| Metric | Value |
|---|---|
| Looker wins | 75 |
| Apache Kafka wins | 96 |
| Abstains (no tool) | 530 |
| Other tool chosen | 6928 |
| Decisive cases | 171 |
| Looker win rate (unweighted) | 43.9% |
| 95% CI | 36.6% - 51.4% |
| Looker win rate (weighted) | 43.9% |
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 | 54 | 9 | 327 | 0% |
| MiMo V2 Pro | Frontier | 24 | 1 | 34 | 331 | 96% |
| DeepSeek R1 0528 | Frontier | 21 | 2 | 148 | 232 | 91% |
| Llama 4 Scout | Small | 17 | 0 | 21 | 366 | 100% |
| Llama 4 Maverick | Frontier | 0 | 16 | 0 | 388 | 0% |
| MiniMax M2.7 | Frontier | 3 | 8 | 52 | 316 | 27% |
| Gemini 2.5 Flash | Small | 4 | 4 | 30 | 349 | 50% |
| Claude Sonnet 4.6 | Frontier | 0 | 7 | 1 | 397 | 0% |
| Qwen3 Coder Next | Mid | 4 | 0 | 8 | 393 | 100% |
| GPT 5.3 Codex | Frontier | 2 | 0 | 10 | 392 | 100% |
| Claude Haiku 4.5 | Small | 0 | 1 | 15 | 378 | 0% |
| DeepSeek V3.2 | Mid | 0 | 1 | 33 | 353 | 0% |
| Gemini 2.5 Pro | Frontier | 0 | 1 | 36 | 363 | 0% |
| Kimi K2.5 | Frontier | 0 | 1 | 33 | 336 | 0% |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 15 | 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 |
| GPT 5.4 | Frontier | 0 | 0 | 2 | 385 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 5 | 400 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 14 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 0 | 15 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 2 | 13 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 15 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 2 | 387 | n/a |
| Prompt | Tier | Looker | Apache Kafka | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 45 | 0 | 14 | 354 | 100% |
| fitness-tracking-app | Advanced | 1 | 39 | 11 | 379 | 3% |
| url-shortener | Advanced | 0 | 32 | 4 | 398 | 0% |
| ai-revenue-ops-copilot | Beginner | 23 | 0 | 5 | 394 | 100% |
| multi-tenant-crm | Advanced | 4 | 10 | 33 | 390 | 29% |
| fitness-tracking-app | Advanced | 0 | 13 | 3 | 77 | 0% |
| multi-tenant-crm | Advanced | 2 | 0 | 5 | 88 | 100% |
| url-shortener | Advanced | 0 | 2 | 4 | 89 | 0% |
| 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 | 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 |
