| Metric | Value |
|---|---|
| OneSignal wins | 1904 |
| Twilio wins | 2035 |
| Abstains (no tool) | 146 |
| Other tool chosen | 4915 |
| Decisive cases | 3939 |
| OneSignal win rate (unweighted) | 48.3% |
| 95% CI | 46.8% - 49.9% |
| OneSignal win rate (weighted) | 48.3% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | OneSignal | Twilio | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 146 | 83 | 20 | 220 | 64% |
| DeepSeek Pro 4–4 0813 | Frontier | 21 | 22 | 0 | 65 | 49% |
| DeepSeek R1 | Frontier | 81 | 90 | 34 | 265 | 47% |
| Devstral | Mid | 14 | 83 | 0 | 349 | 14% |
| Gemini Flash 2.5–3.8 | Small | 62 | 115 | 12 | 282 | 35% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 102 | 98 | 2 | 266 | 51% |
| GLM 5 Turbo–5.3 | Frontier | 87 | 118 | 18 | 249 | 42% |
| GPT 5.4–6 Astra | Frontier | 146 | 125 | 1 | 200 | 54% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 169 | 118 | 1 | 184 | 59% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 98 | 131 | 16 | 225 | 43% |
| Haiku | Small | 0 | 106 | 1 | 352 | 0% |
| Kimi 2.5–3 | Frontier | 95 | 104 | 8 | 263 | 48% |
| Llama Maverick | Frontier | 338 | 112 | 1 | 21 | 75% |
| Llama Scout | Small | 104 | 123 | 4 | 236 | 46% |
| MiMo Pro 2–2.6 | Frontier | 102 | 115 | 7 | 247 | 47% |
| MiniMax M 2.7–3 | Frontier | 41 | 104 | 19 | 302 | 28% |
| Mistral Small | Mid | 16 | 62 | 1 | 382 | 21% |
| Opus 4.6–5.5 | Frontier | 85 | 118 | 0 | 268 | 42% |
| Qwen Coder | Mid | 106 | 115 | 1 | 250 | 48% |
| Sonnet 4.6–5.5 | Frontier | 91 | 93 | 0 | 289 | 49% |
| Prompt | Tier | OneSignal | Twilio | None | Other | A rate |
|---|---|---|---|---|---|---|
| restaurant-reservation-system | Beginner | 2 | 570 | 4 | 18 | 0% |
| restaurant-reservation-system | Intermediate | 2 | 550 | 3 | 41 | 0% |
| restaurant-reservation-system | Advanced | 7 | 457 | 20 | 108 | 2% |
| social-media-platform | Beginner | 305 | 2 | 7 | 282 | 99% |
| social-media-platform | Intermediate | 272 | 6 | 1 | 314 | 98% |
| chat-application | Beginner | 267 | 2 | 15 | 307 | 99% |
| chat-application | Advanced | 208 | 12 | 6 | 367 | 95% |
| chat-application | Intermediate | 199 | 0 | 3 | 390 | 100% |
| restaurant-reservation-system | Intermediate | 2 | 160 | 2 | 7 | 1% |
| social-media-platform | Advanced | 138 | 8 | 6 | 442 | 95% |
| restaurant-reservation-system | Beginner | 0 | 137 | 2 | 13 | 0% |
| restaurant-reservation-system | Advanced | 0 | 117 | 4 | 29 | 0% |
| social-media-platform | Beginner | 70 | 1 | 3 | 97 | 99% |
| project-management-tool | Beginner | 63 | 2 | 23 | 505 | 97% |
| project-management-tool | Intermediate | 55 | 2 | 16 | 508 | 96% |
| chat-application | Beginner | 55 | 0 | 2 | 110 | 100% |
| chat-application | Advanced | 50 | 4 | 3 | 95 | 93% |
| social-media-platform | Intermediate | 50 | 1 | 1 | 98 | 98% |
| chat-application | Intermediate | 48 | 0 | 0 | 122 | 100% |
| project-management-tool | Advanced | 45 | 1 | 5 | 528 | 98% |
| social-media-platform | Advanced | 34 | 1 | 1 | 134 | 97% |
| project-management-tool | Intermediate | 15 | 0 | 6 | 131 | 100% |
| project-management-tool | Beginner | 11 | 1 | 11 | 128 | 92% |
| project-management-tool | Advanced | 6 | 1 | 2 | 141 | 86% |
