| Metric | Value |
|---|---|
| Snowflake wins | 209 |
| Segment wins | 249 |
| Abstains (no tool) | 530 |
| Other tool chosen | 6641 |
| Decisive cases | 458 |
| Snowflake win rate (unweighted) | 45.6% |
| 95% CI | 41.1% - 50.2% |
| Snowflake win rate (weighted) | 45.6% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Snowflake | Segment | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 31 | 35 | 3 | 334 | 47% |
| Claude Haiku 4.5 | Small | 0 | 50 | 15 | 329 | 0% |
| Gemini 2.5 Flash | Small | 19 | 30 | 30 | 308 | 39% |
| Mistral Small 4 | Mid | 29 | 14 | 2 | 344 | 67% |
| MiMo V2 Pro | Frontier | 11 | 19 | 34 | 326 | 37% |
| GPT 5.4 Mini | Mid | 8 | 21 | 5 | 371 | 28% |
| GPT 5.3 Codex | Frontier | 28 | 0 | 10 | 366 | 100% |
| GPT 5.4 | Frontier | 17 | 11 | 2 | 357 | 61% |
| Llama 4 Scout | Small | 22 | 2 | 21 | 359 | 92% |
| Qwen3 Coder Next | Mid | 12 | 11 | 8 | 374 | 52% |
| MiniMax M2.7 | Frontier | 6 | 15 | 52 | 306 | 29% |
| Gemini 2.5 Pro | Frontier | 13 | 7 | 36 | 344 | 65% |
| DeepSeek V3.2 | Mid | 1 | 17 | 33 | 336 | 6% |
| DeepSeek R1 0528 | Frontier | 5 | 5 | 148 | 245 | 50% |
| Claude Sonnet 4.6 | Frontier | 0 | 8 | 1 | 396 | 0% |
| Kimi K2.5 | Frontier | 4 | 3 | 33 | 330 | 57% |
| GLM 5.2 | Frontier | 1 | 0 | 0 | 14 | 100% |
| Kimi K2.7 Code | Frontier | 1 | 0 | 0 | 14 | 100% |
| Llama 4 Maverick | Frontier | 1 | 0 | 0 | 403 | 100% |
| GPT 5.5 | Frontier | 0 | 1 | 0 | 13 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 9 | 381 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 15 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 2 | 13 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 3 | 11 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 15 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 81 | 309 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 2 | 13 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 15 | n/a |
| Prompt | Tier | Snowflake | Segment | None | Other | A rate |
|---|---|---|---|---|---|---|
| multi-tenant-crm | Advanced | 85 | 29 | 33 | 290 | 75% |
| fitness-tracking-app | Advanced | 47 | 63 | 11 | 309 | 43% |
| ai-revenue-ops-copilot | Advanced | 59 | 4 | 14 | 336 | 94% |
| saas-application | Advanced | 0 | 63 | 26 | 348 | 0% |
| fitness-tracking-app | Advanced | 12 | 14 | 3 | 64 | 46% |
| ai-revenue-ops-copilot | Intermediate | 3 | 16 | 3 | 409 | 16% |
| saas-application | Advanced | 0 | 17 | 6 | 72 | 0% |
| saas-application | Intermediate | 0 | 11 | 47 | 378 | 0% |
| url-shortener | Advanced | 0 | 11 | 4 | 419 | 0% |
| saas-application | Intermediate | 0 | 7 | 4 | 84 | 0% |
| multi-tenant-crm | Advanced | 1 | 4 | 5 | 85 | 20% |
| saas-application | Beginner | 0 | 3 | 4 | 88 | 0% |
| ai-revenue-ops-copilot | Beginner | 2 | 0 | 5 | 415 | 100% |
| fitness-tracking-app | Intermediate | 0 | 2 | 14 | 422 | 0% |
| fitness-tracking-app | Beginner | 0 | 1 | 1 | 93 | 0% |
| multi-tenant-crm | Intermediate | 0 | 1 | 29 | 401 | 0% |
| multi-tenant-crm | Beginner | 0 | 1 | 38 | 396 | 0% |
| url-shortener | Advanced | 0 | 1 | 4 | 90 | 0% |
| url-shortener | Intermediate | 0 | 1 | 62 | 373 | 0% |
| fitness-tracking-app | Intermediate | 0 | 0 | 10 | 85 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 436 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 16 | 79 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 19 | 76 | n/a |
| saas-application | Beginner | 0 | 0 | 14 | 424 | n/a |
| url-shortener | Intermediate | 0 | 0 | 26 | 68 | n/a |
| url-shortener | Beginner | 0 | 0 | 40 | 55 | n/a |
| url-shortener | Beginner | 0 | 0 | 91 | 346 | n/a |
