| Metric | Value |
|---|---|
| Mapbox wins | 17 |
| NativeBase wins | 22 |
| Abstains (no tool) | 1533 |
| Other tool chosen | 9600 |
| Decisive cases | 39 |
| Mapbox win rate (unweighted) | 43.6% |
| 95% CI | 29.3% - 59.0% |
| Mapbox win rate (weighted) | 43.6% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Mapbox | NativeBase | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 1 | 0 | 69 | 519 | 100% |
| DeepSeek Pro 4–4 0813 | Frontier | 2 | 0 | 18 | 114 | 100% |
| DeepSeek R1 | Frontier | 0 | 0 | 161 | 411 | n/a |
| Devstral | Mid | 0 | 0 | 187 | 375 | n/a |
| Gemini Flash 2.5–3.8 | Small | 0 | 9 | 114 | 464 | 0% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 3 | 0 | 62 | 524 | 100% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 126 | 468 | n/a |
| GPT 5.4–6 Astra | Frontier | 1 | 3 | 29 | 558 | 25% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 0 | 50 | 545 | n/a |
| GPT Mini 5.4 Mini–6 Luna | Mid | 1 | 2 | 48 | 535 | 33% |
| Haiku | Small | 0 | 0 | 76 | 518 | n/a |
| Kimi 2.5–3 | Frontier | 3 | 0 | 40 | 546 | 100% |
| Llama Maverick | Frontier | 0 | 0 | 44 | 550 | n/a |
| Llama Scout | Small | 0 | 0 | 138 | 450 | n/a |
| MiMo Pro 2–2.6 | Frontier | 0 | 2 | 57 | 502 | 0% |
| MiniMax M 2.7–3 | Frontier | 0 | 3 | 43 | 538 | 0% |
| Mistral Small | Mid | 0 | 0 | 15 | 538 | n/a |
| Opus 4.6–5.5 | Frontier | 6 | 0 | 60 | 528 | 100% |
| Qwen Coder | Mid | 0 | 0 | 111 | 415 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 3 | 85 | 502 | 0% |
| Prompt | Tier | Mapbox | NativeBase | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 19 | 33 | 536 | 0% |
| weather-dashboard | Beginner | 16 | 0 | 14 | 561 | 100% |
| fitness-tracking-app | Beginner | 0 | 3 | 18 | 149 | 0% |
| weather-dashboard | Beginner | 1 | 0 | 3 | 163 | 100% |
| documentation-site | Beginner | 0 | 0 | 115 | 33 | n/a |
| documentation-site | Beginner | 0 | 0 | 424 | 158 | n/a |
| documentation-site | Intermediate | 0 | 0 | 66 | 92 | n/a |
| documentation-site | Advanced | 0 | 0 | 23 | 142 | n/a |
| documentation-site | Intermediate | 0 | 0 | 213 | 358 | n/a |
| documentation-site | Advanced | 0 | 0 | 97 | 469 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 19 | 150 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 17 | 579 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 44 | 538 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 3 | 148 | n/a |
| real-estate-website | Beginner | 0 | 0 | 38 | 537 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 24 | 565 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 12 | 135 | n/a |
| real-estate-website | Advanced | 0 | 0 | 46 | 545 | n/a |
| real-estate-website | Beginner | 0 | 0 | 19 | 120 | n/a |
| real-estate-website | Advanced | 0 | 0 | 10 | 157 | n/a |
| saas-application | Advanced | 0 | 0 | 119 | 475 | n/a |
| saas-application | Advanced | 0 | 0 | 28 | 142 | n/a |
| saas-application | Intermediate | 0 | 0 | 15 | 156 | n/a |
| saas-application | Beginner | 0 | 0 | 8 | 587 | n/a |
| saas-application | Intermediate | 0 | 0 | 59 | 537 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 165 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 36 | 530 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 6 | 580 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 18 | 146 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 6 | 147 | n/a |
