What AI says about Ataccama
Ataccama provides a data management platform called Ataccama ONE that offers modules for data quality, data catalog, data lineage, data observability, master data management, and reference data.
Since Jul 5Updated Nov 10, 2026Based on 5,421 AI answers
Reviewed by Dimitry Apollonsky
2%
of AI answers about Ataccama and its rivals · since Jul 5
Based on 5,421 AI answers
- ChatGPT2%
- Google AI Mode1%
How often AI mentions Ataccama
of AI answers about Ataccama and its rivals
- · ChatGPT switched to GPT-6 Luna
Ataccama products in AI answers
Markets where AI mentions Ataccama
- AI Data Cleaning & Preparation ToolsChatGPTGoogle AI Mode
- Enterprise Data Catalog & Governance PlatformsChatGPT
- Data Observability and Quality PlatformsOutside both engines’ top 25
- Web Scraping & Browser Automation APIsOutside both engines’ top 25
- Enterprise Cloud Storage & Data PlatformsOutside both engines’ top 25
- B2B Sales Intelligence & Data EnrichmentOutside both engines’ top 25
- Business Intelligence & Analytics SoftwareOutside both engines’ top 25
Topics where AI mentions Ataccama
- AI picks mostMentioned in
- Which data cleaning platforms provide human-review queues and auditable change logs before corrected records are written back?on this questionAI picks Tamr and 1 more about as often36%
Excerpts where Ataccama appeared in the AI's answer
Google AI ModeSep 24, 2026, Google AI Mode Alation / Ataccama / OvalEdge (Data Quality & Governance suites) : These integrated data quality platforms combine automated profiling and cleaning policy enforcement with exception management workflows.
ChatGPTSep 12, 2026, ChatGPT Ataccama ONE — strongest for governed pipeline remediation. Ataccama can quarantine or block records that fail quality gates, route the issue to the responsible steward, and log the remediation activity.
- Which AI-powered data cleaning tool is the best for automatically identifying and fixing issues in large, messy datasets?on this questionAI picks OpenRefine most10%
Excerpts where Ataccama appeared in the AI's answer
ChatGPTAug 19, 2026, ChatGPT Ataccama ONE is currently the strongest all-around fit for automatically identifying and fixing data-quality problems.
Google AI ModeJul 18, 2026, Google AI Mode Ataccama ONE: Uses AI for automated data profiling, anomaly detection, and real-time data cleaning, making it strong for large enterprise datasets.
- My goal is to manage our company's master data (customers, products). What's the best Master Data Management (MDM) platform?on this questionAI picks Stibo Systems and 3 more about as often30%
Excerpts where Ataccama appeared in the AI's answer
ChatGPTSep 27, 2026, ChatGPT Informatica, Reltio, Semarchy, Ataccama, SAP, IBM, Stibo Systems, and Profisee
Google AI ModeSep 3, 2026, Google AI Mode Ataccama ONE MDM : Best for teams wanting to combine MDM, data quality, and data governance into a single unified platform.
- Which data governance tools verify the quality and lineage of data in a data lake?on this questionAI picks Collibra most27%
Excerpts where Ataccama appeared in the AI's answer
Google AI ModeOct 4, 2026, Google AI Mode Ataccama — Unifies market-leading data quality management with automated data lineage
ChatGPTSep 18, 2026, ChatGPT Ataccama — Particularly relevant when data quality management is a major requirement alongside governance and cataloging.
- Our customer database is full of duplicate entries with slightly different spellings. Who offers fuzzy logic data deduping software?on this questionAI picks Data Ladder most20%
Excerpts where Ataccama appeared in the AI's answer
- Which enterprise data catalogs let stewards approve definitions ownership and quality rules through governed workflows?on this questionAI picks Atlan and 1 more about as often18%
Excerpts where Ataccama appeared in the AI's answer
ChatGPTJul 30, 2026, ChatGPT Ataccama ONE is particularly attractive when governance and data quality are equally important
Ataccama in AI answers
Which data governance tools verify the quality and lineage of data in a data lake?
Sites AI cites
- Your site34%
- Ataccama – Agentic Data Trust Software | AI built on quality data (opens in a new tab) · 11%Leaves Ataccama out
- Ataccama ONE | Unified Data Trust Platform with Agentic AI | Ataccama (opens in a new tab) · 4%
- 10 ways data stewards can scale with AI agents - Ataccama (opens in a new tab) · 3%
- Best data lineage tools for enterprise data trust | Ataccama (opens in a new tab) · 2%
- Best data lineage tools for enterprise data trust (opens in a new tab) · 2%
- Data Quality Platform: AI-Powered Automation | Ataccama (opens in a new tab) · 2%
- 5 Best data quality tools (and how to find the right one) | Ataccama (opens in a new tab) · 1%
- Agentic Data Quality: Scaling Beyond Rule-Based DQ (opens in a new tab) · 1%
- Ataccama and Snowflake: A Complete Path to AI-Ready Data for Enterprise AI | Ataccama (opens in a new tab) · 1%
- Data quality + data observability: One unified strategy for data trust | Ataccama (opens in a new tab) · 1%Leaves Ataccama out
- Leaves Ataccama out10%
- Best Master Data Management Solutions Reviews 2026 | Gartner Peer Insights (opens in a new tab) · 3%Leaves Ataccama out
- Gartner Magic Quadrant for Master Data Management Solutions (opens in a new tab) · 2%
- Best Data and Analytics Governance Platforms Reviews 2026 | Gartner Peer Insights (opens in a new tab) · 2%Leaves Ataccama out
- Best Master Data Management Solutions Reviews 2025 | Gartner Peer Insights (opens in a new tab) · 2%
- Critical Capabilities for Master Data Management Solutions (opens in a new tab) · 1%
- Best Master Data Management Solutions Reviews 2025 | Gartner Peer Insights (opens in a new tab) · 1%
- Your site8%
- AI Governance and Security :: Ataccama ONE Agentic (opens in a new tab) · 2%
- Publish and Approve Reference Data :: Ataccama ONE Agentic (opens in a new tab) · 2%
- Data Quality Monitoring and Observability :: Ataccama ONE Agentic (opens in a new tab) · 1%Leaves Ataccama out
- Untitled :: Ataccama ONE Agentic (opens in a new tab) · 1%
- Workflows :: Ataccama ONE Agentic (opens in a new tab) · 1%
- Reference Data Lifecycle Management :: Ataccama ONE Agentic (opens in a new tab) · 1%
- Publishing Workflow :: ONE MDM - Ataccama ONE (opens in a new tab) · 1%
- Ataccama 16.2.0 Release Notes :: ONE DQ&C (opens in a new tab) · 1%
- Leaves Ataccama out3%
- Leaves Ataccama out2%
- Data Governance & Catalog Platforms: 8 Vendors Compared | CIOPages (opens in a new tab) · 2%Leaves Ataccama out

