| Metric | Value |
|---|---|
| Twilio wins | 2035 |
| OneSignal wins | 1904 |
| Abstains (no tool) | 146 |
| Other tool chosen | 4915 |
| Decisive cases | 3939 |
| Twilio win rate (unweighted) | 51.7% |
| 95% CI | 50.1% - 53.2% |
| Twilio win rate (weighted) | 51.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Twilio | OneSignal | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 83 | 146 | 20 | 220 | 36% |
| DeepSeek Pro 4–4 0813 | Frontier | 22 | 21 | 0 | 65 | 51% |
| DeepSeek R1 | Frontier | 90 | 81 | 34 | 265 | 53% |
| Devstral | Mid | 83 | 14 | 0 | 349 | 86% |
| Gemini Flash 2.5–3.8 | Small | 115 | 62 | 12 | 282 | 65% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 98 | 102 | 2 | 266 | 49% |
| GLM 5 Turbo–5.3 | Frontier | 118 | 87 | 18 | 249 | 58% |
| GPT 5.4–6 Astra | Frontier | 125 | 146 | 1 | 200 | 46% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 118 | 169 | 1 | 184 | 41% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 131 | 98 | 16 | 225 | 57% |
| Haiku | Small | 106 | 0 | 1 | 352 | 100% |
| Kimi 2.5–3 | Frontier | 104 | 95 | 8 | 263 | 52% |
| Llama Maverick | Frontier | 112 | 338 | 1 | 21 | 25% |
| Llama Scout | Small | 123 | 104 | 4 | 236 | 54% |
| MiMo Pro 2–2.6 | Frontier | 115 | 102 | 7 | 247 | 53% |
| MiniMax M 2.7–3 | Frontier | 104 | 41 | 19 | 302 | 72% |
| Mistral Small | Mid | 62 | 16 | 1 | 382 | 79% |
| Opus 4.6–5.5 | Frontier | 118 | 85 | 0 | 268 | 58% |
| Qwen Coder | Mid | 115 | 106 | 1 | 250 | 52% |
| Sonnet 4.6–5.5 | Frontier | 93 | 91 | 0 | 289 | 51% |
| Prompt | Tier | Twilio | OneSignal | None | Other | A rate |
|---|---|---|---|---|---|---|
| restaurant-reservation-system | Beginner | 570 | 2 | 4 | 18 | 100% |
| restaurant-reservation-system | Intermediate | 550 | 2 | 3 | 41 | 100% |
| restaurant-reservation-system | Advanced | 457 | 7 | 20 | 108 | 98% |
| social-media-platform | Beginner | 2 | 305 | 7 | 282 | 1% |
| social-media-platform | Intermediate | 6 | 272 | 1 | 314 | 2% |
| chat-application | Beginner | 2 | 267 | 15 | 307 | 1% |
| chat-application | Advanced | 12 | 208 | 6 | 367 | 5% |
| chat-application | Intermediate | 0 | 199 | 3 | 390 | 0% |
| restaurant-reservation-system | Intermediate | 160 | 2 | 2 | 7 | 99% |
| social-media-platform | Advanced | 8 | 138 | 6 | 442 | 5% |
| restaurant-reservation-system | Beginner | 137 | 0 | 2 | 13 | 100% |
| restaurant-reservation-system | Advanced | 117 | 0 | 4 | 29 | 100% |
| social-media-platform | Beginner | 1 | 70 | 3 | 97 | 1% |
| project-management-tool | Beginner | 2 | 63 | 23 | 505 | 3% |
| project-management-tool | Intermediate | 2 | 55 | 16 | 508 | 4% |
| chat-application | Beginner | 0 | 55 | 2 | 110 | 0% |
| chat-application | Advanced | 4 | 50 | 3 | 95 | 7% |
| social-media-platform | Intermediate | 1 | 50 | 1 | 98 | 2% |
| chat-application | Intermediate | 0 | 48 | 0 | 122 | 0% |
| project-management-tool | Advanced | 1 | 45 | 5 | 528 | 2% |
| social-media-platform | Advanced | 1 | 34 | 1 | 134 | 3% |
| project-management-tool | Intermediate | 0 | 15 | 6 | 131 | 0% |
| project-management-tool | Beginner | 1 | 11 | 11 | 128 | 8% |
| project-management-tool | Advanced | 1 | 6 | 2 | 141 | 14% |
