| Metric | Value |
|---|---|
| Looker wins | 95 |
| Apache Kafka wins | 119 |
| Abstains (no tool) | 748 |
| Other tool chosen | 9826 |
| Decisive cases | 214 |
| Looker win rate (unweighted) | 44.4% |
| 95% CI | 37.9% - 51.1% |
| Looker win rate (weighted) | 44.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Looker | Apache Kafka | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 3 | 47 | 512 | 0% |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 0 | 19 | 115 | n/a |
| DeepSeek R1 | Frontier | 31 | 2 | 205 | 327 | 94% |
| Devstral | Mid | 0 | 0 | 6 | 529 | n/a |
| Gemini Flash 2.5–3.8 | Small | 4 | 4 | 35 | 522 | 50% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 1 | 1 | 48 | 512 | 50% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 91 | 477 | n/a |
| GPT 5.4–6 Astra | Frontier | 0 | 0 | 12 | 547 | n/a |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 3 | 0 | 18 | 546 | 100% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 0 | 11 | 554 | n/a |
| Haiku | Small | 0 | 1 | 24 | 528 | 0% |
| Kimi 2.5–3 | Frontier | 0 | 1 | 42 | 505 | 0% |
| Llama Maverick | Frontier | 1 | 27 | 0 | 539 | 4% |
| Llama Scout | Small | 19 | 0 | 29 | 518 | 100% |
| MiMo Pro 2–2.6 | Frontier | 26 | 3 | 55 | 481 | 90% |
| MiniMax M 2.7–3 | Frontier | 3 | 9 | 68 | 477 | 25% |
| Mistral Small | Mid | 0 | 1 | 3 | 545 | 0% |
| Opus 4.6–5.5 | Frontier | 0 | 57 | 17 | 493 | 0% |
| Qwen Coder | Mid | 7 | 1 | 8 | 550 | 88% |
| Sonnet 4.6–5.5 | Frontier | 0 | 9 | 10 | 549 | 0% |
| Prompt | Tier | Looker | Apache Kafka | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 56 | 0 | 16 | 492 | 100% |
| fitness-tracking-app | Advanced | 1 | 49 | 15 | 516 | 2% |
| url-shortener | Advanced | 0 | 32 | 5 | 554 | 0% |
| ai-revenue-ops-copilot | Beginner | 29 | 0 | 5 | 546 | 100% |
| fitness-tracking-app | Advanced | 0 | 23 | 3 | 143 | 0% |
| multi-tenant-crm | Advanced | 6 | 10 | 38 | 541 | 38% |
| url-shortener | Advanced | 0 | 5 | 5 | 141 | 0% |
| multi-tenant-crm | Advanced | 3 | 0 | 8 | 159 | 100% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 3 | 584 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 594 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 19 | 577 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 20 | 132 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 2 | 168 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 31 | 137 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 57 | 535 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 25 | 127 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 37 | 552 | n/a |
| saas-application | Advanced | 0 | 0 | 33 | 562 | n/a |
| saas-application | Advanced | 0 | 0 | 9 | 161 | n/a |
| saas-application | Intermediate | 0 | 0 | 7 | 164 | n/a |
| saas-application | Beginner | 0 | 0 | 18 | 578 | n/a |
| saas-application | Intermediate | 0 | 0 | 57 | 537 | n/a |
| saas-application | Beginner | 0 | 0 | 6 | 163 | n/a |
| url-shortener | Intermediate | 0 | 0 | 85 | 509 | n/a |
| url-shortener | Beginner | 0 | 0 | 62 | 90 | n/a |
| url-shortener | Beginner | 0 | 0 | 132 | 462 | n/a |
| url-shortener | Intermediate | 0 | 0 | 49 | 102 | n/a |
