| Metric | Value |
|---|---|
| Cube.js wins | 51 |
| dbt wins | 53 |
| Abstains (no tool) | 460 |
| Other tool chosen | 7403 |
| Decisive cases | 104 |
| Cube.js win rate (unweighted) | 49.0% |
| 95% CI | 39.6% - 58.5% |
| Cube.js win rate (weighted) | 49.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Cube.js | dbt | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 2.5 Pro | Frontier | 25 | 15 | 23 | 353 | 63% |
| GPT 5.4 | Frontier | 0 | 14 | 0 | 298 | 0% |
| Mistral Small 4 | Mid | 12 | 1 | 3 | 386 | 92% |
| MiniMax M2.7 | Frontier | 7 | 4 | 36 | 257 | 64% |
| Claude Opus 4.8 | Frontier | 0 | 6 | 0 | 98 | 0% |
| Kimi K2.5 | Frontier | 2 | 3 | 23 | 272 | 40% |
| DeepSeek V4 Pro | Frontier | 3 | 0 | 18 | 83 | 100% |
| GLM 5.2 | Frontier | 2 | 1 | 1 | 101 | 67% |
| Kimi K2.7 Code | Frontier | 0 | 3 | 3 | 99 | 0% |
| MiMo V2.5 Pro | Frontier | 0 | 3 | 13 | 89 | 0% |
| GPT 5.3 Codex | Frontier | 0 | 2 | 1 | 416 | 0% |
| DeepSeek V4 Flash | Mid | 0 | 1 | 5 | 97 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 6 | 401 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 1 | 314 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 419 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 150 | 268 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 26 | 286 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 0 | 388 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 21 | 291 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 105 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 63 | 252 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 7 | 412 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 2 | 99 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 0 | 419 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 25 | 393 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 24 | 291 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 3 | 102 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 5 | 414 | n/a |
| Prompt | Tier | Cube.js | dbt | None | Other | A rate |
|---|---|---|---|---|---|---|
| multi-tenant-crm | Advanced | 35 | 4 | 37 | 460 | 90% |
| fitness-tracking-app | Advanced | 0 | 28 | 13 | 484 | 0% |
| ai-revenue-ops-copilot | Advanced | 0 | 21 | 15 | 472 | 0% |
| multi-tenant-crm | Intermediate | 10 | 0 | 33 | 488 | 100% |
| ai-revenue-ops-copilot | Beginner | 4 | 0 | 5 | 511 | 100% |
| fitness-tracking-app | Intermediate | 1 | 0 | 17 | 519 | 100% |
| saas-application | Intermediate | 1 | 0 | 51 | 483 | 100% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 2 | 527 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 535 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 47 | 486 | n/a |
| saas-application | Beginner | 0 | 0 | 18 | 519 | n/a |
| saas-application | Advanced | 0 | 0 | 31 | 505 | n/a |
| url-shortener | Beginner | 0 | 0 | 110 | 425 | n/a |
| url-shortener | Intermediate | 0 | 0 | 75 | 461 | n/a |
| url-shortener | Advanced | 0 | 0 | 5 | 528 | n/a |
