Zero of twelve models named Snowflake first on the direct prompt; one named Salesforce Data Cloud. Snowflake was named by ten of the twelve models and Salesforce Data Cloud by nine and Snowflake carries 19 labels and Salesforce Data Cloud 20, so the shares are not directly comparable.
By Snowflake Inc., San Mateo, United States, founded 2012. Named in four categories this edition.
By Salesforce, San Francisco, United States, founded 1999. Named in five categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the data management platforms page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Avoid Snowflake for sensitive data storage until security issues are resolved” Mistral Small · negative prompt · hard negative
“Choose Snowflake if your main goal is to build clean, fast, and secure business reports, dashboards, and standard analytics pipelines.” Gemini 3.5 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“avoid bloated enterprise platforms like Adobe Real-Time CDP or Salesforce Data Cloud” Gemini 3.5 Flash · scale prompt · hard negative
“Avoid enterprise giants like Adobe Real-Time CDP or Salesforce Data Cloud.” Gemini 3.5 Flash · paraphrase prompt · hard negative
“Best for B2B companies already standardized on Salesforce CRM and Marketing Cloud” Claude Haiku 4.5 · direct prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.