Enterprise Data Catalog & Governance Platforms in AI answers

Data as of Oct 21, 2026Based on 368 AI responsesReviewed by Dimitry Apollonsky

AI summary

Atlan has a clear lead for enterprise data catalogs and governance, especially for automated lineage across data systems. Databricks Unity Catalog is the usual answer for governance across lakehouse and warehouse workloads.

What’s changing · since July

Since July, Atlanrising and OpenMetadatarising were mentioned more often across the market, while Informaticafalling was mentioned less often. For complex-stack lineage, Atlanrising moved into the three most named and Collibrarising became the most named.

Most-mentioned brands

Rank and Mentioned in · since Jul 5

#	Brand	Recommended for	Mentioned in
1	Atlan 96% Automated lineage and collaboration across data systems	Automated lineage and collaboration across data systems	96%
2	Collibra 81% Formal governance workflows, stewardship, and compliance	Formal governance workflows, stewardship, and compliance	81%
3	Alation 71% Steward-curated definitions, glossary workflows, and trusted data discovery	Steward-curated definitions, glossary workflows, and trusted data discovery	71%
4	OpenMetadata 52% Open-source cataloging with automated lineage tracking	Open-source cataloging with automated lineage tracking	52%
5	Informatica 39% Cataloging and lineage for broad, traditional enterprise data ecosystems	Cataloging and lineage for broad, traditional enterprise data ecosystems	39%
6	DataHub · datahub.io 32% Extensible metadata search and customizable cataloging	Extensible metadata search and customizable cataloging	32%
6	Microsoft PurviewMicrosoft product line 30% Cataloging and lineage for Azure-heavy environments	Cataloging and lineage for Azure-heavy environments	30%
8	Microsoft Purview Records ManagementMicrosoft product line 26% Records management within Microsoft Purview	Records management within Microsoft Purview	26%
8	Databricks Unity CatalogDatabricks product line 24% Governance and lineage within Databricks lakehouse and warehouse workloads	Governance and lineage within Databricks lakehouse and warehouse workloads	24%
10	DataHub · datahub.com 20% Extensible metadata search and customizable cataloging	Extensible metadata search and customizable cataloging	20%
11	OpenLineage 10%		10%
11	Microsoft AzureMicrosoft product line 8%		8%
11	Marquez 8%		8%
14	Collibra Data Intelligence CloudCollibra product line 7%		7%
14	Databricks 7%		7%
14	Data.world 7%		7%
14	Snowflake HorizonSnowflake product line 7%		7%
14	SelectStar 6%		6%
14	Snowflake 6%		6%
14	Microsoft 5%		5%
21	OvalEdge 4%		4%
21	Informatica Intelligent Data Management CloudInformatica product line 4%		4%
21	Collibra Data QualityCollibra product line 4%		4%
21	Microsoft LearnMicrosoft product line 4%		4%
21	IBM watsonx Data Intelligence Data LineageIBM product line 4%		4%
21	Apache PolarisApache Software Foundation product line 3%		3%
21	IBM 3%		3%
21	Snowflake AISnowflake product line 3%		3%
21	Acceldata 3%		3%
21	Secoda 3%		3%
21	Ataccama 3%		3%
21	Google Cloud DataplexAlphabet product line 3%		3%
21	Databricks Data Intelligence PlatformDatabricks product line 2%		2%
21	Alation Data CatalogAlation product line 2%		2%
35	Informatica Cloud Data Governance and CatalogInformatica product line 2%		2%
35	Manta 2%		2%
35	dbt 2%		2%
35	AWSAmazon product line 2%		2%
35	Solidatus 2%		2%
35	Monte Carlo Data 2%		2%
35	Microsoft FabricMicrosoft product line 2%		2%
35	IBM WatsonIBM product line 2%		2%
35	AWS GlueAmazon product line 2%		2%
35	Acryldata 1%		1%
35	Google Cloud BigQueryAlphabet product line 1%		1%
35	CastorDoc 1%		1%
35	AWS Lake FormationAmazon product line 1%		1%
35	Microsoft Fabric Community 1%		1%
35	CL:AIRE 1%		1%
35	BigID 1%		1%
35	Tableau AgentSalesforce product line 1%		1%
52	Apache IcebergApache Software Foundation product line 1%		1%
52	Collibra Data CatalogCollibra product line 1%		1%
52	Apache AtlasApache Software Foundation product line 1%		1%
52	Project Nessie 1%		1%
52	Apache GravitinoApache Software Foundation product line 1%		1%
52	Great Expectations 1%		1%
52	Amazon RedshiftAmazon product line 1%		1%
52	Delta Lake 1%		1%
52	Bigeye 1%		1%
52	Coalesce 1%		1%
52	TopQuadrant 1%		1%
52	Ataccama ONEAtaccama product line 1%		1%
52	Dataedo 1%		1%
52	Informatica Axon Data GovernanceInformatica product line 1%		1%
52	Microsoft 365 AppsMicrosoft product line 1%		1%
52	Soda 1%		1%
52	DataGalaxy 1%		1%
52	Google CloudAlphabet product line 1%		1%
52	Apache AirflowApache Software Foundation product line 1%		1%
52	Microsoft Power BIMicrosoft product line 1%		1%
52	Collibra Data GovernanceCollibra product line <1%		<1%
52	Alation Workflow AutomationAlation product line <1%		<1%
52	Ataccama ONE Data Catalog & QualityAtaccama product line <1%		<1%
52	Tabular <1%		<1%
52	PipelineX <1%		<1%
52	Actian <1%		<1%
52	Google Cloud BigLakeAlphabet product line <1%		<1%
52	Immuta <1%		<1%
52	Precisely <1%		<1%
52	IBM watsonx.dataIBM product line <1%		<1%
52	Datatrail <1%		<1%
52	Manta Software <1%		<1%
52	AWS DataZoneAmazon product line <1%		<1%
52	Dremio <1%		<1%
52	LinkedIn <1%		<1%
52	Metaplane <1%		<1%
52	SAP <1%		<1%
52	Spline <1%		<1%
52	Data Pilot <1%		<1%
52	Gudusoft <1%		<1%
52	Google Cloud PlatformAlphabet product line <1%		<1%
52	DvSum <1%		<1%
52	BigQuery Governance <1%		<1%
52	Apache RangerApache Software Foundation product line <1%		<1%
52	dbt Clouddbt product line <1%		<1%
52	Google Cloud Data CatalogAlphabet product line <1%		<1%
52	Allie AI <1%		<1%
52	Fivetran <1%		<1%
52	TableauOwned by Salesforce <1%		<1%

Who leads each AI engine

ChatGPT SearchChatGPT Search: Atlan
Google AI ModeGoogle AI Mode: Atlan

Mentioned in on each engineChatGPT SearchGoogle AI Mode

Widest split: OpenMetadata, 67% on ChatGPT Search and 36% on Google AI Mode.

Mentioned in on each AI engine, by brand
Brand	ChatGPT Search	Google AI Mode
Atlan	98%	93%
Collibra	93%	69%
Alation	75%	67%
OpenMetadata	67%	36%
Informatica	40%	38%
Microsoft Purview	42%	18%
DataHub	40%	24%
Databricks Unity Catalog	21%	26%
Microsoft Purview Records Management	32%	19%
DataHub	22%	18%

Latest insights

Weeks of Aug 10 – Sep 6, 2026 · Since Jul 5

Atlan Gap between platforms: Atlan's Mentioned in is higher on ChatGPT Search than on Google AI Mode in Enterprise Data Catalog & Governance Platforms: 98.3% vs 93%
Collibra Gap between platforms: ChatGPT Search now mentions Collibra 24.1 points more often than Google AI Mode in Enterprise Data Catalog & Governance Platforms, a narrowed gap
OpenMetadata Gap between platforms: ChatGPT Search now mentions OpenMetadata 29.4 points more often than Google AI Mode in Enterprise Data Catalog & Governance Platforms, a widened gap
Microsoft Purview Gap between platforms: The platform gap for Microsoft Purview in Enterprise Data Catalog & Governance Platforms narrowed to 21.8 points, ChatGPT Search ahead
Microsoft Purview Slipping: Microsoft Purview now trails dbt in Enterprise Data Catalog & Governance Platforms, #7 to #6

and 3 more insightssee the ranking

Market map

Mentioned in · since Jul 5

Leading brands by topic

Data catalogs with automated lineageLed byAtlan
Data catalog and governance platformsLed byAtlan

Questions by topic1

Data catalogs with automated lineage
- Which data cataloging tool is the best for automatically discovering and documenting data assets and lineage?
- We are looking for tools to automate data asset documentation and lineage tracking. Can you recommend the best ones for this?
- We are looking for a solution to automatically document our data assets and visualize their origin and transformation paths. Which tools handle this best?
- Looking for a data cataloging tool with automated lineage tracking for a messy, multi-source data warehouse.
- I want to create a central dictionary of our business data. What's the best data catalog tool with automated data lineage tracking?
- Which data catalog platforms integrate column-level lineage from BI models transformation code and streaming pipelines?

Which enterprise data catalogs let stewards approve definitions ownership and quality rules through governed workflows?
I am looking for a "data lineage" tool for tracking data flow across a complex enterprise stack.
Best data governance/catalog for lakehouse + warehouse?
I want to create a single source of truth for all our business data. What's the best enterprise data catalog and governance platform?

Sources AI cites99

55% of citations point at the ranked brands’ own sites. puppygraph.com, youtube.com, ciopages.com are the most-cited sites outside the ranked brands’ own domains.