| Metric | Value |
|---|---|
| Looker wins | 82 |
| Apache Kafka wins | 88 |
| Abstains (no tool) | 459 |
| Other tool chosen | 7336 |
| Decisive cases | 170 |
| Looker win rate (unweighted) | 48.2% |
| 95% CI | 40.8% - 55.7% |
| Looker win rate (weighted) | 48.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Looker | Apache Kafka | None | Other | A rate |
|---|---|---|---|---|---|---|
| Claude Opus 4.6 | Frontier | 0 | 49 | 1 | 280 | 0% |
| DeepSeek R1 0528 | Frontier | 27 | 1 | 149 | 241 | 96% |
| MiMo V2 Pro | Frontier | 24 | 1 | 25 | 280 | 96% |
| Llama 4 Scout | Small | 16 | 0 | 25 | 377 | 100% |
| Llama 4 Maverick | Frontier | 0 | 16 | 0 | 403 | 0% |
| MiniMax M2.7 | Frontier | 2 | 7 | 36 | 274 | 22% |
| Gemini 2.5 Flash | Small | 4 | 4 | 22 | 297 | 50% |
| Qwen3 Coder Next | Mid | 5 | 0 | 5 | 410 | 100% |
| Claude Sonnet 4.6 | Frontier | 0 | 5 | 1 | 414 | 0% |
| GPT 5.3 Codex | Frontier | 3 | 0 | 1 | 415 | 100% |
| MiMo V2.5 Pro | Frontier | 1 | 1 | 11 | 77 | 50% |
| DeepSeek V4 Flash | Mid | 0 | 2 | 4 | 82 | 0% |
| Gemini 2.5 Pro | Frontier | 0 | 1 | 26 | 389 | 0% |
| Kimi K2.5 | Frontier | 0 | 1 | 23 | 287 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 5 | 401 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 89 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 27 | 300 | 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 |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 327 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 7 | 412 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 1 | 86 | 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 | Looker | Apache Kafka | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 51 | 0 | 16 | 439 | 100% |
| fitness-tracking-app | Advanced | 1 | 46 | 13 | 466 | 2% |
| url-shortener | Advanced | 0 | 32 | 5 | 495 | 0% |
| ai-revenue-ops-copilot | Beginner | 25 | 0 | 5 | 490 | 100% |
| multi-tenant-crm | Advanced | 5 | 10 | 37 | 484 | 33% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 3 | 526 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 535 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 16 | 521 | 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 | Advanced | 0 | 0 | 30 | 506 | n/a |
| saas-application | Intermediate | 0 | 0 | 52 | 483 | n/a |
| url-shortener | Beginner | 0 | 0 | 109 | 427 | n/a |
| url-shortener | Intermediate | 0 | 0 | 75 | 460 | n/a |
