| Metric | Value |
|---|---|
| Google BigQuery wins | 59 |
| Looker wins | 75 |
| Abstains (no tool) | 530 |
| Other tool chosen | 6965 |
| Decisive cases | 134 |
| Google BigQuery win rate (unweighted) | 44.0% |
| 95% CI | 35.9% - 52.5% |
| Google BigQuery win rate (weighted) | 44.0% |
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| Model | Tier | Google BigQuery | Looker | None | Other | A rate |
|---|---|---|---|---|---|---|
| MiMo V2 Pro | Frontier | 4 | 24 | 34 | 328 | 14% |
| DeepSeek R1 0528 | Frontier | 6 | 21 | 148 | 228 | 22% |
| Llama 4 Maverick | Frontier | 18 | 0 | 0 | 386 | 100% |
| GPT 5.3 Codex | Frontier | 16 | 2 | 10 | 376 | 89% |
| Llama 4 Scout | Small | 0 | 17 | 21 | 366 | 0% |
| Qwen3 Coder Next | Mid | 6 | 4 | 8 | 387 | 60% |
| Gemini 2.5 Flash | Small | 0 | 4 | 30 | 353 | 0% |
| GPT 5.4 Mini | Mid | 3 | 0 | 5 | 397 | 100% |
| MiniMax M2.7 | Frontier | 0 | 3 | 52 | 324 | 0% |
| Gemini 2.5 Pro | Frontier | 2 | 0 | 36 | 362 | 100% |
| GPT 5.4 | Frontier | 2 | 0 | 2 | 383 | 100% |
| GPT 5.5 | Frontier | 1 | 0 | 0 | 13 | 100% |
| MiMo V2.5 Pro | Frontier | 1 | 0 | 2 | 12 | 100% |
| Claude Haiku 4.5 | Small | 0 | 0 | 15 | 379 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 9 | 381 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 15 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 404 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 33 | 354 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 2 | 13 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 3 | 11 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 3 | 400 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 15 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 81 | 309 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 15 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 33 | 337 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 0 | 15 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 15 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 2 | 387 | n/a |
| Prompt | Tier | Google BigQuery | Looker | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 7 | 45 | 14 | 347 | 13% |
| multi-tenant-crm | Advanced | 31 | 4 | 33 | 369 | 89% |
| ai-revenue-ops-copilot | Beginner | 0 | 23 | 5 | 394 | 0% |
| fitness-tracking-app | Advanced | 11 | 1 | 11 | 407 | 92% |
| url-shortener | Advanced | 6 | 0 | 4 | 424 | 100% |
| multi-tenant-crm | Advanced | 2 | 2 | 5 | 86 | 50% |
| fitness-tracking-app | Advanced | 2 | 0 | 3 | 88 | 100% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 3 | 428 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 10 | 85 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 94 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 436 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 14 | 424 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 16 | 79 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 19 | 76 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 29 | 402 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 38 | 397 | n/a |
| saas-application | Intermediate | 0 | 0 | 4 | 91 | n/a |
| saas-application | Advanced | 0 | 0 | 6 | 89 | n/a |
| saas-application | Beginner | 0 | 0 | 4 | 91 | n/a |
| saas-application | Intermediate | 0 | 0 | 47 | 389 | n/a |
| saas-application | Beginner | 0 | 0 | 14 | 424 | n/a |
| saas-application | Advanced | 0 | 0 | 26 | 411 | n/a |
| url-shortener | Intermediate | 0 | 0 | 26 | 68 | n/a |
| url-shortener | Advanced | 0 | 0 | 4 | 91 | n/a |
| url-shortener | Beginner | 0 | 0 | 40 | 55 | n/a |
| url-shortener | Intermediate | 0 | 0 | 62 | 374 | n/a |
| url-shortener | Beginner | 0 | 0 | 91 | 346 | n/a |
