| Metric | Value |
|---|---|
| Snowplow wins | 35 |
| dbt wins | 51 |
| Abstains (no tool) | 459 |
| Other tool chosen | 7420 |
| Decisive cases | 86 |
| Snowplow win rate (unweighted) | 40.7% |
| 95% CI | 30.9% - 51.3% |
| Snowplow win rate (weighted) | 40.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Snowplow | dbt | None | Other | A rate |
|---|---|---|---|---|---|---|
| Mistral Small 4 | Mid | 31 | 1 | 3 | 368 | 97% |
| Gemini 2.5 Pro | Frontier | 0 | 15 | 26 | 375 | 0% |
| GPT 5.4 | Frontier | 0 | 14 | 0 | 313 | 0% |
| Claude Opus 4.8 | Frontier | 0 | 5 | 0 | 84 | 0% |
| MiniMax M2.7 | Frontier | 0 | 4 | 36 | 279 | 0% |
| Kimi K2.7 Code | Frontier | 1 | 2 | 3 | 84 | 33% |
| Kimi K2.5 | Frontier | 0 | 3 | 23 | 285 | 0% |
| MiMo V2.5 Pro | Frontier | 0 | 3 | 11 | 76 | 0% |
| GPT 5.3 Codex | Frontier | 0 | 2 | 1 | 416 | 0% |
| DeepSeek V3.2 | Mid | 1 | 0 | 27 | 299 | 100% |
| Devstral 2 2512 | Mid | 1 | 0 | 0 | 402 | 100% |
| MiMo V2 Pro | Frontier | 1 | 0 | 25 | 304 | 100% |
| DeepSeek V4 Flash | Mid | 0 | 1 | 4 | 83 | 0% |
| GLM 5.2 | Frontier | 0 | 1 | 1 | 88 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 5 | 401 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 1 | 329 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 419 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 149 | 269 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 15 | 74 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 22 | 305 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 90 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 65 | 265 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 7 | 412 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 1 | 86 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 0 | 419 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 25 | 393 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 3 | 87 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 5 | 415 | n/a |
| Prompt | Tier | Snowplow | dbt | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Advanced | 21 | 27 | 13 | 465 | 44% |
| ai-revenue-ops-copilot | Advanced | 0 | 20 | 16 | 470 | 0% |
| url-shortener | Advanced | 11 | 0 | 5 | 516 | 100% |
| multi-tenant-crm | Advanced | 0 | 4 | 37 | 495 | 0% |
| saas-application | Advanced | 1 | 0 | 30 | 505 | 100% |
| url-shortener | Beginner | 1 | 0 | 109 | 426 | 100% |
| url-shortener | Intermediate | 1 | 0 | 75 | 459 | 100% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 3 | 526 | n/a |
| ai-revenue-ops-copilot | Beginner | 0 | 0 | 5 | 515 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 16 | 521 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 535 | 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 | Intermediate | 0 | 0 | 52 | 483 | n/a |
