| Metric | Value |
|---|---|
| Segment wins | 185 |
| Snowflake wins | 182 |
| Abstains (no tool) | 364 |
| Other tool chosen | 5183 |
| Decisive cases | 367 |
| Segment win rate (unweighted) | 50.4% |
| 95% CI | 45.3% - 55.5% |
| Segment win rate (weighted) | 50.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Segment | Snowflake | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 27 | 24 | 0 | 262 | 53% |
| Claude Haiku 4.5 | Small | 41 | 0 | 4 | 260 | 100% |
| Gemini 2.5 Flash | Small | 18 | 18 | 21 | 255 | 50% |
| Mistral Small 4 | Mid | 10 | 24 | 2 | 265 | 29% |
| MiMo V2 Pro | Frontier | 18 | 9 | 24 | 264 | 67% |
| GPT 5.4 | Frontier | 10 | 17 | 0 | 285 | 37% |
| GPT 5.3 Codex | Frontier | 0 | 25 | 1 | 288 | 0% |
| GPT 5.4 Mini | Mid | 15 | 7 | 5 | 288 | 68% |
| Llama 4 Scout | Small | 2 | 20 | 20 | 272 | 9% |
| Qwen3 Coder Next | Mid | 9 | 10 | 5 | 291 | 47% |
| MiniMax M2.7 | Frontier | 11 | 5 | 34 | 254 | 69% |
| Gemini 2.5 Pro | Frontier | 4 | 12 | 23 | 273 | 25% |
| DeepSeek V3.2 | Mid | 14 | 1 | 26 | 272 | 93% |
| DeepSeek R1 0528 | Frontier | 3 | 5 | 114 | 191 | 38% |
| Kimi K2.5 | Frontier | 3 | 4 | 22 | 268 | 43% |
| Llama 4 Maverick | Frontier | 0 | 1 | 0 | 313 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 1 | 314 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 314 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 61 | 254 | n/a |
| Prompt | Tier | Segment | Snowflake | None | Other | A rate |
|---|---|---|---|---|---|---|
| multi-tenant-crm | Advanced | 27 | 81 | 31 | 259 | 25% |
| fitness-tracking-app | Advanced | 59 | 42 | 9 | 282 | 58% |
| ai-revenue-ops-copilot | Advanced | 4 | 54 | 14 | 305 | 7% |
| saas-application | Advanced | 57 | 0 | 25 | 316 | 100% |
| ai-revenue-ops-copilot | Intermediate | 15 | 3 | 3 | 371 | 83% |
| url-shortener | Advanced | 11 | 0 | 4 | 380 | 100% |
| saas-application | Intermediate | 9 | 0 | 45 | 343 | 100% |
| ai-revenue-ops-copilot | Beginner | 0 | 2 | 5 | 378 | 0% |
| fitness-tracking-app | Intermediate | 1 | 0 | 12 | 386 | 100% |
| multi-tenant-crm | Beginner | 1 | 0 | 35 | 361 | 100% |
| multi-tenant-crm | Intermediate | 1 | 0 | 28 | 363 | 100% |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 397 | n/a |
| saas-application | Beginner | 0 | 0 | 13 | 386 | n/a |
| url-shortener | Beginner | 0 | 0 | 84 | 314 | n/a |
| url-shortener | Intermediate | 0 | 0 | 55 | 342 | n/a |
