| Metric | Value |
|---|---|
| Twilio wins | 1431 |
| Firebase wins | 1416 |
| Abstains (no tool) | 112 |
| Other tool chosen | 3389 |
| Decisive cases | 2847 |
| Twilio win rate (unweighted) | 50.3% |
| 95% CI | 48.4% - 52.1% |
| Twilio win rate (weighted) | 50.3% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Twilio | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 60 | 203 | 0 | 70 | 23% |
| Mistral Small 4 | Mid | 43 | 212 | 0 | 74 | 17% |
| MiniMax M2.7 | Frontier | 72 | 140 | 17 | 88 | 34% |
| Qwen3 Coder Next | Mid | 82 | 123 | 1 | 129 | 40% |
| DeepSeek R1 0528 | Frontier | 64 | 136 | 26 | 107 | 32% |
| MiMo V2 Pro | Frontier | 82 | 102 | 4 | 136 | 45% |
| Claude Haiku 4.5 | Small | 76 | 105 | 0 | 146 | 42% |
| Claude Opus 4.6 | Frontier | 81 | 89 | 0 | 154 | 48% |
| Gemini 2.5 Flash | Small | 79 | 73 | 10 | 160 | 52% |
| GPT 5.4 Mini | Mid | 97 | 40 | 6 | 191 | 71% |
| Llama 4 Scout | Small | 85 | 44 | 4 | 198 | 66% |
| GPT 5.4 | Frontier | 88 | 32 | 0 | 204 | 73% |
| Claude Sonnet 4.6 | Frontier | 64 | 56 | 0 | 216 | 53% |
| GPT 5.3 Codex | Frontier | 84 | 11 | 0 | 241 | 88% |
| GLM 5 Turbo | Frontier | 81 | 7 | 17 | 219 | 92% |
| Llama 4 Maverick | Frontier | 78 | 8 | 1 | 248 | 91% |
| Gemini 2.5 Pro | Frontier | 69 | 4 | 2 | 257 | 95% |
| Kimi K2.5 | Frontier | 70 | 2 | 8 | 242 | 97% |
| DeepSeek V3.2 | Mid | 52 | 18 | 16 | 236 | 74% |
| MiMo V2.5 Pro | Frontier | 2 | 4 | 0 | 6 | 33% |
| Claude Opus 4.8 | Frontier | 3 | 2 | 0 | 7 | 60% |
| DeepSeek V4 Flash | Mid | 3 | 1 | 0 | 8 | 75% |
| GPT 5.5 | Frontier | 3 | 1 | 0 | 8 | 75% |
| DeepSeek V4 Pro | Frontier | 1 | 3 | 0 | 8 | 25% |
| Gemini 3.5 Flash | Small | 3 | 0 | 0 | 9 | 100% |
| GLM 5.2 | Frontier | 3 | 0 | 0 | 9 | 100% |
| Kimi K2.7 Code | Frontier | 3 | 0 | 0 | 9 | 100% |
| MiniMax M3 | Frontier | 3 | 0 | 0 | 9 | 100% |
| Prompt | Tier | Twilio | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| restaurant-reservation-system | Beginner | 417 | 4 | 3 | 12 | 99% |
| restaurant-reservation-system | Intermediate | 405 | 1 | 2 | 30 | 100% |
| restaurant-reservation-system | Advanced | 326 | 15 | 17 | 76 | 96% |
| chat-application | Intermediate | 0 | 265 | 3 | 169 | 0% |
| chat-application | Beginner | 2 | 204 | 14 | 213 | 1% |
| chat-application | Advanced | 10 | 184 | 6 | 235 | 5% |
| social-media-platform | Beginner | 1 | 127 | 6 | 304 | 1% |
| social-media-platform | Intermediate | 6 | 98 | 0 | 331 | 6% |
| project-management-tool | Intermediate | 1 | 91 | 13 | 323 | 1% |
| restaurant-reservation-system | Intermediate | 90 | 1 | 1 | 3 | 99% |
| restaurant-reservation-system | Beginner | 85 | 1 | 1 | 8 | 99% |
| restaurant-reservation-system | Advanced | 73 | 5 | 2 | 14 | 94% |
| project-management-tool | Beginner | 2 | 74 | 21 | 340 | 3% |
| social-media-platform | Advanced | 7 | 63 | 3 | 362 | 10% |
| chat-application | Intermediate | 0 | 64 | 0 | 31 | 0% |
| chat-application | Beginner | 0 | 45 | 1 | 49 | 0% |
| chat-application | Advanced | 2 | 39 | 2 | 52 | 5% |
| social-media-platform | Beginner | 1 | 33 | 1 | 60 | 3% |
| project-management-tool | Advanced | 1 | 26 | 4 | 396 | 4% |
| social-media-platform | Intermediate | 0 | 26 | 0 | 68 | 0% |
| project-management-tool | Intermediate | 0 | 20 | 4 | 71 | 0% |
| social-media-platform | Advanced | 0 | 17 | 0 | 78 | 0% |
| project-management-tool | Beginner | 1 | 13 | 7 | 73 | 7% |
| project-management-tool | Advanced | 1 | 0 | 1 | 91 | 100% |
