| Metric | Value |
|---|---|
| Google BigQuery wins | 74 |
| Looker wins | 82 |
| Abstains (no tool) | 459 |
| Other tool chosen | 7350 |
| Decisive cases | 156 |
| Google BigQuery win rate (unweighted) | 47.4% |
| 95% CI | 39.8% - 55.2% |
| Google BigQuery win rate (weighted) | 47.4% |
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| Model | Tier | Google BigQuery | Looker | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek R1 0528 | Frontier | 8 | 27 | 149 | 234 | 23% |
| MiMo V2 Pro | Frontier | 3 | 24 | 25 | 278 | 11% |
| Llama 4 Maverick | Frontier | 23 | 0 | 0 | 396 | 100% |
| GPT 5.3 Codex | Frontier | 19 | 3 | 1 | 396 | 86% |
| Llama 4 Scout | Small | 0 | 16 | 25 | 377 | 0% |
| Qwen3 Coder Next | Mid | 7 | 5 | 5 | 403 | 58% |
| GPT 5.4 Mini | Mid | 4 | 0 | 7 | 408 | 100% |
| GPT 5.5 | Frontier | 4 | 0 | 1 | 82 | 100% |
| Gemini 2.5 Flash | Small | 0 | 4 | 22 | 301 | 0% |
| MiMo V2.5 Pro | Frontier | 2 | 1 | 11 | 76 | 67% |
| Gemini 2.5 Pro | Frontier | 2 | 0 | 26 | 388 | 100% |
| GPT 5.4 | Frontier | 2 | 0 | 0 | 325 | 100% |
| MiniMax M2.7 | Frontier | 0 | 2 | 36 | 281 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 5 | 401 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 1 | 329 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 89 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 419 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 27 | 300 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 4 | 84 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 15 | 74 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 0 | 403 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 90 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 65 | 265 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 1 | 89 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 23 | 288 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 3 | 87 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 3 | 87 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 3 | 400 | n/a |
| Prompt | Tier | Google BigQuery | Looker | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 10 | 51 | 16 | 429 | 16% |
| multi-tenant-crm | Advanced | 39 | 5 | 37 | 455 | 89% |
| ai-revenue-ops-copilot | Beginner | 0 | 25 | 5 | 490 | 0% |
| fitness-tracking-app | Advanced | 17 | 1 | 13 | 495 | 94% |
| url-shortener | Advanced | 8 | 0 | 5 | 519 | 100% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 3 | 526 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 16 | 521 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 535 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 47 | 487 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 34 | 496 | n/a |
| saas-application | Beginner | 0 | 0 | 16 | 521 | n/a |
| saas-application | Intermediate | 0 | 0 | 52 | 483 | n/a |
| saas-application | Advanced | 0 | 0 | 30 | 506 | n/a |
| url-shortener | Beginner | 0 | 0 | 109 | 427 | n/a |
| url-shortener | Intermediate | 0 | 0 | 75 | 460 | n/a |
