Hightouch vs Census
Eleven of twelve models named Hightouch first on the direct prompt; zero named Census. Both were named by all twelve models and Hightouch carries 65 labels and Census 63, so the shares are not directly comparable.
Named in six categories this edition.
By Fivetran, United States. 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 warehouse and reverse ETL for marketing page.
By framing
HightouchFirst choices, of twelve modelsCensus
Across every category in the September 2026 Edition, Hightouch and Census were named in the same answer 235 times, of the 457 answers naming Hightouch and the 240 naming Census. In those answers Census took the first choice six times and Hightouch 112.
Every model, every framing
| 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 | | | | | | |
Hightouch Census first choice named as an alternative argued againstblank: not namedEach cell is one answer, Hightouch on the left and Census on the right.The direct prompt
Hightouch first, Census an alternative
11 of 12 modelsCensus was named in the answer but not as the choice, or not at all.Neither was named
1 of 12 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Hightouch39%#1 of 17Census12%#3 of 17Hightouch42%#1 of 14Census5%#4 of 14Hightouch44%#1 of 13Census10%#4 of 13What the models said about Hightouch
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
What the models said about Census
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“❌ Census: Requires Enterprise for most features; quote-based pricing” GLM 4.7 FlashX · budget prompt · hard negative
“Both Census and Hightouch excel at the "reverse" direction but require separate solutions for data ingestion, transformation, and real-time replication.” Claude Haiku 4.5 · negative prompt · soft negative
“Why not Census/Fivetran Activations? ... now shifting to consumption-based (MAR) pricing. It's better suited for data engineering-owned pipelines” Kimi K2 · paraphrase prompt · soft negative
“Stick to the current market leaders (Hightouch, Census) which have significant funding” Qwen 3.7 Flash · negative prompt · first choice
“Hightouch and Census are the safest choices for reverse ETL in marketing” Mistral Small · negative 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.