| Metric | Value |
|---|---|
| Mux wins | 146 |
| Firebase wins | 507 |
| Abstains (no tool) | 132 |
| Other tool chosen | 7155 |
| Decisive cases | 653 |
| Mux win rate (unweighted) | 22.4% |
| 95% CI | 19.3% - 25.7% |
| Mux win rate (weighted) | 22.4% |
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 | 128 | 18 | 271 | 0% |
| Qwen3 Coder Next | Mid | 1 | 84 | 3 | 331 | 1% |
| DeepSeek R1 0528 | Frontier | 0 | 79 | 4 | 336 | 0% |
| MiMo V2 Pro | Frontier | 0 | 59 | 0 | 360 | 0% |
| Mistral Small 4 | Mid | 0 | 40 | 0 | 361 | 0% |
| Claude Opus 4.6 | Frontier | 39 | 0 | 0 | 380 | 100% |
| MiniMax M2.7 | Frontier | 9 | 30 | 2 | 379 | 23% |
| Llama 4 Scout | Small | 0 | 31 | 12 | 376 | 0% |
| Kimi K2.5 | Frontier | 30 | 0 | 10 | 378 | 100% |
| Gemini 2.5 Pro | Frontier | 27 | 0 | 15 | 378 | 100% |
| Claude Sonnet 4.6 | Frontier | 21 | 6 | 0 | 393 | 78% |
| Gemini 2.5 Flash | Small | 0 | 24 | 21 | 375 | 0% |
| GPT 5.3 Codex | Frontier | 9 | 4 | 1 | 406 | 69% |
| GPT 5.4 | Frontier | 4 | 7 | 5 | 403 | 36% |
| GPT 5.4 Mini | Mid | 0 | 10 | 4 | 402 | 0% |
| GLM 5 Turbo | Frontier | 4 | 0 | 14 | 402 | 100% |
| Claude Haiku 4.5 | Small | 0 | 4 | 0 | 412 | 0% |
| DeepSeek V3.2 | Mid | 2 | 1 | 21 | 394 | 67% |
| Llama 4 Maverick | Frontier | 0 | 0 | 2 | 418 | n/a |
| Prompt | Tier | Mux | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| chat-application | Beginner | 0 | 108 | 13 | 257 | 0% |
| online-learning-platform | Beginner | 99 | 5 | 17 | 256 | 95% |
| chat-application | Intermediate | 0 | 90 | 3 | 287 | 0% |
| project-management-tool | Intermediate | 0 | 73 | 1 | 302 | 0% |
| project-management-tool | Beginner | 0 | 63 | 2 | 313 | 0% |
| social-media-platform | Beginner | 0 | 54 | 1 | 325 | 0% |
| online-learning-platform | Advanced | 43 | 0 | 3 | 325 | 100% |
| social-media-platform | Intermediate | 0 | 36 | 0 | 344 | 0% |
| real-estate-website | Intermediate | 0 | 26 | 0 | 354 | 0% |
| real-estate-website | Beginner | 0 | 15 | 3 | 361 | 0% |
| project-management-tool | Advanced | 0 | 11 | 3 | 363 | 0% |
| chat-application | Advanced | 0 | 9 | 4 | 363 | 0% |
| job-board | Intermediate | 0 | 9 | 0 | 371 | 0% |
| online-learning-platform | Intermediate | 4 | 3 | 1 | 372 | 57% |
| job-board | Beginner | 0 | 3 | 0 | 377 | 0% |
| ecommerce-store | Intermediate | 0 | 1 | 12 | 364 | 0% |
| job-board | Advanced | 0 | 1 | 0 | 377 | 0% |
| ecommerce-store | Beginner | 0 | 0 | 63 | 315 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 378 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 376 | n/a |
| social-media-platform | Advanced | 0 | 0 | 3 | 375 | n/a |
