| Metric | Value |
|---|---|
| Twilio wins | 1452 |
| OneSignal wins | 1406 |
| Abstains (no tool) | 94 |
| Other tool chosen | 3435 |
| Decisive cases | 2858 |
| Twilio win rate (unweighted) | 50.8% |
| 95% CI | 49.0% - 52.6% |
| Twilio win rate (weighted) | 50.8% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Twilio | OneSignal | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Maverick | Frontier | 78 | 244 | 1 | 12 | 24% |
| GPT 5.3 Codex | Frontier | 84 | 131 | 0 | 120 | 39% |
| GPT 5.4 | Frontier | 69 | 94 | 0 | 89 | 42% |
| Qwen3 Coder Next | Mid | 82 | 78 | 0 | 175 | 51% |
| Llama 4 Scout | Small | 87 | 72 | 3 | 169 | 55% |
| GPT 5.4 Mini | Mid | 96 | 59 | 8 | 170 | 62% |
| Gemini 2.5 Pro | Frontier | 67 | 76 | 2 | 187 | 47% |
| Claude Sonnet 4.6 | Frontier | 61 | 65 | 0 | 210 | 48% |
| DeepSeek R1 0528 | Frontier | 64 | 61 | 22 | 187 | 51% |
| MiMo V2 Pro | Frontier | 66 | 57 | 4 | 125 | 54% |
| Claude Opus 4.6 | Frontier | 63 | 56 | 0 | 133 | 53% |
| DeepSeek V3.2 | Mid | 40 | 79 | 12 | 119 | 34% |
| Kimi K2.5 | Frontier | 54 | 45 | 5 | 146 | 55% |
| Gemini 2.5 Flash | Small | 62 | 34 | 8 | 147 | 65% |
| GLM 5 Turbo | Frontier | 63 | 31 | 14 | 144 | 67% |
| Claude Haiku 4.5 | Small | 81 | 0 | 0 | 242 | 100% |
| Devstral 2 2512 | Mid | 61 | 9 | 0 | 240 | 87% |
| MiniMax M2.7 | Frontier | 55 | 7 | 12 | 172 | 89% |
| Mistral Small 4 | Mid | 48 | 10 | 1 | 268 | 83% |
| DeepSeek V4 Flash | Mid | 19 | 36 | 0 | 27 | 35% |
| GLM 5.2 | Frontier | 21 | 33 | 0 | 30 | 39% |
| MiniMax M3 | Frontier | 18 | 24 | 0 | 42 | 43% |
| Kimi K2.7 Code | Frontier | 18 | 22 | 0 | 44 | 45% |
| GPT 5.5 | Frontier | 21 | 18 | 0 | 45 | 54% |
| MiMo V2.5 Pro | Frontier | 17 | 20 | 2 | 44 | 46% |
| Gemini 3.5 Flash | Small | 20 | 16 | 0 | 48 | 56% |
| Claude Opus 4.8 | Frontier | 21 | 12 | 0 | 49 | 64% |
| DeepSeek V4 Pro | Frontier | 16 | 17 | 0 | 51 | 48% |
| Prompt | Tier | Twilio | OneSignal | None | Other | A rate |
|---|---|---|---|---|---|---|
| restaurant-reservation-system | Beginner | 516 | 1 | 3 | 15 | 100% |
| restaurant-reservation-system | Intermediate | 494 | 2 | 2 | 39 | 100% |
| restaurant-reservation-system | Advanced | 411 | 6 | 19 | 98 | 99% |
| social-media-platform | Beginner | 1 | 272 | 6 | 258 | 0% |
| social-media-platform | Intermediate | 6 | 248 | 1 | 279 | 2% |
| chat-application | Beginner | 2 | 241 | 13 | 276 | 1% |
| chat-application | Advanced | 10 | 186 | 6 | 332 | 5% |
| chat-application | Intermediate | 0 | 176 | 3 | 355 | 0% |
| social-media-platform | Advanced | 8 | 126 | 4 | 396 | 6% |
| project-management-tool | Beginner | 2 | 59 | 21 | 452 | 3% |
| project-management-tool | Intermediate | 1 | 50 | 12 | 460 | 2% |
| project-management-tool | Advanced | 1 | 39 | 4 | 475 | 3% |
