| Metric | Value |
|---|---|
| Snowplow wins | 25 |
| dbt wins | 34 |
| Abstains (no tool) | 364 |
| Other tool chosen | 5491 |
| Decisive cases | 59 |
| Snowplow win rate (unweighted) | 42.4% |
| 95% CI | 30.6% - 55.1% |
| Snowplow win rate (weighted) | 42.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Snowplow | dbt | None | Other | A rate |
|---|---|---|---|---|---|---|
| Mistral Small 4 | Mid | 22 | 1 | 2 | 276 | 96% |
| GPT 5.4 | Frontier | 0 | 13 | 0 | 299 | 0% |
| Gemini 2.5 Pro | Frontier | 0 | 12 | 23 | 277 | 0% |
| MiniMax M2.7 | Frontier | 0 | 4 | 34 | 266 | 0% |
| Kimi K2.5 | Frontier | 0 | 3 | 22 | 272 | 0% |
| DeepSeek V3.2 | Mid | 1 | 0 | 26 | 286 | 100% |
| Devstral 2 2512 | Mid | 1 | 0 | 0 | 312 | 100% |
| MiMo V2 Pro | Frontier | 1 | 0 | 24 | 290 | 100% |
| GPT 5.3 Codex | Frontier | 0 | 1 | 1 | 312 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 4 | 301 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 1 | 314 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 314 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 114 | 199 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 21 | 291 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 61 | 254 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 5 | 310 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 0 | 314 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 20 | 294 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 5 | 310 | n/a |
| Prompt | Tier | Snowplow | dbt | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Advanced | 14 | 17 | 9 | 352 | 45% |
| ai-revenue-ops-copilot | Advanced | 0 | 14 | 14 | 349 | 0% |
| url-shortener | Advanced | 10 | 0 | 4 | 381 | 100% |
| multi-tenant-crm | Advanced | 0 | 3 | 31 | 364 | 0% |
| saas-application | Advanced | 1 | 0 | 25 | 372 | 100% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 3 | 389 | n/a |
| ai-revenue-ops-copilot | Beginner | 0 | 0 | 5 | 380 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 397 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 12 | 387 | 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 |
| url-shortener | Beginner | 0 | 0 | 84 | 314 | n/a |
| url-shortener | Intermediate | 0 | 0 | 55 | 342 | n/a |