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

Gane Index, November 2026 Edition. Named in 47 judge labels across 3 categories by 13 of 14 models. Page: https://www.gane.ai/index/it/vendors/ataccama-one

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 4% | 8 | 7% | 15 |
| [Master data management](https://www.gane.ai/index/it/it-data/master-data-management/index.md) | 0% | 10 | 7% | 29 |
| [Data catalogs and governance](https://www.gane.ai/index/it/it-data/data-catalogs-and-governance/index.md) | 0% | 20 | 0% | 3 |

## What the models said for it

- "Data Quality | Informatica, Ataccama | Talend, Oracle, Precisely" (GLM 4.7 FlashX, Data observability)
- "I recommend starting with Ataccama ONE or Talend Data Fabric." (Grok 4.20, Data observability)
- "🏆 Top Recommendation: Ataccama ONE" (Kimi K2, Data observability)
- "A modern, user-friendly alternative to Informatica that focuses heavily on governance, quality, and cataloging" (Qwen 3.7 Flash, Data observability)

## And against it

- "Consider only when the business needs enterprise-grade master-data management, governance, complex entity matching, or compliance controls" (Perplexity Sonar, Data observability)
- "validate total cost carefully. Complex licensing and potential vendor lock-in" (Perplexity Sonar, Master data)
- "Syniti or Ataccama if your needs are very niche" (Grok 4.20, Master data)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Ataccama ONE, from 118 of the 123 answers that named it (only the models that return a source list).

### Domains cited

- research.isg-one.com: 45
- g2.com: 41
- semarchy.com: 35
- profisee.com: 30
- atrocore.com: 28
- softwareadvice.com: 25
- techrepublic.com: 24
- getorchestra.io: 22
- informatica.com: 20
- ovaledge.com: 20

### Pages cited

- https://semarchy.com/blog/top-master-data-management-solutions-compared: 27
- https://profisee.com/30-best-master-data-management-tools: 23
- https://research.isg-one.com/buyers-guide/analytics_and_data/master_data_management/2024: 20
- https://getorchestra.io/guides/best-master-data-management-tools: 15
- https://research.isg-one.com/buyers-guide/analytics_and_data/data_observability/2024: 14
- https://research.isg-one.com/market-perspectives/isg-buyers-guide-for-master-data-management-classifies-and-rates-software-providers: 14
- https://geopostcodes.com/blog/comparison-master-data-management-tools: 13
- https://atrocore.com/en/blog/best-master-data-management-tools: 12

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