| Metric | Value |
|---|---|
| Wagtail wins | 30 |
| Contentlayer wins | 29 |
| Abstains (no tool) | 350 |
| Other tool chosen | 4086 |
| Decisive cases | 59 |
| Wagtail win rate (unweighted) | 50.8% |
| 95% CI | 38.4% - 63.2% |
| Wagtail win rate (weighted) | 50.8% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Wagtail | Contentlayer | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 2 | 0 | 9 | 225 | 100% |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 0 | 6 | 48 | n/a |
| DeepSeek R1 | Frontier | 0 | 0 | 16 | 221 | n/a |
| Devstral | Mid | 0 | 0 | 8 | 218 | n/a |
| Gemini Flash 2.5–3.8 | Small | 0 | 0 | 8 | 229 | n/a |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 0 | 7 | 229 | n/a |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 59 | 177 | n/a |
| GPT 5.4–6 Astra | Frontier | 0 | 0 | 3 | 235 | n/a |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 2 | 0 | 22 | 210 | 100% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 9 | 14 | 206 | 0% |
| Haiku | Small | 0 | 5 | 19 | 214 | 0% |
| Kimi 2.5–3 | Frontier | 0 | 1 | 29 | 204 | 0% |
| Llama Maverick | Frontier | 0 | 0 | 38 | 187 | n/a |
| Llama Scout | Small | 0 | 1 | 6 | 224 | 0% |
| MiMo Pro 2–2.6 | Frontier | 1 | 0 | 15 | 219 | 100% |
| MiniMax M 2.7–3 | Frontier | 1 | 0 | 14 | 219 | 100% |
| Mistral Small | Mid | 0 | 7 | 0 | 218 | 0% |
| Opus 4.6–5.5 | Frontier | 24 | 0 | 2 | 211 | 100% |
| Qwen Coder | Mid | 0 | 0 | 71 | 164 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 6 | 4 | 228 | 0% |
| Prompt | Tier | Wagtail | Contentlayer | None | Other | A rate |
|---|---|---|---|---|---|---|
| blog-platform-cms | Advanced | 20 | 0 | 32 | 535 | 100% |
| documentation-site | Beginner | 0 | 15 | 143 | 430 | 0% |
| blog-platform-cms | Advanced | 10 | 0 | 47 | 111 | 100% |
| documentation-site | Intermediate | 0 | 7 | 23 | 132 | 0% |
| documentation-site | Advanced | 0 | 4 | 15 | 559 | 0% |
| documentation-site | Intermediate | 0 | 2 | 39 | 541 | 0% |
| documentation-site | Beginner | 0 | 1 | 39 | 111 | 0% |
| blog-platform-cms | Beginner | 0 | 0 | 0 | 596 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 2 | 149 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 0 | 595 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 5 | 164 | n/a |
| documentation-site | Advanced | 0 | 0 | 5 | 163 | n/a |
