| Metric | Value |
|---|---|
| Shiki wins | 1 |
| Expo wins | 1 |
| Abstains (no tool) | 788 |
| Other tool chosen | 5065 |
| Decisive cases | 2 |
| Shiki win rate (unweighted) | 50.0% |
| 95% CI | 9.5% - 90.5% |
| Shiki win rate (weighted) | 50.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Shiki | Expo | None | Other | A rate |
|---|---|---|---|---|---|---|
| MiniMax M2.7 | Frontier | 1 | 1 | 23 | 281 | 50% |
| Claude Haiku 4.5 | Small | 0 | 0 | 43 | 272 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 21 | 294 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 50 | 265 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 82 | 219 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 36 | 275 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 93 | 221 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 62 | 247 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 33 | 278 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 85 | 230 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 26 | 289 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 9 | 304 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 14 | 296 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 26 | 284 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 23 | 292 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 75 | 239 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 28 | 271 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 4 | 285 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 55 | 223 | n/a |
| Prompt | Tier | Shiki | Expo | None | Other | A rate |
|---|---|---|---|---|---|---|
| documentation-site | Beginner | 1 | 0 | 274 | 110 | 100% |
| fitness-tracking-app | Beginner | 0 | 1 | 18 | 376 | 0% |
| documentation-site | Advanced | 0 | 0 | 68 | 305 | n/a |
| documentation-site | Intermediate | 0 | 0 | 131 | 252 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 29 | 360 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 14 | 385 | n/a |
| real-estate-website | Beginner | 0 | 0 | 27 | 356 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 21 | 373 | n/a |
| real-estate-website | Advanced | 0 | 0 | 29 | 365 | n/a |
| saas-application | Intermediate | 0 | 0 | 48 | 351 | n/a |
| saas-application | Beginner | 0 | 0 | 4 | 395 | n/a |
| saas-application | Advanced | 0 | 0 | 83 | 315 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 31 | 347 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 7 | 389 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 4 | 386 | n/a |