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

IT AI Recommendation Index, October 2026 Edition. Named in 38 judge labels across 3 categories by 12 of 14 models. Page: https://it-ai-index.com/vendors/ataccama-one/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Master data management | 2% | 7 | 8% | 25 |
| Data quality and observability | 0% | 64 | 33% | 9 |
| Data catalogs and governance | 0% | 13 | 0% | 4 |

## What the models said for it

- "If you want enterprise power but manageable scale → Informatica or Ataccama" (MiniMax M2.5, Master data)
- "Other options include Ataccama and data.world, which offer integrated data quality or knowledge-graph approaches without enterprise-tier costs." (Llama 4 Maverick, Data catalogs)
- "Ataccama: best if you want a broader AI-powered data management platform across cloud and hybrid environments." (Perplexity Sonar, Master data)
- "A unified platform that combines data quality, data profiling, and MDM. Excellent if your data is highly chaotic" (Gemini 3.5 Flash, Master data)

## And against it

- "Avoid enterprise tools like Reltio/Ataccama unless budget allows" (Grok 4.1 Fast, Master data)
- "Ataccama | $90,000–$100,000+/year, heavy enterprise focus" (Kimi K2, Data observability)
- "suitable for upper mid-market to enterprise needs, but may be more complex or costly for smaller mid-market firms" (Mistral Small, Master data)
- "Gartner-noted UI/lineage mismatches (extra licensing); better for governance than pure observability." (Grok 4.1 Fast, Data observability)

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