# Ataccama ONE: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 13 judge labels across 2 categories by 7 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/ataccama-one

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CRM data quality and deduplication](https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication/index.md) | 0% | 83 | 43% | 7 |
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 0% | 27 | 0% | 6 |

## What the models said for it

- "High Gartner ratings, AI/ML capabilities, good for both technical and business users." (Grok 4.20, CRM data quality)
- "Adds automated monitoring, anomaly detection, master-data management, and governance" (Perplexity Sonar, CRM data quality)
- "Continuous data health monitoring | Monte Carlo, Ataccama, Delpha" (GLM 4.7 FlashX, CRM data quality)
- "uniquely combines data quality and MDM" (DeepSeek V4 Flash, DMP)

## And against it

- "Examples to Avoid: Ataccama ONE, Informatica Data Quality, IBM Data Quality Solutions, SAP Data Services." (GLM 4.7 FlashX, CRM data quality)
- "often expensive, implementation-heavy, and excessive for straightforward CRM deduplication" (Perplexity Sonar, CRM data quality)
- "Overkill if your only concern is CRM data cleanliness" (DeepSeek V4 Flash, CRM data quality)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Ataccama ONE, from 35 of the 36 answers that named it (only the models that return a source list).

### Domains cited

- techrepublic.com: 22
- g2.com: 21
- cognism.com: 15
- findymail.com: 13
- gane.ai/index: 10
- prospeo.io: 9
- integrate.io: 7
- validity.com: 7
- airbyte.com: 6
- capterra.com: 6

### Pages cited

- https://cognism.com/blog/data-quality-management-tools: 15
- https://g2.com/categories/data-quality/f/crm: 15
- https://techrepublic.com/article/best-data-management-software: 13
- https://findymail.com/blog/crm-data-quality: 12
- https://techrepublic.com/article/best-data-cleaning-software: 8
- https://airbyte.com/top-etl-tools-for-sources/choosing-the-right-data-cleaning-tool-a-comprehensive-guide: 6
- https://integrate.io/blog/top-10-data-cleansing-tools: 6
- https://clearout.io/blog/crm-data-cleaning-solutions: 5

## In its own words

What Ataccama ONE's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: A unified data trust platform that combines data quality, data observability, master data management, and data governance into a single AI-powered solution. (https://ataccama.com/)
- For: enterprises (https://ataccama.com/)
- Free plan or trial: custom demo; guided evaluation (https://www.ataccama.com/pricing)
- Customers named: T-Mobile, Lloyds Banking Group, Prudential, Blue Cross Blue Shield, Fifth Third Bank, Judo Bank, SSEN Transmission, Marti Group

## What it publishes

Every page ataccama.com exposes, read 2026-09-29: 10656 addresses. By kind, pages and the last 90 days:

- blog: 162 pages, 14 in the last 90 days, latest 2026-09-28
- case study: 33 pages, 3 in the last 90 days, latest 2026-09-18
- webinar or virtual event: 155 pages, 2 in the last 90 days, latest 2026-09-16
- conference or event: 121 pages, 12 in the last 90 days, latest 2026-10-15
- report or ebook: 101 pages, 6 in the last 90 days, latest 2026-09-15
- comparison: 12 pages, 1 in the last 90 days, latest 2026-07-14
- template or tool: 5 pages, 0 in the last 90 days, latest 2026-06-01
- glossary or explainer: 456 pages, 2 in the last 90 days, latest 2026-07-28
- podcast or video: 1 pages, 0 in the last 90 days, latest 2025-12-10
- news or press: 95 pages, 4 in the last 90 days, latest 2026-09-09
- Recent: 2026-10-15 conference or event: Snowflake world tour new york https://www.ataccama.com/events/snowflake-world-tour-new-york
- Recent: 2026-10-15 conference or event: Gartner uk cdao community executive summit https://www.ataccama.com/events/gartner-uk-cdao-community-executive-summit
- Recent: 2026-10-15 conference or event: The winners circle https://www.ataccama.com/events/the-winners-circle
- Recent: 2026-10-14 conference or event: Data innovation summit mea 2026 https://www.ataccama.com/events/data-innovation-summit-mea-2026
- Recent: 2026-10-13 conference or event: Trust driven medallion architecture https://www.ataccama.com/events/trust-driven-medallion-architecture
- Recent: 2026-09-28 blog: Data enrichment https://www.ataccama.com/blog/data-enrichment

## 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.