| Metric | Value |
|---|---|
| Tomorrow.io wins | 120 |
| Airbyte wins | 133 |
| Abstains (no tool) | 896 |
| Other tool chosen | 5430 |
| Decisive cases | 253 |
| Tomorrow.io win rate (unweighted) | 47.4% |
| 95% CI | 41.4% - 53.6% |
| Tomorrow.io win rate (weighted) | 47.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Tomorrow.io | Airbyte | None | Other | A rate |
|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | Frontier | 31 | 41 | 14 | 267 | 43% |
| GPT 5.3 Codex | Frontier | 11 | 42 | 17 | 285 | 21% |
| GPT 5.4 | Frontier | 19 | 14 | 22 | 191 | 58% |
| GPT 5.4 Mini | Mid | 18 | 3 | 17 | 271 | 86% |
| MiMo V2 Pro | Frontier | 0 | 15 | 24 | 212 | 0% |
| Gemini 2.5 Pro | Frontier | 9 | 2 | 30 | 314 | 82% |
| MiniMax M2.7 | Frontier | 8 | 1 | 25 | 201 | 89% |
| GPT 5.5 | Frontier | 7 | 0 | 10 | 86 | 100% |
| GLM 5 Turbo | Frontier | 4 | 1 | 142 | 104 | 80% |
| Kimi K2.5 | Frontier | 3 | 2 | 35 | 200 | 60% |
| GLM 5.2 | Frontier | 0 | 4 | 11 | 89 | 0% |
| Gemini 3.5 Flash | Small | 3 | 0 | 35 | 63 | 100% |
| DeepSeek V4 Flash | Mid | 0 | 3 | 14 | 78 | 0% |
| MiMo V2.5 Pro | Frontier | 0 | 3 | 11 | 89 | 0% |
| Claude Opus 4.6 | Frontier | 2 | 0 | 13 | 236 | 100% |
| DeepSeek V3.2 | Mid | 2 | 0 | 26 | 218 | 100% |
| Kimi K2.7 Code | Frontier | 2 | 0 | 10 | 92 | 100% |
| Devstral 2 2512 | Mid | 0 | 2 | 49 | 267 | 0% |
| MiniMax M3 | Frontier | 1 | 0 | 13 | 88 | 100% |
| Claude Haiku 4.5 | Small | 0 | 0 | 18 | 313 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 36 | 67 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 84 | 270 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 32 | 68 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 36 | 210 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 17 | 327 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 30 | 292 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 12 | 310 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 113 | 222 | n/a |
| Prompt | Tier | Tomorrow.io | Airbyte | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Advanced | 76 | 0 | 6 | 433 | 100% |
| ai-revenue-ops-copilot | Advanced | 0 | 66 | 90 | 352 | 0% |
| ai-revenue-ops-copilot | Intermediate | 0 | 64 | 97 | 346 | 0% |
| weather-dashboard | Beginner | 37 | 0 | 0 | 499 | 100% |
| weather-dashboard | Intermediate | 7 | 0 | 1 | 525 | 100% |
| ai-revenue-ops-copilot | Beginner | 0 | 3 | 26 | 465 | 0% |
| full-stack-web-app | Advanced | 0 | 0 | 11 | 97 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 74 | 61 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 35 | 73 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 148 | 377 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 35 | 494 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 112 | 404 | n/a |
| url-shortener | Beginner | 0 | 0 | 125 | 397 | n/a |
| url-shortener | Intermediate | 0 | 0 | 93 | 429 | n/a |
| url-shortener | Advanced | 0 | 0 | 43 | 478 | n/a |