| Metric | Value |
|---|---|
| Mux wins | 236 |
| Firebase wins | 708 |
| Abstains (no tool) | 161 |
| Other tool chosen | 10121 |
| Decisive cases | 944 |
| Mux win rate (unweighted) | 25.0% |
| 95% CI | 22.3% - 27.9% |
| Mux win rate (weighted) | 25.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Mux | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 0 | 162 | 22 | 359 | 0% |
| Qwen3 Coder Next | Mid | 2 | 120 | 3 | 462 | 2% |
| DeepSeek R1 0528 | Frontier | 0 | 108 | 5 | 474 | 0% |
| Mistral Small 4 | Mid | 0 | 66 | 0 | 495 | 0% |
| MiMo V2 Pro | Frontier | 0 | 64 | 1 | 375 | 0% |
| Llama 4 Scout | Small | 0 | 49 | 14 | 524 | 0% |
| Claude Opus 4.6 | Frontier | 41 | 0 | 0 | 399 | 100% |
| MiniMax M2.7 | Frontier | 10 | 31 | 2 | 398 | 24% |
| Claude Sonnet 4.6 | Frontier | 31 | 7 | 0 | 550 | 82% |
| Gemini 2.5 Pro | Frontier | 36 | 0 | 25 | 527 | 100% |
| Kimi K2.5 | Frontier | 34 | 0 | 7 | 398 | 100% |
| Gemini 2.5 Flash | Small | 0 | 26 | 22 | 393 | 0% |
| GPT 5.3 Codex | Frontier | 12 | 8 | 2 | 566 | 60% |
| GPT 5.4 Mini | Mid | 0 | 18 | 6 | 560 | 0% |
| DeepSeek V4 Pro | Frontier | 7 | 9 | 1 | 128 | 44% |
| MiMo V2.5 Pro | Frontier | 0 | 15 | 1 | 131 | 0% |
| Claude Opus 4.8 | Frontier | 14 | 0 | 1 | 132 | 100% |
| MiniMax M3 | Frontier | 14 | 0 | 0 | 133 | 100% |
| GPT 5.4 | Frontier | 4 | 8 | 5 | 423 | 33% |
| Claude Haiku 4.5 | Small | 0 | 11 | 0 | 573 | 0% |
| GLM 5.2 | Frontier | 7 | 0 | 0 | 140 | 100% |
| GPT 5.5 | Frontier | 7 | 0 | 0 | 140 | 100% |
| Gemini 3.5 Flash | Small | 6 | 0 | 0 | 141 | 100% |
| GLM 5 Turbo | Frontier | 6 | 0 | 14 | 421 | 100% |
| DeepSeek V4 Flash | Mid | 0 | 5 | 4 | 138 | 0% |
| Kimi K2.7 Code | Frontier | 3 | 0 | 2 | 142 | 100% |
| DeepSeek V3.2 | Mid | 2 | 1 | 22 | 413 | 67% |
| Llama 4 Maverick | Frontier | 0 | 0 | 2 | 586 | n/a |
| Prompt | Tier | Mux | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| online-learning-platform | Beginner | 161 | 7 | 26 | 339 | 96% |
| chat-application | Beginner | 0 | 155 | 16 | 364 | 0% |
| chat-application | Intermediate | 0 | 128 | 3 | 406 | 0% |
| project-management-tool | Beginner | 0 | 89 | 2 | 443 | 0% |
| project-management-tool | Intermediate | 0 | 89 | 0 | 445 | 0% |
| social-media-platform | Beginner | 0 | 82 | 1 | 454 | 0% |
| online-learning-platform | Advanced | 68 | 0 | 4 | 454 | 100% |
| social-media-platform | Intermediate | 0 | 47 | 1 | 489 | 0% |
| real-estate-website | Intermediate | 0 | 36 | 0 | 501 | 0% |
| chat-application | Advanced | 0 | 19 | 5 | 509 | 0% |
| real-estate-website | Beginner | 0 | 19 | 2 | 514 | 0% |
| project-management-tool | Advanced | 0 | 13 | 2 | 519 | 0% |
| online-learning-platform | Intermediate | 7 | 5 | 1 | 524 | 58% |
| job-board | Intermediate | 0 | 12 | 0 | 525 | 0% |
| job-board | Beginner | 0 | 4 | 0 | 533 | 0% |
| ecommerce-store | Intermediate | 0 | 1 | 15 | 517 | 0% |
| job-board | Advanced | 0 | 1 | 1 | 530 | 0% |
| social-media-platform | Advanced | 0 | 1 | 3 | 530 | 0% |
| ecommerce-store | Beginner | 0 | 0 | 76 | 457 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 535 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 533 | n/a |
