Leading: Riverpod (54.5%)
| Metric | Value |
|---|---|
| Riverpod wins | 6 |
| Jotai wins | 5 |
| Abstains (no tool) | 925 |
| Other tool chosen | 5829 |
| Decisive cases | 11 |
| Riverpod win rate (unweighted) | 54.5% |
| 95% CI | 28.0% - 78.7% |
| Riverpod win rate (weighted) | 54.5% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Riverpod | Jotai | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 0 | 74 | 279 | n/a |
| DeepSeek Pro 4–4 0813 | Frontier | 1 | 0 | 7 | 72 | 100% |
| DeepSeek R1 | Frontier | 0 | 0 | 151 | 203 | n/a |
| Devstral | Mid | 0 | 0 | 43 | 290 | n/a |
| Gemini Flash 2.5–3.8 | Small | 0 | 0 | 52 | 303 | n/a |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 0 | 17 | 338 | n/a |
| GLM 5 Turbo–5.3 | Frontier | 1 | 0 | 57 | 297 | 100% |
| GPT 5.4–6 Astra | Frontier | 0 | 0 | 4 | 351 | n/a |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 0 | 6 | 349 | n/a |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 0 | 24 | 323 | n/a |
| Haiku | Small | 0 | 0 | 29 | 322 | n/a |
| Kimi 2.5–3 | Frontier | 0 | 0 | 11 | 337 | n/a |
| Llama Maverick | Frontier | 0 | 1 | 74 | 280 | 0% |
| Llama Scout | Small | 0 | 0 | 153 | 201 | n/a |
| MiMo Pro 2–2.6 | Frontier | 0 | 0 | 12 | 341 | n/a |
| MiniMax M 2.7–3 | Frontier | 3 | 1 | 5 | 341 | 75% |
| Mistral Small | Mid | 0 | 3 | 62 | 285 | 0% |
| Opus 4.6–5.5 | Frontier | 0 | 0 | 2 | 353 | n/a |
| Qwen Coder | Mid | 1 | 0 | 136 | 215 | 100% |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 6 | 349 | n/a |
| Prompt | Tier | Riverpod | Jotai | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 5 | 1 | 43 | 543 | 83% |
| fitness-tracking-app | Beginner | 1 | 0 | 17 | 152 | 100% |
| fitness-tracking-app | Advanced | 0 | 1 | 44 | 547 | 0% |
| fitness-tracking-app | Intermediate | 0 | 1 | 16 | 134 | 0% |
| project-management-tool | Beginner | 0 | 1 | 143 | 451 | 0% |
| project-management-tool | Intermediate | 0 | 1 | 158 | 430 | 0% |
| fitness-tracking-app | Advanced | 0 | 0 | 20 | 150 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 30 | 566 | n/a |
| project-management-tool | Advanced | 0 | 0 | 53 | 97 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 51 | 101 | n/a |
| project-management-tool | Advanced | 0 | 0 | 145 | 442 | n/a |
| project-management-tool | Beginner | 0 | 0 | 57 | 95 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 52 | 116 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 7 | 586 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 56 | 538 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 13 | 578 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 6 | 162 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 14 | 141 | n/a |