| Metric | Value |
|---|---|
| Firebase wins | 737 |
| Neon wins | 1437 |
| Abstains (no tool) | 668 |
| Other tool chosen | 21995 |
| Decisive cases | 2174 |
| Firebase win rate (unweighted) | 33.9% |
| 95% CI | 31.9% - 35.9% |
| Firebase win rate (weighted) | 33.9% |
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 | 403 | 4 | 893 | 0% |
| GLM 5 Turbo | Frontier | 0 | 267 | 32 | 646 | 0% |
| Devstral 2 2512 | Mid | 184 | 0 | 145 | 871 | 100% |
| Kimi K2.5 | Frontier | 0 | 153 | 16 | 754 | 0% |
| Llama 4 Scout | Small | 146 | 0 | 12 | 1138 | 100% |
| Gemini 2.5 Pro | Frontier | 7 | 118 | 52 | 1121 | 6% |
| Qwen3 Coder Next | Mid | 121 | 0 | 9 | 1164 | 100% |
| GPT 5.4 | Frontier | 1 | 103 | 7 | 832 | 1% |
| GLM 5.2 | Frontier | 0 | 98 | 0 | 259 | 0% |
| DeepSeek R1 0528 | Frontier | 89 | 3 | 37 | 1168 | 97% |
| GPT 5.5 | Frontier | 0 | 91 | 5 | 261 | 0% |
| DeepSeek V4 Pro | Frontier | 10 | 57 | 10 | 278 | 15% |
| MiniMax M2.7 | Frontier | 26 | 38 | 22 | 852 | 41% |
| Gemini 2.5 Flash | Small | 43 | 0 | 58 | 841 | 100% |
| Kimi K2.7 Code | Frontier | 0 | 40 | 5 | 309 | 0% |
| Llama 4 Maverick | Frontier | 29 | 0 | 94 | 1170 | 100% |
| Mistral Small 4 | Mid | 12 | 11 | 5 | 1240 | 52% |
| MiMo V2 Pro | Frontier | 18 | 0 | 23 | 903 | 100% |
| DeepSeek V4 Flash | Mid | 6 | 12 | 16 | 313 | 33% |
| MiniMax M3 | Frontier | 0 | 18 | 1 | 337 | 0% |
| Claude Haiku 4.5 | Small | 15 | 0 | 0 | 1273 | 100% |
| GPT 5.4 Mini | Mid | 10 | 2 | 12 | 1274 | 83% |
| Gemini 3.5 Flash | Small | 0 | 11 | 5 | 336 | 0% |
| MiMo V2.5 Pro | Frontier | 9 | 1 | 4 | 339 | 90% |
| Claude Opus 4.6 | Frontier | 0 | 10 | 26 | 907 | 0% |
| DeepSeek V3.2 | Mid | 7 | 1 | 68 | 867 | 88% |
| Claude Sonnet 4.6 | Frontier | 4 | 0 | 0 | 1298 | 100% |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 351 | n/a |
| Prompt | Tier | Firebase | Neon | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 160 | 6 | 0 | 371 | 96% |
| chat-application | Beginner | 106 | 32 | 13 | 380 | 77% |
| chat-application | Intermediate | 59 | 63 | 2 | 413 | 48% |
| project-management-tool | Intermediate | 62 | 41 | 0 | 430 | 60% |
| saas-application | Intermediate | 0 | 94 | 1 | 440 | 0% |
| social-media-platform | Beginner | 45 | 47 | 0 | 444 | 49% |
| social-media-platform | Intermediate | 7 | 72 | 0 | 447 | 9% |
| project-management-tool | Beginner | 66 | 12 | 0 | 457 | 85% |
| saas-application | Beginner | 8 | 69 | 0 | 460 | 10% |
| ai-support-agent-platform | Advanced | 0 | 72 | 2 | 452 | 0% |
| restaurant-reservation-system | Beginner | 40 | 28 | 2 | 467 | 59% |
| ai-revenue-ops-copilot | Advanced | 0 | 64 | 5 | 451 | 0% |
| url-shortener | Intermediate | 33 | 30 | 0 | 474 | 52% |
| restaurant-reservation-system | Intermediate | 13 | 50 | 1 | 472 | 21% |
| job-board | Intermediate | 4 | 59 | 0 | 474 | 6% |
| url-shortener | Beginner | 45 | 15 | 13 | 464 | 75% |
| online-learning-platform | Beginner | 14 | 46 | 33 | 442 | 23% |
| fitness-tracking-app | Intermediate | 15 | 38 | 0 | 483 | 28% |
| multi-tenant-crm | Intermediate | 0 | 49 | 2 | 482 | 0% |
| real-estate-website | Beginner | 33 | 15 | 9 | 479 | 69% |
| real-estate-website | Intermediate | 11 | 36 | 0 | 487 | 23% |
| saas-application | Advanced | 0 | 46 | 2 | 484 | 0% |
| online-learning-platform | Intermediate | 0 | 44 | 14 | 478 | 0% |
| project-management-tool | Advanced | 3 | 35 | 2 | 496 | 8% |
| ai-support-agent-platform | Intermediate | 3 | 34 | 3 | 495 | 8% |
| job-board | Beginner | 3 | 34 | 0 | 500 | 8% |
| multi-tenant-crm | Beginner | 0 | 37 | 41 | 449 | 0% |
| ai-revenue-ops-copilot | Intermediate | 0 | 35 | 6 | 486 | 0% |
| real-estate-website | Advanced | 0 | 29 | 2 | 501 | 0% |
| ecommerce-store | Beginner | 0 | 26 | 136 | 373 | 0% |
| ai-revenue-ops-copilot | Beginner | 0 | 25 | 0 | 497 | 0% |
| multi-tenant-crm | Advanced | 0 | 22 | 3 | 510 | 0% |
| ai-support-agent-platform | Beginner | 3 | 16 | 19 | 491 | 16% |
| job-board | Advanced | 0 | 18 | 1 | 513 | 0% |
| ecommerce-store | Intermediate | 2 | 15 | 83 | 436 | 12% |
| online-learning-platform | Advanced | 1 | 16 | 3 | 517 | 6% |
| fitness-tracking-app | Advanced | 0 | 14 | 2 | 514 | 0% |
| social-media-platform | Advanced | 0 | 12 | 4 | 517 | 0% |
| blog-platform-cms | Beginner | 0 | 9 | 179 | 348 | 0% |
| chat-application | Advanced | 1 | 5 | 1 | 530 | 17% |
| ai-agent-application | Beginner | 0 | 5 | 2 | 131 | 0% |
| restaurant-reservation-system | Advanced | 0 | 5 | 2 | 530 | 0% |
| blog-platform-cms | Intermediate | 0 | 4 | 72 | 461 | 0% |
| url-shortener | Advanced | 0 | 4 | 0 | 526 | 0% |
| blog-platform-cms | Advanced | 0 | 3 | 1 | 530 | 0% |
| full-stack-web-app | Beginner | 0 | 3 | 0 | 135 | 0% |
| ai-agent-application | Intermediate | 0 | 2 | 1 | 135 | 0% |
| full-stack-web-app | Intermediate | 0 | 1 | 0 | 137 | 0% |
| ai-agent-application | Advanced | 0 | 0 | 4 | 133 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 536 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 1 | 137 | n/a |
