Subcategory · AI Citation Index
Data Catalog
Data catalog market shows volatile citation scores and zero shortlist consensus; Microsoft Purview leads but is dropping 16 points.
0 discovery queries · refreshed Aug 18, 2026
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Brands to know
In this category
Microsoft Purview
Scores 58, the highest in the set, but falling 16 points. Purview benefits from Microsoft's enterprise data-governance umbrella yet shows declining citation momentum.
Read brand profile →Accessibility Cloud
Scores 47, second-ranked despite unclear product-market fit for traditional data cataloging. Name collision with accessibility-tech domains may inflate or dilute citations.
Read brand profile →Atlan
Scores 10, well behind leaders. Atlan markets a modern data workspace but lacks citation traction in LLM-generated recommendations.
Read brand profile →Alation
Null score despite being a category pioneer. Zero citations suggest either data-collection gaps or an AI-visibility problem for a brand once synonymous with data catalogs.
Read brand profile →Collibra
Also null. Collibra's governance-platform positioning may push it outside narrow 'catalog' queries, or its documentation is under-indexed by foundation models.
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