| Metric | Value |
|---|---|
| Open-Meteo wins | 61 |
| Firebase wins | 72 |
| Abstains (no tool) | 881 |
| Other tool chosen | 4960 |
| Decisive cases | 133 |
| Open-Meteo win rate (unweighted) | 45.9% |
| 95% CI | 37.6% - 54.3% |
| Open-Meteo win rate (weighted) | 45.9% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Open-Meteo | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 0 | 42 | 55 | 217 | 0% |
| Claude Haiku 4.5 | Small | 38 | 0 | 41 | 227 | 100% |
| Llama 4 Scout | Small | 0 | 15 | 23 | 258 | 0% |
| Gemini 2.5 Flash | Small | 0 | 13 | 52 | 237 | 0% |
| MiniMax M2.7 | Frontier | 8 | 0 | 40 | 242 | 100% |
| Qwen3 Coder Next | Mid | 5 | 1 | 101 | 203 | 83% |
| GLM 5 Turbo | Frontier | 4 | 0 | 168 | 136 | 100% |
| GPT 5.4 | Frontier | 4 | 0 | 38 | 261 | 100% |
| Gemini 2.5 Pro | Frontier | 1 | 0 | 33 | 288 | 100% |
| GPT 5.3 Codex | Frontier | 1 | 0 | 22 | 299 | 100% |
| DeepSeek R1 0528 | Frontier | 0 | 1 | 80 | 242 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 17 | 291 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 6 | 9 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 12 | 311 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 36 | 266 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 3 | 11 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 6 | 8 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 5 | 10 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 2 | 13 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 21 | 269 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 1 | 14 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 51 | 241 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 2 | 13 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 16 | 306 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 38 | 270 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 2 | 13 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 3 | 12 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 7 | 293 | n/a |
| Prompt | Tier | Open-Meteo | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| url-shortener | Beginner | 0 | 39 | 99 | 291 | 0% |
| url-shortener | Intermediate | 0 | 32 | 74 | 318 | 0% |
| weather-dashboard | Advanced | 27 | 0 | 4 | 390 | 100% |
| weather-dashboard | Beginner | 25 | 0 | 0 | 413 | 100% |
| weather-dashboard | Intermediate | 5 | 0 | 1 | 429 | 100% |
| weather-dashboard | Intermediate | 3 | 0 | 2 | 90 | 100% |
| weather-dashboard | Advanced | 1 | 0 | 2 | 91 | 100% |
| url-shortener | Advanced | 0 | 1 | 38 | 391 | 0% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 82 | 328 | n/a |
| ai-revenue-ops-copilot | Beginner | 0 | 0 | 24 | 373 | n/a |
| ai-revenue-ops-copilot | Advanced | 0 | 0 | 75 | 336 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 13 | 6 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 5 | 12 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 0 | 16 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 60 | 34 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 118 | 308 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 40 | 54 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 9 | 86 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 32 | 401 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 89 | 330 | n/a |
| url-shortener | Advanced | 0 | 0 | 15 | 78 | n/a |
| url-shortener | Beginner | 0 | 0 | 66 | 29 | n/a |
| url-shortener | Intermediate | 0 | 0 | 33 | 61 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 0 | 95 | n/a |
