# Census: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 108 judge labels across 5 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/census

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 8% | 4 | 16% | 83 |
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 4% | 7 | 0% | 7 |
| [Customer data platforms](https://www.gane.ai/index/gtm/gtm-data/customer-data-platforms/index.md) | 2% | 10 | 20% | 10 |
| [Customer intelligence and data science](https://www.gane.ai/index/gtm/gtm-data/customer-intelligence-and-data-science/index.md) | 0% | 31 | 0% | 5 |
| [Identity resolution](https://www.gane.ai/index/gtm/gtm-data/identity-resolution/index.md) | 0% | 36 | 0% | 3 |

## What the models said for it

- "Commercial platforms like Census and Hightouch deliver faster time-to-value for most SaaS teams in North America." (Claude Haiku 4.5, Warehouse & ETL)
- "Shortlist Hightouch and Fivetran Activations (the product associated with Census)" (GPT-6 Luna, Warehouse & ETL)
- "Choose a tool that offers a self-service interface (like Hightouch or Census)" (GLM 4.7 FlashX, Warehouse & ETL)
- "Census is user-friendly, with a strong UI and good support for B2B use cases" (Mistral Small, Warehouse & ETL)

## And against it

- "avoid Census post-acquisition pricing" (DeepSeek V4 Flash, Warehouse & ETL)
- "Census has been integrated into Fivetran's activation offering, so ask about the current product, roadmap, support, and contract terms rather than evaluating it as an independent vendor." (GPT-6 Luna, Warehouse & ETL)
- "User-friendly but limited depth for complex marketing logic; post-acquisition changes ... have raised concerns about feature bloat or pricing shifts" (Grok 4.20, Warehouse & ETL)
- "Hightouch and Census are better reserved for companies that need advanced activation workflows and can support higher recurring costs." (Perplexity Sonar, Warehouse & ETL)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 3 | 1 | 0 | 5 |
| GPT-5.4 mini | 2 | 2 | 0 | 1 | 5 |
| Gemini 3.5 Flash | 4 | 14 | 5 | 0 | 23 |
| Perplexity Sonar | 0 | 4 | 0 | 2 | 6 |
| Grok 4.20 | 1 | 6 | 1 | 2 | 10 |
| Mistral Small | 3 | 3 | 1 | 0 | 7 |
| DeepSeek V4 Flash | 1 | 3 | 2 | 1 | 7 |
| Llama 4 Maverick | 1 | 2 | 2 | 1 | 6 |
| Qwen 3.7 Flash | 0 | 3 | 1 | 1 | 5 |
| Kimi K2 | 0 | 4 | 1 | 2 | 7 |
| GLM 4.7 FlashX | 2 | 2 | 0 | 1 | 5 |
| MiniMax M2.5 | 0 | 3 | 3 | 1 | 7 |
| GPT-6 Luna | 1 | 3 | 0 | 2 | 6 |
| Muse Glimmer 30B | 0 | 7 | 1 | 1 | 9 |

## Sources returned with these answers

The sites and pages cited by the answers that named Census, from 238 of the 291 answers that named it (only the models that return a source list).

### Domains cited

- hightouch.com: 96
- skyvia.com: 88
- gane.ai/index: 79
- aboutmartech.com: 73
- improvado.io: 71
- datachannel.co: 65
- hevodata.com: 61
- toolradar.com: 59
- leadjourney.io: 51
- g2.com: 50

### Pages cited

- https://skyvia.com/blog/best-reverse-etl-tools: 63
- https://toolradar.com/guides/best-reverse-etl-tools: 54
- https://hevodata.com/etl-tools/reverse-etl: 53
- https://leadjourney.io/blog/best-marketing-data-warehouse: 51
- https://datachannel.co/blogs/top-reverse-etl-tools-2024: 49
- https://aboutmartech.com/blog/reverse-etl-tools: 44
- https://improvado.io/blog/best-reverse-etl-tools: 44
- https://darwinapps.com/blog/9-best-reverse-etl-tools-for-crm-and-ad-platform-sync-in-2026: 43

## The company

Fivetran; https://fivetran.com; United States. From Wikidata, fetched 2026-09-14.

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.