Leading: Google Analytics (60.4%)
| Metric | Value |
|---|---|
| Snowflake wins | 252 |
| Google Analytics wins | 384 |
| Abstains (no tool) | 459 |
| Other tool chosen | 6870 |
| Decisive cases | 636 |
| Snowflake win rate (unweighted) | 39.6% |
| 95% CI | 35.9% - 43.5% |
| Snowflake win rate (weighted) | 39.6% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Snowflake | Google Analytics | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Scout | Small | 23 | 180 | 25 | 190 | 11% |
| Devstral 2 2512 | Mid | 32 | 71 | 0 | 300 | 31% |
| Llama 4 Maverick | Frontier | 2 | 49 | 0 | 368 | 4% |
| Gemini 2.5 Flash | Small | 19 | 17 | 22 | 269 | 53% |
| Qwen3 Coder Next | Mid | 15 | 20 | 5 | 380 | 43% |
| GPT 5.3 Codex | Frontier | 33 | 0 | 1 | 385 | 100% |
| Mistral Small 4 | Mid | 29 | 0 | 3 | 371 | 100% |
| MiMo V2 Pro | Frontier | 10 | 15 | 25 | 280 | 40% |
| Gemini 2.5 Pro | Frontier | 16 | 5 | 26 | 369 | 76% |
| GPT 5.4 | Frontier | 17 | 3 | 0 | 307 | 85% |
| MiMo V2.5 Pro | Frontier | 4 | 8 | 11 | 67 | 33% |
| GPT 5.4 Mini | Mid | 9 | 2 | 7 | 401 | 82% |
| DeepSeek R1 0528 | Frontier | 5 | 6 | 149 | 258 | 45% |
| Kimi K2.7 Code | Frontier | 9 | 0 | 3 | 78 | 100% |
| GLM 5.2 | Frontier | 8 | 0 | 1 | 81 | 100% |
| MiniMax M2.7 | Frontier | 6 | 1 | 36 | 276 | 86% |
| Claude Opus 4.8 | Frontier | 5 | 0 | 0 | 84 | 100% |
| DeepSeek V3.2 | Mid | 1 | 4 | 27 | 295 | 20% |
| Kimi K2.5 | Frontier | 4 | 0 | 23 | 284 | 100% |
| GPT 5.5 | Frontier | 3 | 0 | 1 | 83 | 100% |
| DeepSeek V4 Pro | Frontier | 1 | 2 | 15 | 71 | 33% |
| MiniMax M3 | Frontier | 1 | 0 | 3 | 86 | 100% |
| Claude Haiku 4.5 | Small | 0 | 1 | 5 | 400 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 1 | 329 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 419 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 4 | 84 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 90 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 65 | 265 | n/a |
| Prompt | Tier | Snowflake | Google Analytics | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 121 | 1 | 414 | 0% |
| multi-tenant-crm | Advanced | 108 | 0 | 37 | 391 | 100% |
| ai-revenue-ops-copilot | Advanced | 81 | 0 | 16 | 409 | 100% |
| fitness-tracking-app | Advanced | 56 | 21 | 13 | 436 | 73% |
| url-shortener | Beginner | 0 | 59 | 109 | 368 | 0% |
| fitness-tracking-app | Intermediate | 0 | 51 | 16 | 470 | 0% |
| url-shortener | Intermediate | 0 | 36 | 75 | 424 | 0% |
| url-shortener | Advanced | 2 | 33 | 5 | 492 | 6% |
| multi-tenant-crm | Beginner | 0 | 25 | 47 | 462 | 0% |
| multi-tenant-crm | Intermediate | 0 | 25 | 34 | 471 | 0% |
| saas-application | Beginner | 0 | 7 | 16 | 514 | 0% |
| saas-application | Intermediate | 0 | 6 | 52 | 477 | 0% |
| ai-revenue-ops-copilot | Intermediate | 3 | 0 | 3 | 523 | 100% |
| ai-revenue-ops-copilot | Beginner | 2 | 0 | 5 | 513 | 100% |
| saas-application | Advanced | 0 | 0 | 30 | 506 | n/a |
