Category
AI data governance software: what they are and who makes them
catalog and control-plane platforms, privacy and security-led platforms, access and policy enforcement, quality, integrity and suite offerings: Collibra, Atlan, Alation through DataGalaxy.
Types of AI data governance software
Catalog and control-plane platforms
Collibra, Atlan and Alation start from a catalog of data assets and extend toward AI oversight. Their pitch is one place where owners, definitions and policies live. They suit organizations with many analysts and a stewardship team, and they need weeks of onboarding before the catalog is trusted.
Privacy and security-led platforms
BigID and Securiti begin with sensitive-data discovery and privacy automation, then add AI checks such as regulation templates and prompt protection. They fit teams where a privacy officer or security lead owns the budget, and data governance is a consequence of risk work.
Access and policy enforcement
Immuta concentrates on who and what may reach a dataset, including AI agents given their own identity. This model suits regulated data where audit evidence of each access matters. It usually sits beside a catalog rather than replacing one, so budget for two tools when both jobs matter.
Quality, integrity and suite offerings
Ataccama ONE and Precisely tie governance to data quality and integrity, while Microsoft Purview extends a productivity and security suite. The common benefit is fewer vendors for teams already invested in the parent stack, at the price of depth in specialist areas.
Facts at a glance
| Tool | Publisher | Based in | Access |
|---|---|---|---|
| Collibra | Collibra | Not verified | Paid |
| Atlan | Atlan Pte. Ltd. | Not verified | Paid + API |
| Alation | Alation Inc. | Not verified | Paid |
| BigID | BigID | Not verified | Paid |
| Securiti | Securiti LLC (acquired by Veeam) | Not verified | Paid |
| Immuta | Immuta Inc. | Not verified | Paid |
| Ataccama ONE | Ataccama | Not verified | Paid |
| Precisely Data Integrity Suite | Precisely | Not verified | Trial + API |
| Microsoft Purview | Microsoft | Not verified | Trial |
| DataGalaxy | DataGalaxy | France | Paid |
