| Metric | Value |
|---|---|
| Firebase wins | 728 |
| Neon wins | 1215 |
| Abstains (no tool) | 746 |
| Other tool chosen | 20723 |
| Decisive cases | 1943 |
| Firebase win rate (unweighted) | 37.5% |
| 95% CI | 35.3% - 39.6% |
| Firebase win rate (weighted) | 37.5% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Firebase | Neon | None | Other | A rate |
|---|---|---|---|---|---|---|
| GPT 5.3 Codex | Frontier | 0 | 361 | 4 | 869 | 0% |
| GLM 5 Turbo | Frontier | 0 | 319 | 46 | 820 | 0% |
| Kimi K2.5 | Frontier | 0 | 196 | 29 | 935 | 0% |
| Devstral 2 2512 | Mid | 191 | 0 | 154 | 891 | 100% |
| Llama 4 Scout | Small | 133 | 0 | 19 | 1078 | 100% |
| Gemini 2.5 Pro | Frontier | 6 | 114 | 58 | 1056 | 5% |
| Qwen3 Coder Next | Mid | 114 | 0 | 13 | 1101 | 100% |
| GPT 5.4 | Frontier | 4 | 109 | 11 | 1059 | 4% |
| DeepSeek R1 0528 | Frontier | 93 | 2 | 42 | 1095 | 98% |
| MiniMax M2.7 | Frontier | 33 | 41 | 28 | 1076 | 45% |
| Gemini 2.5 Flash | Small | 45 | 0 | 83 | 1053 | 100% |
| Llama 4 Maverick | Frontier | 28 | 0 | 86 | 1114 | 100% |
| MiMo V2 Pro | Frontier | 24 | 0 | 29 | 1131 | 100% |
| Mistral Small 4 | Mid | 15 | 8 | 4 | 1180 | 65% |
| Claude Haiku 4.5 | Small | 18 | 0 | 6 | 1200 | 100% |
| GPT 5.5 | Frontier | 0 | 15 | 1 | 35 | 0% |
| GLM 5.2 | Frontier | 0 | 12 | 0 | 39 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 11 | 31 | 1141 | 0% |
| GPT 5.4 Mini | Mid | 8 | 2 | 11 | 1212 | 80% |
| DeepSeek V4 Pro | Frontier | 0 | 10 | 1 | 40 | 0% |
| DeepSeek V3.2 | Mid | 8 | 1 | 85 | 1089 | 89% |
| Kimi K2.7 Code | Frontier | 0 | 7 | 2 | 41 | 0% |
| MiniMax M3 | Frontier | 0 | 5 | 0 | 46 | 0% |
| Claude Sonnet 4.6 | Frontier | 4 | 0 | 0 | 1232 | 100% |
| DeepSeek V4 Flash | Mid | 2 | 0 | 1 | 46 | 100% |
| MiMo V2.5 Pro | Frontier | 2 | 0 | 1 | 46 | 100% |
| Gemini 3.5 Flash | Small | 0 | 2 | 1 | 48 | 0% |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 50 | n/a |
| Prompt | Tier | Firebase | Neon | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 135 | 6 | 0 | 297 | 96% |
| chat-application | Beginner | 87 | 25 | 13 | 309 | 78% |
| chat-application | Intermediate | 43 | 48 | 3 | 344 | 47% |
| project-management-tool | Intermediate | 53 | 27 | 1 | 354 | 66% |
| saas-application | Intermediate | 0 | 77 | 1 | 358 | 0% |
| social-media-platform | Beginner | 38 | 32 | 0 | 367 | 54% |
| project-management-tool | Beginner | 56 | 11 | 0 | 371 | 84% |
| saas-application | Beginner | 8 | 54 | 0 | 376 | 13% |
| social-media-platform | Intermediate | 5 | 56 | 0 | 368 | 8% |
| restaurant-reservation-system | Beginner | 38 | 20 | 2 | 378 | 66% |
| ai-revenue-ops-copilot | Advanced | 0 | 54 | 5 | 363 | 0% |
| ai-support-agent-platform | Advanced | 0 | 53 | 2 | 375 | 0% |
| url-shortener | Intermediate | 32 | 20 | 0 | 385 | 62% |
| restaurant-reservation-system | Intermediate | 11 | 41 | 0 | 386 | 21% |
| url-shortener | Beginner | 38 | 10 | 11 | 379 | 79% |
| online-learning-platform | Beginner | 11 | 37 | 26 | 364 | 23% |
| job-board | Intermediate | 3 | 44 | 0 | 391 | 6% |
| fitness-tracking-app | Intermediate | 11 | 29 | 0 | 397 | 28% |
| real-estate-website | Beginner | 28 | 11 | 10 | 388 | 72% |
| real-estate-website | Intermediate | 9 | 30 | 0 | 397 | 23% |
| ai-support-agent-platform | Intermediate | 3 | 31 | 4 | 398 | 9% |
| multi-tenant-crm | Intermediate | 0 | 31 | 1 | 402 | 0% |
| fitness-tracking-app | Beginner | 30 | 0 | 0 | 65 | 100% |
| job-board | Beginner | 2 | 28 | 0 | 408 | 7% |
| ai-revenue-ops-copilot | Intermediate | 0 | 30 | 5 | 393 | 0% |
| saas-application | Advanced | 0 | 30 | 2 | 402 | 0% |
| online-learning-platform | Intermediate | 0 | 29 | 15 | 394 | 0% |
| chat-application | Beginner | 22 | 6 | 1 | 66 | 79% |
| project-management-tool | Advanced | 2 | 25 | 2 | 408 | 7% |
| ai-revenue-ops-copilot | Beginner | 0 | 27 | 0 | 396 | 0% |
| real-estate-website | Advanced | 0 | 26 | 2 | 408 | 0% |
| multi-tenant-crm | Beginner | 0 | 25 | 37 | 368 | 0% |
| ecommerce-store | Beginner | 0 | 20 | 124 | 292 | 0% |
| chat-application | Intermediate | 13 | 6 | 0 | 76 | 68% |
| multi-tenant-crm | Advanced | 0 | 19 | 3 | 415 | 0% |
| social-media-platform | Beginner | 10 | 8 | 1 | 76 | 56% |
| ai-support-agent-platform | Beginner | 3 | 14 | 15 | 400 | 18% |
| ecommerce-store | Intermediate | 2 | 12 | 77 | 347 | 14% |
| saas-application | Beginner | 0 | 14 | 1 | 79 | 0% |
| online-learning-platform | Beginner | 3 | 8 | 9 | 75 | 27% |
| fitness-tracking-app | Advanced | 0 | 11 | 1 | 422 | 0% |
| project-management-tool | Beginner | 9 | 1 | 3 | 82 | 90% |
| saas-application | Intermediate | 0 | 10 | 0 | 85 | 0% |
| job-board | Intermediate | 0 | 9 | 1 | 85 | 0% |
| social-media-platform | Advanced | 0 | 9 | 3 | 423 | 0% |
| project-management-tool | Intermediate | 6 | 2 | 0 | 87 | 75% |
| blog-platform-cms | Beginner | 0 | 8 | 147 | 282 | 0% |
| job-board | Advanced | 0 | 8 | 0 | 429 | 0% |
| online-learning-platform | Advanced | 0 | 8 | 3 | 427 | 0% |
| url-shortener | Beginner | 7 | 0 | 0 | 88 | 100% |
| online-learning-platform | Intermediate | 1 | 5 | 3 | 86 | 17% |
| multi-tenant-crm | Intermediate | 0 | 6 | 2 | 87 | 0% |
| job-board | Beginner | 3 | 2 | 4 | 86 | 60% |
| social-media-platform | Intermediate | 1 | 4 | 2 | 88 | 20% |
| restaurant-reservation-system | Beginner | 0 | 5 | 0 | 90 | 0% |
| saas-application | Advanced | 0 | 5 | 12 | 78 | 0% |
| fitness-tracking-app | Intermediate | 2 | 2 | 0 | 91 | 50% |
| job-board | Advanced | 0 | 4 | 2 | 89 | 0% |
| multi-tenant-crm | Beginner | 0 | 4 | 8 | 80 | 0% |
| online-learning-platform | Advanced | 0 | 4 | 2 | 89 | 0% |
| real-estate-website | Advanced | 0 | 4 | 0 | 91 | 0% |
| restaurant-reservation-system | Intermediate | 0 | 4 | 0 | 91 | 0% |
| real-estate-website | Beginner | 2 | 1 | 9 | 83 | 67% |
| chat-application | Advanced | 1 | 2 | 1 | 434 | 33% |
| blog-platform-cms | Intermediate | 0 | 3 | 60 | 375 | 0% |
| ecommerce-store | Beginner | 0 | 3 | 36 | 55 | 0% |
| project-management-tool | Advanced | 0 | 3 | 0 | 91 | 0% |
| real-estate-website | Intermediate | 0 | 3 | 1 | 91 | 0% |
| blog-platform-cms | Beginner | 0 | 2 | 38 | 55 | 0% |
| blog-platform-cms | Advanced | 0 | 2 | 1 | 433 | 0% |
| restaurant-reservation-system | Advanced | 0 | 2 | 0 | 93 | 0% |
| restaurant-reservation-system | Advanced | 0 | 2 | 2 | 434 | 0% |
| full-stack-web-app | Intermediate | 0 | 1 | 0 | 19 | 0% |
| multi-tenant-crm | Advanced | 0 | 1 | 3 | 91 | 0% |
| url-shortener | Advanced | 0 | 1 | 0 | 434 | 0% |
| ai-agent-application | Beginner | 0 | 0 | 1 | 19 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 0 | 20 | n/a |
| ai-agent-application | Advanced | 0 | 0 | 0 | 20 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 3 | 92 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 13 | 82 | n/a |
| chat-application | Advanced | 0 | 0 | 4 | 91 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 2 | 93 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 94 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 437 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 0 | 95 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 0 | 20 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 0 | 20 | n/a |
| social-media-platform | Advanced | 0 | 0 | 4 | 91 | n/a |
| url-shortener | Advanced | 0 | 0 | 0 | 95 | n/a |
| url-shortener | Intermediate | 0 | 0 | 0 | 95 | n/a |
