--- title: Predictive Intelligence for Change Management description: The Predictive Intelligence for Change Management capability uses machine-learning algorithms to suggest standard templates, identify similar incidents, and enhance risk assessment for the change. locale: en-US canonical_url: https://www.servicenow.com/docs/r/australia/it-service-management/change-management/change-mgmt-intelligent-solutions.html release: australia product: Change Management classification: change-management topic_type: concept last_updated: "2026-03-12" reading_time_minutes: 2 breadcrumb: [Configure, Change Management, IT Service Management] --- # Predictive Intelligence for Change Management The Predictive Intelligence for Change Management capability uses machine-learning algorithms to suggest standard templates, identify similar incidents, and enhance risk assessment for the change. Predictive Intelligence for Change Management delivers the following benefits: - Enhanced change risk calculation using machine-learning algorithms to assess change risk. - Uses Predictive Intelligence clustering capability to identify and suggest Standard Change templates to create a change. Confirm that you have the admin role to configure the intelligent solution definitions and system properties. Users with itil or sn\_change\_write role view the resulting risk predictions and standard change suggestions on the change request. For the full list of roles installed with Change Management, see [Components installed with ITSM Roles - Change Management](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/australia/it-service-management/change-management/installed-with-cm-itsm-roles.md). ## Roles and access for intelligent solutions Access to the Predictive Intelligence for Change Management capability depends on the action you perform: - Configure solution definitions and system properties: you must have admin privileges. For the configurable properties, see [Intelligent solutions system properties](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/australia/it-service-management/change-management/change-mgmt-intelligentsoln-properties.md). To train the standard change proposal solution, see [Train the clustering solution for standard change proposal](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/australia/it-service-management/change-management/train-std-chg-proposal-soln.md). - View risk predictions and standard change suggestions on a change request: you must have the itil or sn\_change\_write role. ## Solution definitions for Predictive Intelligence for Change Management The Solutions definitions for Predictive Intelligence for Change Management capability are available after you activate the following plugins: - Change Management - Risk Intelligence plugin \(com.snc.change\_management.ml.risk\) - Change Management - Standard Change Template Intelligence plugin \(com.snc.change\_management.ml.sctp\) **Note:** Predictive intelligent for Change Management plugins can be requested through the Now Support Customer Service system. For more information, see [Change Management plugins](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/australia/it-service-management/change-management/change-plugins.md).
| Solution definition | Solution type | Description |
|---|---|---|
| Risk for proposed change | Similarity and Categorization | Provides insight into the potential risk of the change activity and facilitates intelligent approval decisions. The info message puts all the risk related information to easily compare the returned value.This prediction helps in reducing approval friction and time. For example, when risk = low, you can use Change Approval Policies to automatically approve this low risk activity. |
| Standard change candidates | Clustering | Analyzes and suggests opportunities for Standard Change proposal templates that can be used for automatically creating a change. This solution uses similarity and clustering solution type to identify the common fields in the records and make it a template. |