 | 5 | 140 | 14% |
| real-estate-website | Beginner | 5 | 1 | 14 | 132 | 83% |
| ai-agent-application | Beginner | 0 | 6 | 2 | 170 | 0% |
| restaurant-reservation-system | Advanced | 0 | 6 | 2 | 588 | 0% |
| job-board | Advanced | 0 | 5 | 5 | 161 | 0% |
| online-learning-platform | Advanced | 0 | 5 | 3 | 144 | 0% |
| project-management-tool | Advanced | 0 | 5 | 1 | 145 | 0% |
| real-estate-website | Intermediate | 0 | 5 | 1 | 146 | 0% |
| ai-agent-application | Intermediate | 0 | 4 | 1 | 173 | 0% |
| blog-platform-cms | Advanced | 0 | 4 | 1 | 588 | 0% |
| ecommerce-store | Beginner | 0 | 4 | 53 | 94 | 0% |
| url-shortener | Advanced | 0 | 4 | 0 | 590 | 0% |
| ecommerce-store | Intermediate | 0 | 3 | 5 | 161 | 0% |
| full-stack-web-app | Beginner | 0 | 3 | 0 | 175 | 0% |
| restaurant-reservation-system | Advanced | 0 | 3 | 3 | 145 | 0% |
| social-media-platform | Advanced | 0 | 3 | 9 | 158 | 0% |
| blog-platform-cms | Beginner | 0 | 2 | 61 | 106 | 0% |
| multi-tenant-crm | Advanced | 0 | 2 | 5 | 163 | 0% |
| chat-application | Advanced | 0 | 1 | 5 | 146 | 0% |
| full-stack-web-app | Intermediate | 0 | 1 | 0 | 177 | 0% |
| ai-agent-application | Advanced | 0 | 0 | 4 | 172 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 23 | 129 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 4 | 165 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 151 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 595 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 0 | 171 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 1 | 177 | n/a |
| url-shortener | Intermediate | 0 | 0 | 0 | 152 | n/a |
| url-shortener | Advanced | 0 | 0 | 1 | 151 | n/a |
