| Metric | Value |
|---|---|
| OneSignal wins | 1406 |
| Twilio wins | 1452 |
| Abstains (no tool) | 94 |
| Other tool chosen | 3435 |
| Decisive cases | 2858 |
| OneSignal win rate (unweighted) | 49.2% |
| 95% CI | 47.4% - 51.0% |
| OneSignal win rate (weighted) | 49.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | OneSignal | Twilio | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Maverick | Frontier | 244 | 78 | 1 | 12 | 76% |
| GPT 5.3 Codex | Frontier | 131 | 84 | 0 | 120 | 61% |
| GPT 5.4 | Frontier | 94 | 69 | 0 | 89 | 58% |
| Qwen3 Coder Next | Mid | 78 | 82 | 0 | 175 | 49% |
| Llama 4 Scout | Small | 72 | 87 | 3 | 169 | 45% |
| GPT 5.4 Mini | Mid | 59 | 96 | 8 | 170 | 38% |
| Gemini 2.5 Pro | Frontier | 76 | 67 | 2 | 187 | 53% |
| Claude Sonnet 4.6 | Frontier | 65 | 61 | 0 | 210 | 52% |
| DeepSeek R1 0528 | Frontier | 61 | 64 | 22 | 187 | 49% |
| MiMo V2 Pro | Frontier | 57 | 66 | 4 | 125 | 46% |
| DeepSeek V3.2 | Mid | 79 | 40 | 12 | 119 | 66% |
| Claude Opus 4.6 | Frontier | 56 | 63 | 0 | 133 | 47% |
| Kimi K2.5 | Frontier | 45 | 54 | 5 | 146 | 45% |
| Gemini 2.5 Flash | Small | 34 | 62 | 8 | 147 | 35% |
| GLM 5 Turbo | Frontier | 31 | 63 | 14 | 144 | 33% |
| Claude Haiku 4.5 | Small | 0 | 81 | 0 | 242 | 0% |
| Devstral 2 2512 | Mid | 9 | 61 | 0 | 240 | 13% |
| MiniMax M2.7 | Frontier | 7 | 55 | 12 | 172 | 11% |
| Mistral Small 4 | Mid | 10 | 48 | 1 | 268 | 17% |
| DeepSeek V4 Flash | Mid | 36 | 19 | 0 | 27 | 65% |
| GLM 5.2 | Frontier | 33 | 21 | 0 | 30 | 61% |
| MiniMax M3 | Frontier | 24 | 18 | 0 | 42 | 57% |
| Kimi K2.7 Code | Frontier | 22 | 18 | 0 | 44 | 55% |
| GPT 5.5 | Frontier | 18 | 21 | 0 | 45 | 46% |
| MiMo V2.5 Pro | Frontier | 20 | 17 | 2 | 44 | 54% |
| Gemini 3.5 Flash | Small | 16 | 20 | 0 | 48 | 44% |
| DeepSeek V4 Pro | Frontier | 17 | 16 | 0 | 51 | 52% |
| Claude Opus 4.8 | Frontier | 12 | 21 | 0 | 49 | 36% |
| Prompt | Tier | OneSignal | Twilio | None | Other | A rate |
|---|---|---|---|---|---|---|
| restaurant-reservation-system | Beginner | 1 | 516 | 3 | 15 | 0% |
| restaurant-reservation-system | Intermediate | 2 | 494 | 2 | 39 | 0% |
| restaurant-reservation-system | Advanced | 6 | 411 | 19 | 98 | 1% |
| social-media-platform | Beginner | 272 | 1 | 6 | 258 | 100% |
| social-media-platform | Intermediate | 248 | 6 | 1 | 279 | 98% |
| chat-application | Beginner | 241 | 2 | 13 | 276 | 99% |
| chat-application | Advanced | 186 | 10 | 6 | 332 | 95% |
| chat-application | Intermediate | 176 | 0 | 3 | 355 | 100% |
| social-media-platform | Advanced | 126 | 8 | 4 | 396 | 94% |
| project-management-tool | Beginner | 59 | 2 | 21 | 452 | 97% |
| project-management-tool | Intermediate | 50 | 1 | 12 | 460 | 98% |
| project-management-tool | Advanced | 39 | 1 | 4 | 475 | 98% |
