Last updated: August 2026
AB-650 — Microsoft 365 Certified: AI Services Administrator Associate (beta)
Test your knowledge with official exam-style questions
Questions and options are shuffled each attempt
▶Microsoft 365 Certified: AI Services Administrator Associate (beta) — Practice Set 1: All Questions & Explanations
Full question text, answer options, and explanations for this practice set — a spoiler-free alternative is the interactive quiz above for scored, shuffled practice.
1. You are onboarding a new Microsoft 365 tenant and need the sign-in page and Microsoft 365 app launcher to display the company logo, custom theme colors, and a custom background image. Where should you configure these settings?
- A. Organizational branding in the Microsoft 365 admin center(correct)
- B. Microsoft Purview compliance portal
- C. Microsoft Entra Conditional Access policies
- D. Copilot Control System settings
Explanation: Organizational branding, including logo, company URL, themes, and backgrounds, is configured through the branding settings in the Microsoft 365 admin center (which applies Microsoft Entra ID company branding). Purview handles compliance and data protection, Conditional Access controls authentication requirements, and the Copilot Control System monitors AI usage and adoption — none of these manage visual branding.
2. Your organization acquired a new subsidiary and needs its users to authenticate under a custom domain such as contoso-subsidiary.com instead of the default onmicrosoft.com domain. What must you do before you can assign this domain to user accounts?
- A. Add and verify the domain in Microsoft 365, then configure the required DNS records(correct)
- B. Create a new Microsoft 365 tenant dedicated to the subsidiary
- C. Purchase additional AI services licenses for the subsidiary
- D. Enable Microsoft Entra Password Protection for the subsidiary
Explanation: To use a custom domain, an administrator must add the domain to the tenant and verify ownership (typically via a DNS TXT or MX record), then configure the DNS records required for services such as Exchange Online. A separate tenant is not required for a new domain, licensing is unrelated to domain verification, and Password Protection addresses weak passwords, not domain management.
3. You need to reduce manual license assignment overhead as new employees join departments that all require the same set of Microsoft 365 and Copilot licenses. Which two capabilities can help you achieve this? (Select two.)
- A. Group-based licensing, so licenses are automatically assigned based on group membership(correct)
- B. Pay-as-you-go licensing for AI services where consumption-based billing applies
- C. Manually assigning licenses to each user account one at a time
- D. Configuring a sensitivity label policy
- E. Group-based licensing combined with dynamic group membership rules(correct)
Explanation: Group-based licensing lets administrators assign licenses to a group rather than individual users; combining this with dynamic group membership rules (for example, based on department attribute) means new employees are automatically licensed as soon as they're added to the directory and matched by the rule. Pay-as-you-go licensing addresses billing model, not automatic assignment. Manual per-user assignment is exactly the overhead being avoided. Sensitivity label policies relate to information protection, not licensing.
4. A department accidentally deleted a SharePoint document library containing several months of project files. Leadership wants the ability to restore the data to a point before the deletion occurred, and also wants ongoing protection against future accidental data loss across Exchange, SharePoint, and OneDrive. Which Microsoft 365 capability should you configure and set up?
- A. Microsoft 365 Backup(correct)
- B. Microsoft Purview Data Loss Prevention
- C. Microsoft Entra Identity Protection
- D. Service health notifications
Explanation: Microsoft 365 Backup provides point-in-time backup and restore capability for Exchange, SharePoint, and OneDrive data, allowing recovery from accidental deletions or corruption. Purview DLP prevents sensitive data from leaving the organization but doesn't back up or restore deleted content. Identity Protection addresses risky sign-ins and compromised accounts. Service health notifications alert you to service outages, not data loss.
5. Users in a branch office are reporting slow performance when connecting to Microsoft 365 services. As the administrator, where can you review insights about network paths and connectivity quality between your users and Microsoft 365?
- A. Network connectivity insights in the Microsoft 365 admin center(correct)
- B. Microsoft Entra Privileged Identity Management
- C. Copilot Control System usage reports
- D. Microsoft Purview Data Security Posture Management
Explanation: Network connectivity insights provide visibility into the network paths, ISPs, and connection quality that users experience when reaching Microsoft 365, helping administrators diagnose performance issues. PIM manages privileged role activation, the Copilot Control System reports on AI adoption and usage, and DSPM focuses on AI data security posture — none address general network connectivity diagnostics.
6. You want Copilot in Microsoft Teams meetings to automatically produce a transcript that Copilot can reference to generate meeting summaries. What must you configure to enable this?
- A. Transcription settings for Copilot in Teams meetings(correct)
- B. SharePoint Advanced Management site exclusions
- C. Microsoft Search in SharePoint
- D. Microsoft Graph PowerShell bulk management scripts
Explanation: Copilot in Teams meetings relies on meeting transcription being enabled; administrators configure transcription settings so Copilot can access the transcript to generate summaries and answer questions about the meeting. SharePoint Advanced Management and Search in SharePoint govern SharePoint/OneDrive content indexing for Copilot, not Teams meeting transcription. Graph PowerShell is used for bulk administrative tasks, not meeting configuration.
7. An external vendor needs temporary access to a specific SharePoint site to collaborate on a project, but should not appear as a full employee in the directory or access other internal resources. What is the appropriate way to grant this access?
- A. Invite the vendor as a guest user with access scoped to the required site(correct)
- B. Create a full internal user account with a temporary password
- C. Add the vendor to an administrative unit
- D. Assign the vendor the Global Administrator role temporarily
Explanation: Guest user access through Microsoft Entra B2B collaboration lets external users be invited with scoped access to specific resources, such as a single SharePoint site, without creating a full internal identity. Creating a full internal account overprovisions access for a temporary external collaborator. Administrative units organize management scope for administrators, not external guest permissions. Assigning Global Administrator to an external vendor is a severe security risk and unrelated to the scenario.
8. You want to delegate the ability to reset passwords and manage user accounts for only the Sales department to a departmental IT lead, without granting that lead permissions over the entire tenant. What should you configure?
- A. An administrative unit scoped to the Sales department with the appropriate role assigned(correct)
- B. A Conditional Access policy targeting the Sales department
- C. A sensitivity label policy for the Sales department
- D. A dynamic Microsoft 365 group for Sales
Explanation: Administrative units allow you to restrict an administrator's permissions to a defined subset of the organization, such as a specific department, so a delegated admin can manage users within that scope only. Conditional Access controls authentication conditions, not administrative scope. Sensitivity label policies protect data classification. A dynamic group automates membership but does not by itself delegate administrative permissions.
9. You need to onboard 500 new users from a CSV export of an HR system, creating accounts, assigning licenses, and adding each to the correct department group, without manually clicking through the admin center for each user. Which two approaches support this at scale? (Select two.)
- A. Write and run Microsoft Graph PowerShell scripts against the exported CSV data(correct)
- B. Use the Microsoft Graph PowerShell SDK's bulk cmdlets to iterate through the CSV and create/update objects(correct)
- C. Manually create each user one at a time in the Microsoft 365 admin center
- D. Configure a sensitivity label policy for the CSV file
- E. Enable Microsoft Entra Password Protection
Explanation: Microsoft Graph PowerShell supports scripting and bulk cmdlets that can loop through imported data (such as a CSV) to create users, assign licenses, and manage group membership programmatically, which is essential for large-scale, repeatable administrative operations. Manually creating 500 accounts individually does not scale. A sensitivity label policy classifies and protects documents, not bulk account provisioning. Password Protection blocks weak/banned passwords and is unrelated to bulk onboarding.
10. Your security team wants to ensure that whenever a user is assigned the Exchange Administrator role, that role assignment is time-bound, requires justification, and requires approval rather than being a standing permanent assignment. Which capability should you implement?
- A. Microsoft Entra Privileged Identity Management (PIM)(correct)
- B. Self-service password reset
- C. Administrative units
- D. Microsoft Entra Password Protection
Explanation: Privileged Identity Management (PIM) enables just-in-time, time-bound activation of privileged roles like Exchange Administrator, requiring justification and optionally approval before the role becomes active, reducing standing administrative privilege. SSPR lets users reset their own forgotten passwords. Administrative units scope management boundaries but don't add time-bound approval workflows to role activation. Password Protection blocks weak or banned passwords.
11. Employees frequently call the help desk to reset forgotten passwords, consuming significant support time. Which feature allows users to securely reset their own passwords without administrator involvement?
- A. Self-service password reset (SSPR)(correct)
- B. Microsoft Entra Conditional Access
- C. Attack simulation training
- D. Microsoft Entra ID Protection
Explanation: Self-service password reset (SSPR) allows users to verify their identity through registered authentication methods and reset their own password without contacting the help desk, reducing support overhead. Conditional Access enforces access policies based on signals like location or device. Attack simulation training tests user susceptibility to phishing. ID Protection detects and responds to identity risk, not routine password resets.
12. Your organization wants to require multifactor authentication for all users signing in from outside the corporate network, but not for sign-ins from trusted office locations, and wants this enforced dynamically based on real-time sign-in risk as well. Which capability should you configure?
- A. Microsoft Entra Conditional Access policies, including Microsoft Entra ID Protection and multifactor authentication(correct)
- B. Self-service password reset
- C. Microsoft Entra Password Protection
- D. Administrative units
Explanation: Conditional Access policies let you define conditions such as network location and combine them with signals from Microsoft Entra ID Protection (real-time and aggregate risk detection) to dynamically require multifactor authentication only when needed. SSPR only handles self-service password resets. Password Protection blocks weak/banned passwords, not conditional access enforcement. Administrative units scope delegated administration, not sign-in policy enforcement.
13. Several employees report receiving emails that impersonate the CEO asking for urgent wire transfers. You want to define organization-wide rules that detect and act on this type of impersonation and phishing pattern automatically. Where should you configure this?
- A. Threat policies and rules in Microsoft Defender for Office 365(correct)
- B. Microsoft Purview Data Loss Prevention policies
- C. Microsoft Entra Password Protection
- D. Retention label policies
Explanation: Threat policies in Microsoft Defender for Office 365, including anti-phishing and impersonation protection policies, allow administrators to configure detection and automated response to impersonation and phishing attempts. DLP policies prevent sensitive data exfiltration, not phishing detection. Password Protection blocks weak passwords. Retention label policies govern how long content is kept, unrelated to email threat detection.
14. Your security team wants to measure how susceptible employees are to phishing and provide targeted training to those who fall for simulated attacks. Which capability should you configure?
- A. Attack simulations and training campaigns in Defender for Office 365(correct)
- B. Microsoft Purview Data Security Posture Management
- C. Microsoft Entra Conditional Access
- D. Sensitivity label policies
Explanation: Attack simulation training in Defender for Office 365 lets administrators launch realistic phishing simulations against users and automatically enroll those who fail the simulation into targeted training campaigns. DSPM monitors AI data security posture, not phishing susceptibility. Conditional Access enforces sign-in requirements. Sensitivity label policies classify and protect content, not user training.
15. The compliance team is concerned that Copilot responses could surface sensitive financial data from SharePoint sites that some employees have inappropriate access to, even though the underlying files are not being deliberately shared outside the company. Which Microsoft Purview capability is specifically designed to monitor and secure this kind of AI-related data risk?
- A. Microsoft Purview Data Security Posture Management (DSPM) for AI(correct)
- B. Retention label policies
- C. Microsoft Entra Password Protection
- D. Self-service password reset
Explanation: DSPM for AI is purpose-built to monitor AI interactions (like Copilot prompts and responses) and identify risks such as oversharing or exposure of sensitive data surfaced through AI tools due to overly broad permissions, even without deliberate exfiltration. Retention label policies govern how long content is retained, not AI-specific exposure risk. Password Protection and SSPR relate to authentication and passwords, not AI data risk monitoring.
16. Legal requires that emails related to a specific litigation matter be retained for seven years and cannot be deleted by users during that period, even if a general mailbox retention policy would normally allow deletion after 90 days. What should you configure?
- A. A retention label applied to the relevant content with a seven-year retention period(correct)
- B. A sensitivity label policy
- C. A Conditional Access policy
- D. A DLP policy for Exchange
Explanation: Retention labels (as part of data lifecycle management) can be applied to specific content to enforce a defined retention period, such as seven years for litigation-related items, overriding shorter default policies for that specific content. Sensitivity labels classify and protect content but don't independently control retention duration. Conditional Access governs authentication, not data retention. DLP policies prevent inappropriate sharing of sensitive data, not retention duration.
17. You want to prevent employees from pasting credit card numbers into a Copilot prompt or having Copilot include such data in generated responses, and you want alerts raised when this is attempted. Which type of policy addresses this requirement?
- A. A Microsoft Purview Data Loss Prevention (DLP) policy scoped to include Copilot(correct)
- B. A retention label policy
- C. Microsoft Entra Password Protection
- D. SharePoint Advanced Management site exclusions
Explanation: Purview DLP policies can be scoped to cover Copilot interactions, in addition to Exchange, SharePoint, OneDrive, Teams, and endpoints, to detect sensitive information types like credit card numbers and trigger alerts or block the action. Retention label policies control how long data is kept, not what sensitive data can be entered into prompts. Password Protection blocks weak passwords. SharePoint Advanced Management site exclusions control which sites Copilot can index, not general DLP monitoring.
18. Before rolling out Microsoft 365 Copilot broadly, your organization wants to identify whether files are overshared across the tenant (for example, documents shared with 'Everyone' or via overly broad links) so Copilot doesn't surface content to users who shouldn't see it. What should you do first?
- A. Assess tenant readiness for Copilot, including identifying data oversharing issues(correct)
- B. Enable Copilot in admin centers
- C. Configure video and image generation settings
- D. Manage third-party AI providers
Explanation: Assessing tenant and data readiness for Copilot — including identifying data leaks, oversharing, and compliance issues — is the recommended first step before broad rollout, since Copilot surfaces content based on the requesting user's existing permissions. Enabling Copilot in admin centers and configuring generation settings are rollout configuration steps that come later. Managing third-party AI providers is a separate governance task unrelated to internal data oversharing assessment.
19. Your organization wants Microsoft 365 Copilot Chat to be able to pull in current information from the public internet when answering user questions, in addition to organizational content. Which setting controls this behavior?
- A. Web search settings for Copilot and Microsoft 365 Copilot Chat(correct)
- B. Copilot connectors
- C. Sensitivity label policies
- D. Agent registry settings
Explanation: Web search settings specifically control whether Copilot and Copilot Chat can retrieve and ground responses using public web content in addition to organizational data. Copilot connectors integrate specific external data sources (like a CRM), not general public web search. Sensitivity label policies classify and protect organizational content. The agent registry manages discovery and governance of agents, not web search behavior.
20. You need to control which categories of Copilot experiences roll out to your organization first, such as opting into the Targeted Release preferences before broad general availability rollout. Where do you configure this?
- A. Copilot settings for the tenant, including release preferences(correct)
- B. Microsoft Purview DSPM for AI
- C. Microsoft Entra Agent ID lifecycle workflows
- D. Copilot Control System cost reports
Explanation: Tenant-level Copilot settings include release preferences (such as Targeted Release/early access) along with self-service purchases, admin center integration, AI disclaimers, and generation features, all configured centrally for how Copilot rolls out to the organization. DSPM for AI monitors data risk, not rollout timing. Entra Agent ID manages agent identity lifecycle. Copilot Control System cost reports track spending, not release preferences.
21. Your organization is rolling out autonomous agents built with Microsoft Copilot Studio and wants to ensure agent identities are properly governed. Which two capabilities specifically relate to managing agent identity and access in Microsoft Entra Agent ID? (Select two.)
- A. Managing the lifecycle workflows for agent identities(correct)
- B. Securing agent access using access packages and Conditional Access(correct)
- C. Configuring branding for the Microsoft 365 tenant
- D. Managing mailbox permissions for shared mailboxes
- E. Configuring retention label policies for SharePoint
Explanation: Microsoft Entra Agent ID governs the identity lifecycle of agents (creation, updates, deprovisioning) and lets administrators secure agent access using mechanisms like access packages and Conditional Access, mirroring how human identities are governed. Tenant branding, shared mailbox permissions, and SharePoint retention labels are unrelated to agent identity governance.
22. A department wants to publish a custom-built agent so other employees across the company can discover and install it. Before other users can find and use the agent, what must an administrator do?
- A. Review the request and publish or reject the agent in the agent registry(correct)
- B. Configure a retention label policy for the agent
- C. Add the agent to a sensitivity label policy
- D. Assign the agent a Microsoft 365 license
Explanation: Custom and third-party agents go through a governance process in the agent registry where an administrator reviews the submission and decides whether to publish it for organization-wide discovery or reject it. Retention labels and sensitivity labels apply to content classification and lifecycle, not agent publishing approval. Agents are not assigned Microsoft 365 user licenses in the way human users are.
23. Your compliance team asks you to demonstrate that agents deployed through Agent 365 are not inadvertently accessing or exposing regulated customer data, and to identify any gaps against policy. Which Agent 365 capability directly addresses this requirement?
- A. Evaluating compliance gaps by using Agent 365(correct)
- B. Managing tools in Agent 365
- C. Managing agent owners
- D. Configuring agent settings such as allowed agent types
Explanation: Evaluating compliance gaps using Agent 365 is the capability specifically designed to assess whether deployed agents are operating within policy and regulatory requirements, and to surface where gaps exist. Managing tools controls what capabilities agents can invoke, not compliance evaluation. Managing agent owners assigns accountable individuals but doesn't evaluate compliance. Configuring allowed agent types is a governance setting for what agents can be created, not a compliance assessment activity.
24. Finance leadership wants a monthly view of how much the organization is spending across its various AI services in Microsoft 365, including Copilot and agent-related consumption, to inform budget decisions. Where should you look?
- A. Cost management and monitoring reports for AI services in Microsoft 365(correct)
- B. Microsoft Purview retention label policies
- C. Microsoft Entra Conditional Access policies
- D. SharePoint site permissions reports
Explanation: Cost management and monitoring capabilities for AI services in Microsoft 365 let administrators track and report on spending across Copilot and related AI consumption, which is exactly what finance leadership needs for budgeting. Retention label policies govern data lifecycle, not cost. Conditional Access controls authentication requirements. SharePoint site permissions reports show access control, not spending.
25. You want a single place to see overall adoption trends for Copilot and other AI services across the organization, as well as the health status of those AI services, rather than checking multiple individual admin centers. Which tool should you use?
- A. The Copilot Control System(correct)
- B. Microsoft Purview Data Loss Prevention reports
- C. Microsoft Entra sign-in logs
- D. SharePoint Advanced Management
Explanation: The Copilot Control System is the centralized tool for monitoring usage and adoption trends for AI services across Microsoft 365, as well as service health, giving administrators a unified view instead of checking separate admin centers. DLP reports show data protection events, not adoption or health. Entra sign-in logs track authentication events, not AI service adoption. SharePoint Advanced Management focuses on SharePoint site governance, not organization-wide AI monitoring.