Leading: Google BigQuery (57.8%)
| Metric | Value |
|---|---|
| Cube.js wins | 35 |
| Google BigQuery wins | 48 |
| Abstains (no tool) | 364 |
| Other tool chosen | 5467 |
| Decisive cases | 83 |
| Cube.js win rate (unweighted) | 42.2% |
| 95% CI | 32.1% - 52.9% |
| Cube.js win rate (weighted) | 42.2% |
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| Model | Tier | Cube.js | Google BigQuery | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 2.5 Pro | Frontier | 17 | 2 | 23 | 270 | 89% |
| Llama 4 Maverick | Frontier | 0 | 16 | 0 | 298 | 0% |
| GPT 5.3 Codex | Frontier | 0 | 12 | 1 | 301 | 0% |
| MiniMax M2.7 | Frontier | 8 | 0 | 34 | 262 | 100% |
| Mistral Small 4 | Mid | 8 | 0 | 2 | 291 | 100% |
| Qwen3 Coder Next | Mid | 0 | 6 | 5 | 304 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 5 | 114 | 194 | 0% |
| GPT 5.4 Mini | Mid | 0 | 3 | 5 | 307 | 0% |
| Kimi K2.5 | Frontier | 2 | 0 | 22 | 273 | 100% |
| GPT 5.4 | Frontier | 0 | 2 | 0 | 310 | 0% |
| MiMo V2 Pro | Frontier | 0 | 2 | 24 | 289 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 4 | 301 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 1 | 314 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 314 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 26 | 287 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 0 | 313 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 21 | 291 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 61 | 254 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 20 | 294 | n/a |
| Prompt | Tier | Cube.js | Google BigQuery | None | Other | A rate |
|---|---|---|---|---|---|---|
| multi-tenant-crm | Advanced | 23 | 28 | 31 | 316 | 45% |
| fitness-tracking-app | Advanced | 0 | 9 | 9 | 374 | 0% |
| multi-tenant-crm | Intermediate | 7 | 0 | 28 | 357 | 100% |
| ai-revenue-ops-copilot | Advanced | 0 | 6 | 14 | 357 | 0% |
| url-shortener | Advanced | 0 | 5 | 4 | 386 | 0% |
| ai-revenue-ops-copilot | Beginner | 3 | 0 | 5 | 377 | 100% |
| fitness-tracking-app | Intermediate | 1 | 0 | 12 | 386 | 100% |
| saas-application | Intermediate | 1 | 0 | 45 | 351 | 100% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 3 | 389 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 397 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 35 | 362 | n/a |
| saas-application | Beginner | 0 | 0 | 13 | 386 | n/a |
| saas-application | Advanced | 0 | 0 | 25 | 373 | n/a |
| url-shortener | Beginner | 0 | 0 | 84 | 314 | n/a |
| url-shortener | Intermediate | 0 | 0 | 55 | 342 | n/a |