| Metric | Value |
|---|---|
| Mux wins | 192 |
| Firebase wins | 711 |
| Abstains (no tool) | 188 |
| Other tool chosen | 10051 |
| Decisive cases | 903 |
| Mux win rate (unweighted) | 21.3% |
| 95% CI | 18.7% - 24.1% |
| Mux win rate (weighted) | 21.3% |
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 | 177 | 28 | 380 | 0% |
| Qwen3 Coder Next | Mid | 2 | 124 | 4 | 456 | 2% |
| DeepSeek R1 0528 | Frontier | 0 | 106 | 4 | 476 | 0% |
| MiMo V2 Pro | Frontier | 0 | 79 | 3 | 484 | 0% |
| Mistral Small 4 | Mid | 0 | 63 | 0 | 500 | 0% |
| MiniMax M2.7 | Frontier | 12 | 38 | 2 | 514 | 24% |
| Claude Opus 4.6 | Frontier | 47 | 0 | 0 | 519 | 100% |
| Llama 4 Scout | Small | 0 | 40 | 17 | 530 | 0% |
| Kimi K2.5 | Frontier | 38 | 0 | 11 | 516 | 100% |
| Claude Sonnet 4.6 | Frontier | 28 | 6 | 0 | 554 | 82% |
| Gemini 2.5 Pro | Frontier | 33 | 0 | 21 | 534 | 100% |
| Gemini 2.5 Flash | Small | 0 | 32 | 36 | 499 | 0% |
| GPT 5.4 | Frontier | 4 | 13 | 9 | 540 | 24% |
| GPT 5.4 Mini | Mid | 0 | 17 | 5 | 561 | 0% |
| GPT 5.3 Codex | Frontier | 12 | 4 | 2 | 570 | 75% |
| Claude Haiku 4.5 | Small | 0 | 7 | 0 | 577 | 0% |
| GLM 5 Turbo | Frontier | 6 | 0 | 16 | 545 | 100% |
| DeepSeek V3.2 | Mid | 2 | 1 | 26 | 535 | 67% |
| MiMo V2.5 Pro | Frontier | 0 | 3 | 0 | 18 | 0% |
| Claude Opus 4.8 | Frontier | 2 | 0 | 0 | 19 | 100% |
| MiniMax M3 | Frontier | 2 | 0 | 0 | 19 | 100% |
| DeepSeek V4 Pro | Frontier | 1 | 0 | 1 | 19 | 100% |
| Gemini 3.5 Flash | Small | 1 | 0 | 0 | 20 | 100% |
| GLM 5.2 | Frontier | 1 | 0 | 0 | 20 | 100% |
| GPT 5.5 | Frontier | 1 | 0 | 0 | 20 | 100% |
| DeepSeek V4 Flash | Mid | 0 | 1 | 0 | 20 | 0% |
| Kimi K2.7 Code | Frontier | 0 | 0 | 1 | 20 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 2 | 586 | n/a |
| Prompt | Tier | Mux | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| chat-application | Beginner | 0 | 124 | 15 | 297 | 0% |
| online-learning-platform | Beginner | 118 | 5 | 20 | 291 | 96% |
| chat-application | Intermediate | 0 | 109 | 4 | 325 | 0% |
| project-management-tool | Intermediate | 0 | 81 | 1 | 352 | 0% |
| project-management-tool | Beginner | 0 | 72 | 2 | 362 | 0% |
| social-media-platform | Beginner | 0 | 66 | 1 | 371 | 0% |
| online-learning-platform | Advanced | 52 | 0 | 4 | 373 | 100% |
| social-media-platform | Intermediate | 0 | 38 | 0 | 400 | 0% |
| chat-application | Beginner | 0 | 34 | 0 | 61 | 0% |
| real-estate-website | Intermediate | 0 | 31 | 0 | 407 | 0% |
| chat-application | Intermediate | 0 | 22 | 0 | 73 | 0% |
| social-media-platform | Beginner | 0 | 18 | 0 | 77 | 0% |
| real-estate-website | Beginner | 0 | 17 | 3 | 417 | 0% |
| online-learning-platform | Beginner | 14 | 1 | 4 | 75 | 93% |
| project-management-tool | Intermediate | 0 | 15 | 1 | 79 | 0% |
| project-management-tool | Advanced | 0 | 12 | 3 | 420 | 0% |
| chat-application | Advanced | 0 | 11 | 4 | 419 | 0% |
| job-board | Intermediate | 0 | 11 | 0 | 427 | 0% |
| project-management-tool | Beginner | 0 | 11 | 1 | 83 | 0% |
| online-learning-platform | Intermediate | 5 | 4 | 1 | 428 | 56% |
| job-board | Beginner | 0 | 8 | 0 | 87 | 0% |
| social-media-platform | Intermediate | 0 | 7 | 0 | 88 | 0% |
| real-estate-website | Beginner | 0 | 5 | 6 | 84 | 0% |
| online-learning-platform | Advanced | 3 | 0 | 0 | 90 | 100% |
| job-board | Beginner | 0 | 3 | 0 | 435 | 0% |
| chat-application | Advanced | 0 | 2 | 1 | 92 | 0% |
| ecommerce-store | Intermediate | 0 | 1 | 14 | 420 | 0% |
| job-board | Intermediate | 0 | 1 | 0 | 94 | 0% |
| job-board | Advanced | 0 | 1 | 0 | 435 | 0% |
| online-learning-platform | Intermediate | 0 | 1 | 0 | 94 | 0% |
| ecommerce-store | Intermediate | 0 | 0 | 0 | 95 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 92 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 22 | 72 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 73 | 362 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 436 | n/a |
| job-board | Advanced | 0 | 0 | 0 | 95 | n/a |
| project-management-tool | Advanced | 0 | 0 | 0 | 94 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 1 | 94 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 434 | n/a |
| real-estate-website | Advanced | 0 | 0 | 0 | 94 | n/a |
| social-media-platform | Advanced | 0 | 0 | 0 | 95 | n/a |
| social-media-platform | Advanced | 0 | 0 | 3 | 432 | n/a |
