Leading: Google Analytics (60.2%)
| Metric | Value |
|---|---|
| Snowflake wins | 255 |
| Google Analytics wins | 385 |
| Abstains (no tool) | 460 |
| Other tool chosen | 6867 |
| Decisive cases | 640 |
| Snowflake win rate (unweighted) | 39.8% |
| 95% CI | 36.1% - 43.7% |
| Snowflake win rate (weighted) | 39.8% |
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 | 24 | 181 | 25 | 188 | 12% |
| Devstral 2 2512 | Mid | 31 | 70 | 0 | 287 | 31% |
| Llama 4 Maverick | Frontier | 2 | 51 | 0 | 366 | 4% |
| Qwen3 Coder Next | Mid | 15 | 21 | 5 | 378 | 42% |
| Gemini 2.5 Flash | Small | 18 | 16 | 21 | 257 | 53% |
| GPT 5.3 Codex | Frontier | 32 | 0 | 1 | 386 | 100% |
| Mistral Small 4 | Mid | 31 | 0 | 3 | 368 | 100% |
| MiMo V2 Pro | Frontier | 9 | 13 | 24 | 269 | 41% |
| Gemini 2.5 Pro | Frontier | 16 | 5 | 23 | 372 | 76% |
| GPT 5.4 | Frontier | 16 | 3 | 0 | 293 | 84% |
| MiMo V2.5 Pro | Frontier | 5 | 9 | 13 | 78 | 36% |
| Kimi K2.7 Code | Frontier | 11 | 0 | 3 | 91 | 100% |
| GPT 5.4 Mini | Mid | 8 | 2 | 7 | 402 | 80% |
| DeepSeek R1 0528 | Frontier | 4 | 6 | 150 | 258 | 40% |
| GLM 5.2 | Frontier | 9 | 0 | 1 | 95 | 100% |
| Claude Opus 4.8 | Frontier | 6 | 0 | 0 | 98 | 100% |
| MiniMax M2.7 | Frontier | 5 | 1 | 36 | 262 | 83% |
| DeepSeek V3.2 | Mid | 1 | 4 | 26 | 281 | 20% |
| GPT 5.5 | Frontier | 4 | 0 | 2 | 95 | 100% |
| Kimi K2.5 | Frontier | 4 | 0 | 23 | 273 | 100% |
| DeepSeek V4 Pro | Frontier | 2 | 2 | 18 | 82 | 50% |
| Claude Sonnet 4.6 | Frontier | 1 | 0 | 1 | 418 | 100% |
| MiniMax M3 | Frontier | 1 | 0 | 3 | 101 | 100% |
| Claude Haiku 4.5 | Small | 0 | 1 | 6 | 400 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 1 | 314 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 5 | 98 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 105 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 63 | 252 | n/a |
| Prompt | Tier | Snowflake | Google Analytics | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 119 | 1 | 416 | 0% |
| multi-tenant-crm | Advanced | 109 | 0 | 37 | 390 | 100% |
| ai-revenue-ops-copilot | Advanced | 82 | 0 | 15 | 411 | 100% |
| fitness-tracking-app | Advanced | 56 | 21 | 13 | 435 | 73% |
| url-shortener | Beginner | 0 | 61 | 110 | 364 | 0% |
| fitness-tracking-app | Intermediate | 0 | 50 | 17 | 470 | 0% |
| url-shortener | Advanced | 2 | 35 | 5 | 491 | 5% |
| url-shortener | Intermediate | 0 | 36 | 75 | 425 | 0% |
| multi-tenant-crm | Beginner | 0 | 25 | 47 | 461 | 0% |
| multi-tenant-crm | Intermediate | 0 | 25 | 33 | 473 | 0% |
| saas-application | Beginner | 0 | 7 | 18 | 512 | 0% |
| saas-application | Intermediate | 0 | 6 | 51 | 478 | 0% |
| ai-revenue-ops-copilot | Intermediate | 4 | 0 | 2 | 523 | 100% |
| ai-revenue-ops-copilot | Beginner | 2 | 0 | 5 | 513 | 100% |
| saas-application | Advanced | 0 | 0 | 31 | 505 | n/a |
