Leading: OpenWeatherMap (72.6%)
| Metric | Value |
|---|---|
| OpenWeatherMap wins | 1624 |
| FastAPI wins | 614 |
| Abstains (no tool) | 1432 |
| Other tool chosen | 5135 |
| Decisive cases | 2238 |
| OpenWeatherMap win rate (unweighted) | 72.6% |
| 95% CI | 70.7% - 74.4% |
| OpenWeatherMap win rate (weighted) | 72.6% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | OpenWeatherMap | FastAPI | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 71 | 45 | 62 | 276 | 61% |
| DeepSeek Pro 4–4 0813 | Frontier | 26 | 6 | 37 | 59 | 81% |
| DeepSeek R1 | Frontier | 68 | 70 | 127 | 207 | 49% |
| Devstral | Mid | 86 | 36 | 75 | 233 | 70% |
| Gemini Flash 2.5–3.8 | Small | 104 | 19 | 108 | 233 | 85% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 69 | 42 | 66 | 296 | 62% |
| GLM 5 Turbo–5.3 | Frontier | 101 | 15 | 198 | 157 | 87% |
| GPT 5.4–6 Astra | Frontier | 67 | 56 | 64 | 280 | 54% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 50 | 57 | 45 | 321 | 47% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 78 | 3 | 37 | 300 | 96% |
| Haiku | Small | 64 | 35 | 62 | 286 | 65% |
| Kimi 2.5–3 | Frontier | 63 | 12 | 78 | 303 | 84% |
| Llama Maverick | Frontier | 118 | 5 | 39 | 305 | 96% |
| Llama Scout | Small | 102 | 3 | 42 | 289 | 97% |
| MiMo Pro 2–2.6 | Frontier | 106 | 29 | 66 | 266 | 79% |
| MiniMax M 2.7–3 | Frontier | 70 | 37 | 63 | 282 | 65% |
| Mistral Small | Mid | 118 | 63 | 17 | 238 | 65% |
| Opus 4.6–5.5 | Frontier | 81 | 32 | 67 | 292 | 72% |
| Qwen Coder | Mid | 113 | 46 | 141 | 151 | 71% |
| Sonnet 4.6–5.5 | Frontier | 69 | 3 | 38 | 361 | 96% |
| Prompt | Tier | OpenWeatherMap | FastAPI | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Intermediate | 492 | 0 | 1 | 99 | 100% |
| weather-dashboard | Beginner | 483 | 0 | 0 | 111 | 100% |
| weather-dashboard | Advanced | 282 | 15 | 6 | 270 | 95% |
| weather-dashboard | Beginner | 163 | 0 | 0 | 5 | 100% |
| ai-revenue-ops-copilot | Advanced | 0 | 138 | 97 | 328 | 0% |
| weather-dashboard | Intermediate | 122 | 0 | 3 | 44 | 100% |
| url-shortener | Advanced | 0 | 122 | 48 | 408 | 0% |
| weather-dashboard | Advanced | 82 | 6 | 4 | 61 | 93% |
| url-shortener | Intermediate | 0 | 70 | 116 | 393 | 0% |
| ai-revenue-ops-copilot | Intermediate | 0 | 62 | 103 | 397 | 0% |
| ai-revenue-ops-copilot | Beginner | 0 | 62 | 27 | 462 | 0% |
| url-shortener | Advanced | 0 | 48 | 22 | 80 | 0% |
| url-shortener | Intermediate | 0 | 27 | 53 | 70 | 0% |
| multi-tenant-crm | Intermediate | 0 | 17 | 135 | 418 | 0% |
| url-shortener | Beginner | 0 | 16 | 153 | 412 | 0% |
| multi-tenant-crm | Intermediate | 0 | 9 | 65 | 77 | 0% |
| url-shortener | Beginner | 0 | 7 | 111 | 33 | 0% |
| multi-tenant-crm | Advanced | 0 | 6 | 37 | 544 | 0% |
| multi-tenant-crm | Advanced | 0 | 5 | 17 | 147 | 0% |
| full-stack-web-app | Advanced | 0 | 3 | 12 | 137 | 0% |
| multi-tenant-crm | Beginner | 0 | 1 | 169 | 410 | 0% |
| full-stack-web-app | Beginner | 0 | 0 | 105 | 70 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 41 | 99 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 107 | 60 | n/a |
