| Metric | Value |
|---|---|
| Looker wins | 84 |
| Apache Kafka wins | 86 |
| Abstains (no tool) | 460 |
| Other tool chosen | 7337 |
| Decisive cases | 170 |
| Looker win rate (unweighted) | 49.4% |
| 95% CI | 42.0% - 56.9% |
| Looker win rate (weighted) | 49.4% |
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 | 48 | 1 | 266 | 0% |
| DeepSeek R1 0528 | Frontier | 28 | 1 | 150 | 239 | 97% |
| MiMo V2 Pro | Frontier | 24 | 1 | 24 | 266 | 96% |
| Llama 4 Maverick | Frontier | 0 | 17 | 0 | 402 | 0% |
| Llama 4 Scout | Small | 15 | 0 | 25 | 378 | 100% |
| Gemini 2.5 Flash | Small | 4 | 4 | 21 | 283 | 50% |
| MiniMax M2.7 | Frontier | 2 | 6 | 36 | 260 | 25% |
| Qwen3 Coder Next | Mid | 5 | 0 | 5 | 409 | 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 | 2 | 1 | 13 | 89 | 67% |
| Gemini 2.5 Pro | Frontier | 1 | 1 | 23 | 391 | 50% |
| DeepSeek V4 Flash | Mid | 0 | 2 | 5 | 96 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 6 | 401 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 104 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 26 | 286 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 18 | 86 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 0 | 388 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 105 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 63 | 252 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 1 | 104 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 312 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 7 | 412 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 2 | 99 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 23 | 277 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 3 | 102 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 3 | 102 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 3 | 399 | n/a |
| Prompt | Tier | Looker | Apache Kafka | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 52 | 0 | 15 | 441 | 100% |
| fitness-tracking-app | Advanced | 1 | 46 | 13 | 465 | 2% |
| url-shortener | Advanced | 0 | 30 | 5 | 498 | 0% |
| ai-revenue-ops-copilot | Beginner | 26 | 0 | 5 | 489 | 100% |
| multi-tenant-crm | Advanced | 5 | 10 | 37 | 484 | 33% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 2 | 527 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 535 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 17 | 520 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 47 | 486 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 33 | 498 | n/a |
| saas-application | Beginner | 0 | 0 | 18 | 519 | n/a |
| saas-application | Advanced | 0 | 0 | 31 | 505 | n/a |
| saas-application | Intermediate | 0 | 0 | 51 | 484 | n/a |
| url-shortener | Beginner | 0 | 0 | 110 | 425 | n/a |
| url-shortener | Intermediate | 0 | 0 | 75 | 461 | n/a |
