| Metric | Value |
|---|---|
| Firebase wins | 1982 |
| OneSignal wins | 1904 |
| Abstains (no tool) | 146 |
| Other tool chosen | 4968 |
| Decisive cases | 3886 |
| Firebase win rate (unweighted) | 51.0% |
| 95% CI | 49.4% - 52.6% |
| Firebase win rate (weighted) | 51.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Firebase | OneSignal | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 32 | 146 | 20 | 271 | 18% |
| DeepSeek Pro 4–4 0813 | Frontier | 24 | 21 | 0 | 63 | 53% |
| DeepSeek R1 | Frontier | 197 | 81 | 34 | 158 | 71% |
| Devstral | Mid | 275 | 14 | 0 | 157 | 95% |
| Gemini Flash 2.5–3.8 | Small | 84 | 62 | 12 | 313 | 58% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 5 | 102 | 2 | 359 | 5% |
| GLM 5 Turbo–5.3 | Frontier | 10 | 87 | 18 | 357 | 10% |
| GPT 5.4–6 Astra | Frontier | 51 | 146 | 1 | 274 | 26% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 23 | 169 | 1 | 279 | 12% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 57 | 98 | 16 | 299 | 37% |
| Haiku | Small | 147 | 0 | 1 | 311 | 100% |
| Kimi 2.5–3 | Frontier | 13 | 95 | 8 | 354 | 12% |
| Llama Maverick | Frontier | 11 | 338 | 1 | 122 | 3% |
| Llama Scout | Small | 71 | 104 | 4 | 288 | 41% |
| MiMo Pro 2–2.6 | Frontier | 146 | 102 | 7 | 216 | 59% |
| MiniMax M 2.7–3 | Frontier | 159 | 41 | 19 | 247 | 80% |
| Mistral Small | Mid | 291 | 16 | 1 | 153 | 95% |
| Opus 4.6–5.5 | Frontier | 130 | 85 | 0 | 256 | 60% |
| Qwen Coder | Mid | 178 | 106 | 1 | 187 | 63% |
| Sonnet 4.6–5.5 | Frontier | 78 | 91 | 0 | 304 | 46% |
| Prompt | Tier | Firebase | OneSignal | None | Other | A rate |
|---|---|---|---|---|---|---|
| chat-application | Intermediate | 356 | 199 | 3 | 34 | 64% |
| chat-application | Beginner | 268 | 267 | 15 | 41 | 50% |
| social-media-platform | Beginner | 162 | 305 | 7 | 122 | 35% |
| chat-application | Advanced | 241 | 208 | 6 | 138 | 54% |
| social-media-platform | Intermediate | 128 | 272 | 1 | 192 | 32% |
| social-media-platform | Advanced | 85 | 138 | 6 | 365 | 38% |
| project-management-tool | Intermediate | 117 | 55 | 16 | 393 | 68% |
| chat-application | Intermediate | 116 | 48 | 0 | 6 | 71% |
| project-management-tool | Beginner | 93 | 63 | 23 | 414 | 60% |
| chat-application | Beginner | 90 | 55 | 2 | 20 | 62% |
| social-media-platform | Beginner | 62 | 70 | 3 | 36 | 47% |
| chat-application | Advanced | 64 | 50 | 3 | 35 | 56% |
| social-media-platform | Intermediate | 46 | 50 | 1 | 53 | 48% |
| project-management-tool | Advanced | 37 | 45 | 5 | 492 | 45% |
| social-media-platform | Advanced | 32 | 34 | 1 | 103 | 48% |
| project-management-tool | Intermediate | 27 | 15 | 6 | 104 | 64% |
| project-management-tool | Beginner | 20 | 11 | 11 | 109 | 65% |
| restaurant-reservation-system | Advanced | 18 | 7 | 20 | 547 | 72% |
| restaurant-reservation-system | Beginner | 5 | 2 | 4 | 583 | 71% |
| restaurant-reservation-system | Advanced | 6 | 0 | 4 | 140 | 100% |
| restaurant-reservation-system | Intermediate | 4 | 2 | 3 | 587 | 67% |
| project-management-tool | Advanced | 0 | 6 | 2 | 142 | 0% |
| restaurant-reservation-system | Intermediate | 3 | 2 | 2 | 164 | 60% |
| restaurant-reservation-system | Beginner | 2 | 0 | 2 | 148 | 100% |
