| Metric | Value |
|---|---|
| Firebase wins | 738 |
| Neon wins | 1415 |
| Abstains (no tool) | 681 |
| Other tool chosen | 21887 |
| Decisive cases | 2153 |
| Firebase win rate (unweighted) | 34.3% |
| 95% CI | 32.3% - 36.3% |
| Firebase win rate (weighted) | 34.3% |
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 | 401 | 4 | 889 | 0% |
| GLM 5 Turbo | Frontier | 0 | 283 | 34 | 673 | 0% |
| Devstral 2 2512 | Mid | 190 | 0 | 152 | 903 | 100% |
| Kimi K2.5 | Frontier | 0 | 159 | 18 | 788 | 0% |
| Llama 4 Scout | Small | 146 | 0 | 12 | 1132 | 100% |
| Gemini 2.5 Pro | Frontier | 7 | 116 | 53 | 1116 | 6% |
| Qwen3 Coder Next | Mid | 120 | 0 | 9 | 1159 | 100% |
| GPT 5.4 | Frontier | 1 | 107 | 8 | 872 | 1% |
| DeepSeek R1 0528 | Frontier | 86 | 3 | 37 | 1165 | 97% |
| GLM 5.2 | Frontier | 0 | 85 | 0 | 221 | 0% |
| GPT 5.5 | Frontier | 0 | 82 | 4 | 220 | 0% |
| MiniMax M2.7 | Frontier | 26 | 39 | 23 | 895 | 40% |
| DeepSeek V4 Pro | Frontier | 9 | 49 | 9 | 237 | 16% |
| Gemini 2.5 Flash | Small | 44 | 0 | 61 | 882 | 100% |
| Kimi K2.7 Code | Frontier | 0 | 36 | 3 | 264 | 0% |
| Llama 4 Maverick | Frontier | 29 | 0 | 94 | 1163 | 100% |
| Mistral Small 4 | Mid | 11 | 11 | 4 | 1235 | 50% |
| MiMo V2 Pro | Frontier | 19 | 0 | 23 | 947 | 100% |
| Claude Haiku 4.5 | Small | 16 | 0 | 0 | 1266 | 100% |
| DeepSeek V4 Flash | Mid | 5 | 9 | 15 | 267 | 36% |
| GPT 5.4 Mini | Mid | 10 | 2 | 12 | 1268 | 83% |
| Claude Opus 4.6 | Frontier | 0 | 11 | 27 | 950 | 0% |
| MiniMax M3 | Frontier | 0 | 11 | 1 | 293 | 0% |
| MiMo V2.5 Pro | Frontier | 8 | 1 | 4 | 290 | 89% |
| Gemini 3.5 Flash | Small | 0 | 9 | 4 | 288 | 0% |
| DeepSeek V3.2 | Mid | 7 | 1 | 70 | 910 | 88% |
| Claude Sonnet 4.6 | Frontier | 4 | 0 | 0 | 1292 | 100% |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 302 | n/a |
| Prompt | Tier | Firebase | Neon | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 161 | 6 | 0 | 370 | 96% |
| chat-application | Beginner | 105 | 31 | 13 | 382 | 77% |
| chat-application | Intermediate | 56 | 62 | 3 | 416 | 47% |
| project-management-tool | Intermediate | 64 | 39 | 1 | 430 | 62% |
| saas-application | Intermediate | 0 | 95 | 1 | 439 | 0% |
| social-media-platform | Beginner | 44 | 45 | 0 | 447 | 49% |
| project-management-tool | Beginner | 67 | 13 | 0 | 455 | 84% |
| social-media-platform | Intermediate | 7 | 71 | 0 | 447 | 9% |
| saas-application | Beginner | 8 | 68 | 0 | 461 | 11% |
| ai-support-agent-platform | Advanced | 0 | 72 | 2 | 453 | 0% |
| restaurant-reservation-system | Beginner | 41 | 27 | 2 | 467 | 60% |
| url-shortener | Intermediate | 35 | 28 | 0 | 473 | 56% |
| job-board | Intermediate | 4 | 59 | 0 | 474 | 6% |
| ai-revenue-ops-copilot | Advanced | 0 | 63 | 6 | 449 | 0% |
| restaurant-reservation-system | Intermediate | 13 | 49 | 0 | 474 | 21% |
| url-shortener | Beginner | 45 | 14 | 12 | 466 | 76% |
| online-learning-platform | Beginner | 14 | 45 | 34 | 442 | 24% |
| fitness-tracking-app | Intermediate | 15 | 39 | 0 | 482 | 28% |
| real-estate-website | Beginner | 33 | 15 | 10 | 478 | 69% |
| real-estate-website | Intermediate | 11 | 37 | 0 | 486 | 23% |
| multi-tenant-crm | Intermediate | 0 | 45 | 2 | 485 | 0% |
| saas-application | Advanced | 0 | 43 | 2 | 487 | 0% |
| online-learning-platform | Intermediate | 0 | 42 | 15 | 479 | 0% |
| ai-support-agent-platform | Intermediate | 3 | 36 | 4 | 492 | 8% |
| job-board | Beginner | 3 | 35 | 0 | 499 | 8% |
| project-management-tool | Advanced | 2 | 34 | 2 | 498 | 6% |
| ai-revenue-ops-copilot | Intermediate | 0 | 36 | 6 | 485 | 0% |
| multi-tenant-crm | Beginner | 0 | 36 | 42 | 448 | 0% |
| ai-revenue-ops-copilot | Beginner | 0 | 29 | 0 | 493 | 0% |
| real-estate-website | Advanced | 0 | 27 | 2 | 503 | 0% |
| ecommerce-store | Beginner | 0 | 25 | 140 | 370 | 0% |
| multi-tenant-crm | Advanced | 0 | 23 | 3 | 509 | 0% |
| ai-support-agent-platform | Beginner | 3 | 17 | 18 | 491 | 15% |
| ecommerce-store | Intermediate | 2 | 15 | 86 | 433 | 12% |
| online-learning-platform | Advanced | 1 | 15 | 3 | 518 | 6% |
| job-board | Advanced | 0 | 15 | 1 | 516 | 0% |
| fitness-tracking-app | Advanced | 0 | 13 | 2 | 516 | 0% |
| social-media-platform | Advanced | 0 | 12 | 5 | 516 | 0% |
| blog-platform-cms | Beginner | 0 | 8 | 180 | 348 | 0% |
| chat-application | Advanced | 1 | 5 | 1 | 530 | 17% |
| ai-agent-application | Beginner | 0 | 5 | 1 | 113 | 0% |
| restaurant-reservation-system | Advanced | 0 | 5 | 2 | 530 | 0% |
| url-shortener | Advanced | 0 | 4 | 0 | 527 | 0% |
| blog-platform-cms | Advanced | 0 | 3 | 1 | 530 | 0% |
| blog-platform-cms | Intermediate | 0 | 3 | 73 | 461 | 0% |
| full-stack-web-app | Beginner | 0 | 3 | 0 | 116 | 0% |
| ai-agent-application | Intermediate | 0 | 2 | 1 | 116 | 0% |
| full-stack-web-app | Intermediate | 0 | 1 | 0 | 118 | 0% |
| ai-agent-application | Advanced | 0 | 0 | 3 | 115 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 536 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 1 | 118 | n/a |
