| Metric | Value |
|---|---|
| Firebase wins | 952 |
| Neon wins | 1761 |
| Abstains (no tool) | 986 |
| Other tool chosen | 29256 |
| Decisive cases | 2713 |
| Firebase win rate (unweighted) | 35.1% |
| 95% CI | 33.3% - 36.9% |
| Firebase win rate (weighted) | 35.1% |
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 | 1575 | 48% |
| DeepSeek Pro 4–4 0813 | Frontier | 10 | 66 | 11 | 319 | 13% |
| DeepSeek R1 | Frontier | 121 | 3 | 60 | 1539 | 98% |
| Devstral | Mid | 235 | 0 | 194 | 1197 | 100% |
| Gemini Flash 2.5–3.8 | Small | 47 | 11 | 106 | 1556 | 81% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 9 | 149 | 82 | 1484 | 6% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 442 | 53 | 1234 | 0% |
| GPT 5.4–6 Astra | Frontier | 4 | 205 | 21 | 1496 | 2% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 475 | 9 | 1242 | 0% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 12 | 16 | 19 | 1676 | 43% |
| Haiku | Small | 24 | 0 | 14 | 1677 | 100% |
| Kimi 2.5–3 | Frontier | 0 | 266 | 37 | 1395 | 0% |
| Llama Maverick | Frontier | 35 | 0 | 118 | 1566 | 100% |
| Llama Scout | Small | 171 | 0 | 30 | 1518 | 100% |
| MiMo Pro 2–2.6 | Frontier | 37 | 9 | 37 | 1633 | 80% |
| MiniMax M 2.7–3 | Frontier | 36 | 67 | 32 | 1585 | 35% |
| Mistral Small | Mid | 25 | 12 | 5 | 1644 | 68% |
| Opus 4.6–5.5 | Frontier | 0 | 15 | 33 | 1673 | 0% |
| Qwen Coder | Mid | 168 | 0 | 14 | 1535 | 100% |
| Sonnet 4.6–5.5 | Frontier | 4 | 10 | 0 | 1712 | 29% |
| Prompt | Tier | Firebase | Neon | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 167 | 6 | 0 | 403 | 97% |
| chat-application | Beginner | 112 | 33 | 15 | 410 | 77% |
| chat-application | Intermediate | 61 | 63 | 3 | 449 | 49% |
| project-management-tool | Intermediate | 64 | 41 | 1 | 466 | 61% |
| saas-application | Intermediate | 0 | 105 | 1 | 468 | 0% |
| social-media-platform | Beginner | 46 | 50 | 0 | 479 | 48% |
| saas-application | Beginner | 8 | 77 | 0 | 491 | 9% |
| social-media-platform | Intermediate | 7 | 77 | 0 | 480 | 8% |
| project-management-tool | Beginner | 68 | 14 | 0 | 492 | 83% |
| ai-support-agent-platform | Advanced | 0 | 76 | 3 | 485 | 0% |
| restaurant-reservation-system | Beginner | 42 | 28 | 2 | 504 | 60% |
| url-shortener | Intermediate | 35 | 33 | 0 | 507 | 51% |
| job-board | Intermediate | 4 | 64 | 0 | 508 | 6% |
| ai-revenue-ops-copilot | Advanced | 0 | 68 | 6 | 482 | 0% |
| restaurant-reservation-system | Intermediate | 13 | 53 | 1 | 508 | 20% |
| url-shortener | Beginner | 48 | 17 | 13 | 498 | 74% |
| online-learning-platform | Beginner | 14 | 49 | 35 | 476 | 22% |
| fitness-tracking-app | Intermediate | 17 | 43 | 0 | 515 | 28% |
| fitness-tracking-app | Beginner | 55 | 0 | 1 | 114 | 100% |
| multi-tenant-crm | Intermediate | 0 | 53 | 2 | 516 | 0% |
| real-estate-website | Beginner | 36 | 15 | 10 | 514 | 71% |
| real-estate-website | Intermediate | 11 | 40 | 0 | 522 | 22% |
| online-learning-platform | Intermediate | 0 | 49 | 15 | 511 | 0% |
| saas-application | Advanced | 0 | 48 | 2 | 520 | 0% |
| chat-application | Beginner | 38 | 7 | 3 | 119 | 84% |
| job-board | Beginner | 3 | 38 | 0 | 535 | 7% |
| multi-tenant-crm | Beginner | 0 | 41 | 42 | 481 | 0% |
| project-management-tool | Advanced | 3 | 37 | 2 | 533 | 8% |
| ai-support-agent-platform | Intermediate | 3 | 36 | 4 | 531 | 8% |
| ai-revenue-ops-copilot | Intermediate | 0 | 36 | 6 | 523 | 0% |
| real-estate-website | Advanced | 0 | 31 | 2 | 538 | 0% |
| social-media-platform | Beginner | 17 | 13 | 2 | 139 | 57% |
| ai-revenue-ops-copilot | Beginner | 0 | 29 | 0 | 532 | 0% |
| chat-application | Intermediate | 17 | 10 | 0 | 143 | 63% |
| ecommerce-store | Beginner | 1 | 26 | 147 | 400 | 4% |
| multi-tenant-crm | Advanced | 0 | 23 | 3 | 546 | 0% |
| ai-support-agent-platform | Beginner | 3 | 17 | 19 | 529 | 15% |
| saas-application | Beginner | 0 | 20 | 4 | 144 | 0% |
| saas-application | Intermediate | 0 | 19 | 0 | 152 | 0% |
| online-learning-platform | Beginner | 4 | 14 | 13 | 139 | 22% |
| ecommerce-store | Intermediate | 2 | 16 | 87 | 469 | 11% |
| job-board | Advanced | 0 | 18 | 1 | 552 | 0% |
| online-learning-platform | Advanced | 1 | 16 | 3 | 556 | 6% |
| project-management-tool | Beginner | 13 | 1 | 6 | 132 | 93% |
| fitness-tracking-app | Advanced | 0 | 14 | 2 | 553 | 0% |
| url-shortener | Beginner | 13 | 0 | 0 | 139 | 100% |
| project-management-tool | Intermediate | 8 | 4 | 0 | 140 | 67% |
| blog-platform-cms | Beginner | 0 | 12 | 190 | 373 | 0% |
| job-board | Intermediate | 0 | 12 | 4 | 136 | 0% |
| social-media-platform | Advanced | 0 | 12 | 5 | 554 | 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% |
| restaurant-reservation-system | Beginner | 1 | 7 | 0 | 144 | 13% |
| real-estate-website | Advanced | 0 | 8 | 0 | 162 | 0% |
| chat-application | Advanced | 1 | 6 | 1 | 568 | 14% |
| 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 | 150 | 0% |
| blog-platform-cms | Intermediate | 0 | 6 | 79 | 491 | 0% |
| restaurant-reservation-system | Advanced | 0 | 6 | 2 | 568 | 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% |
| blog-platform-cms | Advanced | 0 | 4 | 1 | 568 | 0% |
| ecommerce-store | Beginner | 0 | 4 | 53 | 94 | 0% |
| url-shortener | Advanced | 0 | 4 | 0 | 564 | 0% |
| ai-agent-application | Intermediate | 0 | 3 | 1 | 154 | 0% |
| ecommerce-store | Intermediate | 0 | 3 | 5 | 161 | 0% |
| full-stack-web-app | Beginner | 0 | 3 | 0 | 155 | 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 | 157 | 0% |
| ai-agent-application | Advanced | 0 | 0 | 4 | 152 | 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 | 575 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 0 | 171 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 1 | 157 | n/a |
| url-shortener | Intermediate | 0 | 0 | 0 | 152 | n/a |
| url-shortener | Advanced | 0 | 0 | 1 | 151 | n/a |
