| Metric | Value |
|---|---|
| Looker wins | 69 |
| Apache Kafka wins | 75 |
| Abstains (no tool) | 364 |
| Other tool chosen | 5406 |
| Decisive cases | 144 |
| Looker win rate (unweighted) | 47.9% |
| 95% CI | 39.9% - 56.0% |
| Looker win rate (weighted) | 47.9% |
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 | 47 | 1 | 267 | 0% |
| MiMo V2 Pro | Frontier | 24 | 1 | 24 | 266 | 96% |
| DeepSeek R1 0528 | Frontier | 19 | 1 | 114 | 179 | 95% |
| Llama 4 Scout | Small | 15 | 0 | 20 | 279 | 100% |
| Llama 4 Maverick | Frontier | 0 | 10 | 0 | 304 | 0% |
| MiniMax M2.7 | Frontier | 2 | 6 | 34 | 262 | 25% |
| Gemini 2.5 Flash | Small | 3 | 4 | 21 | 284 | 43% |
| Qwen3 Coder Next | Mid | 4 | 0 | 5 | 306 | 100% |
| Claude Sonnet 4.6 | Frontier | 0 | 4 | 1 | 310 | 0% |
| GPT 5.3 Codex | Frontier | 2 | 0 | 1 | 311 | 100% |
| Gemini 2.5 Pro | Frontier | 0 | 1 | 23 | 288 | 0% |
| Kimi K2.5 | Frontier | 0 | 1 | 22 | 274 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 4 | 301 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 26 | 287 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 0 | 313 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 61 | 254 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 312 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 5 | 310 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 2 | 299 | n/a |
| Prompt | Tier | Looker | Apache Kafka | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 41 | 0 | 14 | 322 | 100% |
| fitness-tracking-app | Advanced | 1 | 35 | 9 | 347 | 3% |
| url-shortener | Advanced | 0 | 30 | 4 | 361 | 0% |
| ai-revenue-ops-copilot | Beginner | 23 | 0 | 5 | 357 | 100% |
| multi-tenant-crm | Advanced | 4 | 10 | 31 | 353 | 29% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 3 | 389 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 12 | 387 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 397 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 35 | 362 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 28 | 364 | n/a |
| saas-application | Beginner | 0 | 0 | 13 | 386 | n/a |
| saas-application | Intermediate | 0 | 0 | 45 | 352 | n/a |
| saas-application | Advanced | 0 | 0 | 25 | 373 | n/a |
| url-shortener | Beginner | 0 | 0 | 84 | 314 | n/a |
| url-shortener | Intermediate | 0 | 0 | 55 | 342 | n/a |
