Eleven of twelve models named Hightouch first on the direct prompt; seven named Snowflake. Both were named by all twelve models and Hightouch carries 65 labels and Snowflake 60, so the shares are not directly comparable.
Named in six categories this edition.
By Snowflake Inc., San Mateo, United States, founded 2012. Named in four 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 warehouse and reverse ETL for marketing page.
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. Three of three in this category shown.
“Both Census and Hightouch excel at the "reverse" direction but require separate solutions... This fragmentation increases complexity and maintenance burden.” Claude Haiku 4.5 · negative prompt · soft negative
“Hightouch (Caution on Scaled Pricing) ... pricing can quickly scale into the tens of thousands of dollars per year.” Gemini 3.5 Flash · negative prompt · soft negative
“Hightouch is the most commonly recommended starting point — strong destination coverage, good visual builder, and handles enterprise workloads well” MiniMax M2.5 · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Snowflake — bills by credit-hours of uptime; it gets expensive fast and is poor value for small marketing workloads.” DeepSeek V4 Flash · budget prompt · hard negative
“❌ Snowflake: Minimum warehouse costs make it expensive for low-volume marketing analytics” GLM 4.7 FlashX · budget prompt · hard negative
“Avoid for tight budgets: Snowflake/Redshift (higher baseline compute ~$300+/month)” Grok 4.1 Fast · budget prompt · hard negative
“Snowflake: Best for most mid-market B2B companies due to excellent performance with structured data, strong security, and predictable pricing” Mistral Small · paraphrase prompt · first choice
“Warehouse: Google BigQuery (if your web analytics is GA4) OR Snowflake (if you want a neutral cloud platform).” Gemini 3.5 Flash · scale prompt · first choice
“the most common stack is something like BigQuery or Snowflake for storage plus Hightouch or Census for activation” Perplexity Sonar · comparative prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.