# Census: how AI models rank it, October 2026

GTM AI Recommendation Index, October 2026 Edition. Named in 102 judge labels across 5 categories by 14 of 14 models. Page: https://gtm-ai-index.com/vendors/census/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data warehouse and reverse ETL for marketing | 11% | 4 | 12% | 80 |
| Customer data platforms | 2% | 6 | 0% | 11 |
| Data management platforms | 0% | 28 | 0% | 6 |
| Identity resolution | 0% | 35 | 0% | 4 |
| Customer intelligence and data science | 0% | 86 | 0% | 1 |

## What the models said for it

- "compare Hightouch with Fivetran Activations (the current Fivetran product incorporating Census reverse-ETL capabilities)" (GPT-6 Luna, Warehouse & ETL)
- "Both industry-leading Reverse ETL platforms offer a permanent free tier of 1 active destination with unlimited syncs/runs." (Gemini 3.5 Flash, Warehouse & ETL)
- "BigQuery + Fivetran + dbt + Census + Looker Studio is the strongest, most cost-effective combination" (DeepSeek V4 Flash, Warehouse & ETL)
- "Similar to Hightouch, focused on activating warehouse data across downstream business apps" (Perplexity Sonar, Warehouse & ETL)

## And against it

- "Don't rush into dedicated reverse ETL tools (especially Census post-acquisition)... this is the one I'd flag most strongly as "be cautious."" (DeepSeek V4 Flash, Warehouse & ETL)
- "Census assumes your data is already clean and modeled... You need a data engineering team or analytics engineer managing warehouse hygiene before Census delivers value." (Claude Haiku 4.5, Warehouse & ETL)
- "Pricing model shift: Moved from flat-fee to consumption-based Monthly Active Rows (MAR), making costs harder to predict" (MiniMax M2.5, Warehouse & ETL)
- ""Users find Fivetran's pricing to be quite expensive, which limits accessibility and flexibility for wider usage."" (Muse Glimmer 30B, Warehouse & ETL)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Data warehouse and reverse ETL for marketing: 5% to 11%, +6. Inside the floor by 5 points · rank 4 of 83, unchanged.
- Customer data platforms: 0% to 2%, +2. Inside the floor by 9 points · rank 14 → 6 of 61.
- Data management platforms: 2% to 0%, −2. Inside the floor by 9 points · rank 13 → 28 of 159.
- Identity resolution: 0% to 0%, ±0. Inside the floor by 11 points · rank 33 → 35 of 140.
- Customer intelligence and data science: 0% to 0%, ±0. Inside the floor by 11 points · rank 43 → 86 of 142.

## The company

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

## Record

- Method: https://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, October 2026 Edition, gtm-ai-index.com.