Published Nov 12, 2025
Microsoft Purview introduces Classifier Simulation Mode to test custom classifiers on production data before publishing, reducing false positives and improving performance. Available from early 2026, it provides health insights in the compliance portal, allowing admins to monitor, simulate, and optimize classifiers with role-based access control.
Updated December 16, 2025: We have made a minor correction. Thank you for your patience.
Introduction
Microsoft Purview is introducing Classifier Simulation Mode, the first phase of the broader Classifier Health Monitoring Platform. This new capability allows admins to test and validate custom classifiers on production data before publishing. Simulation Mode enables admins to optimize classifier logic before deployment, helping in reducing false positives, scanning latency, and noisy matches. Admins will access simulation controls and classifier health insights directly in the Microsoft Purview compliance portal, making it easier to monitor and improve classifier performance in one centralized location.
This message is associated with Roadmap ID 523201.
When this will happen:
How this affects your organization:
What you can do to prepare:
Compliance considerations:
| Question | Explanation |
|---|---|
| Does the change alter how existing customer data is processed, stored, or accessed? | Classifiers will be simulated on production data, but not published, allowing analysis without altering data classification outcomes. |
| Does the change introduce or significantly modify AI/ML or agent capabilities that interact with or provide access to customer data? | Introduces classifier health monitoring logic that evaluates classifier performance and flags inefficiencies. |
| Does the change modify how admins can monitor, report on, or demonstrate compliance activities? | Adds new health insights and monitoring capabilities for custom classifiers in the compliance portal. |
| Does the change include an admin control and, can it be controlled through Entra ID group membership? | Simulation and publishing options are available to admins; access can be managed via role-based permissions. |