| Metric | Value |
|---|---|
| Firebase wins | 232 |
| Neon wins | 428 |
| Abstains (no tool) | 238 |
| Other tool chosen | 6755 |
| Decisive cases | 660 |
| Firebase win rate (unweighted) | 35.2% |
| 95% CI | 31.6% - 38.9% |
| Firebase win rate (weighted) | 35.2% |
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 | 122 | 2 | 281 | 0% |
| GLM 5 Turbo | Frontier | 0 | 120 | 14 | 271 | 0% |
| Kimi K2.5 | Frontier | 0 | 70 | 8 | 315 | 0% |
| Devstral 2 2512 | Mid | 57 | 0 | 54 | 292 | 100% |
| GPT 5.4 | Frontier | 0 | 51 | 4 | 349 | 0% |
| Llama 4 Scout | Small | 48 | 0 | 2 | 352 | 100% |
| Qwen3 Coder Next | Mid | 37 | 0 | 8 | 358 | 100% |
| Gemini 2.5 Pro | Frontier | 3 | 33 | 14 | 355 | 8% |
| MiniMax M2.7 | Frontier | 10 | 21 | 10 | 363 | 32% |
| DeepSeek R1 0528 | Frontier | 28 | 0 | 15 | 361 | 100% |
| Gemini 2.5 Flash | Small | 20 | 0 | 27 | 358 | 100% |
| Llama 4 Maverick | Frontier | 10 | 0 | 30 | 361 | 100% |
| MiMo V2 Pro | Frontier | 8 | 0 | 7 | 389 | 100% |
| Mistral Small 4 | Mid | 2 | 4 | 1 | 389 | 33% |
| Claude Opus 4.6 | Frontier | 0 | 5 | 12 | 387 | 0% |
| Claude Haiku 4.5 | Small | 4 | 0 | 0 | 399 | 100% |
| DeepSeek V3.2 | Mid | 2 | 1 | 28 | 374 | 67% |
| GPT 5.4 Mini | Mid | 2 | 1 | 2 | 397 | 67% |
| Claude Sonnet 4.6 | Frontier | 1 | 0 | 0 | 404 | 100% |
| Prompt | Tier | Firebase | Neon | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 52 | 2 | 0 | 117 | 96% |
| chat-application | Beginner | 35 | 9 | 4 | 121 | 80% |
| chat-application | Intermediate | 18 | 14 | 2 | 137 | 56% |
| project-management-tool | Beginner | 21 | 9 | 0 | 141 | 70% |
| project-management-tool | Intermediate | 20 | 10 | 1 | 140 | 67% |
| saas-application | Intermediate | 0 | 29 | 0 | 142 | 0% |
| restaurant-reservation-system | Beginner | 16 | 9 | 0 | 146 | 64% |
| online-learning-platform | Beginner | 4 | 19 | 11 | 137 | 17% |
| social-media-platform | Beginner | 9 | 13 | 0 | 149 | 41% |
| social-media-platform | Intermediate | 1 | 21 | 0 | 145 | 5% |
| url-shortener | Intermediate | 15 | 6 | 0 | 148 | 71% |
| ai-revenue-ops-copilot | Advanced | 0 | 20 | 3 | 141 | 0% |
| ai-support-agent-platform | Advanced | 0 | 20 | 2 | 148 | 0% |
| restaurant-reservation-system | Intermediate | 3 | 16 | 0 | 152 | 16% |
| saas-application | Beginner | 0 | 19 | 0 | 152 | 0% |
| url-shortener | Beginner | 14 | 4 | 4 | 149 | 78% |
| real-estate-website | Beginner | 12 | 5 | 6 | 148 | 71% |
| job-board | Intermediate | 0 | 17 | 0 | 154 | 0% |
| real-estate-website | Intermediate | 4 | 11 | 0 | 156 | 27% |
| fitness-tracking-app | Intermediate | 3 | 12 | 0 | 156 | 20% |
| ai-revenue-ops-copilot | Beginner | 0 | 14 | 0 | 151 | 0% |
| ai-support-agent-platform | Intermediate | 0 | 13 | 2 | 156 | 0% |
| saas-application | Advanced | 0 | 13 | 1 | 156 | 0% |
| project-management-tool | Advanced | 2 | 9 | 1 | 158 | 18% |
| job-board | Beginner | 1 | 10 | 0 | 159 | 9% |
| ai-revenue-ops-copilot | Intermediate | 0 | 11 | 1 | 155 | 0% |
| multi-tenant-crm | Beginner | 0 | 11 | 16 | 139 | 0% |
| online-learning-platform | Intermediate | 0 | 11 | 9 | 151 | 0% |
| multi-tenant-crm | Advanced | 0 | 10 | 1 | 160 | 0% |
| multi-tenant-crm | Intermediate | 0 | 10 | 0 | 158 | 0% |
| real-estate-website | Advanced | 0 | 8 | 0 | 163 | 0% |
| ecommerce-store | Beginner | 0 | 7 | 49 | 113 | 0% |
| fitness-tracking-app | Advanced | 0 | 7 | 0 | 163 | 0% |
| ai-support-agent-platform | Beginner | 0 | 5 | 5 | 160 | 0% |
| blog-platform-cms | Beginner | 0 | 5 | 64 | 102 | 0% |
| ecommerce-store | Intermediate | 1 | 3 | 31 | 136 | 25% |
| job-board | Advanced | 0 | 4 | 0 | 167 | 0% |
| chat-application | Advanced | 1 | 2 | 1 | 167 | 33% |
| online-learning-platform | Advanced | 0 | 3 | 0 | 168 | 0% |
| social-media-platform | Advanced | 0 | 3 | 1 | 167 | 0% |
| blog-platform-cms | Advanced | 0 | 2 | 0 | 169 | 0% |
| blog-platform-cms | Intermediate | 0 | 1 | 23 | 147 | 0% |
| restaurant-reservation-system | Advanced | 0 | 1 | 0 | 170 | 0% |
| ecommerce-store | Advanced | 0 | 0 | 0 | 171 | n/a |
| url-shortener | Advanced | 0 | 0 | 0 | 170 | n/a |
