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AI-102 Plan and manage an Azure AI solution Practice Question

You are deploying an Azure AI solution that uses multiple Azure AI services resources. You need to ensure that all resources are deployed in a consistent manner and can be managed as a single unit. You also need to be able to assign permissions to the entire group of resources at once. What should you use?

⚠ Common exam trap

A common mix-up: candidates confuse the deployment mechanism (ARM template) with the management boundary (resource group), or choosing a broader scope like a subscription when a resource group suffices.

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

✓

Resource group

A resource group is the fundamental logical container for Azure resources. By placing all Azure AI services resources in one resource group, you can deploy them together using a template and assign RBAC permissions at the resource group scope, which cascades to all contained resources. This provides both consistent management and centralized access control without granting overly broad permissions.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • ✗

    Management group

    Why it's wrong here

    A management group is used to organize multiple subscriptions and apply policies and permissions across them. While it provides a way to manage access at scale, it is not the appropriate unit for grouping individual resources within a subscription. Resources are grouped into resource groups, not management groups. Using a management group for this purpose would be overly broad and not align with the requirement to manage a set of resources as a single unit.

  • ✗

    Azure Resource Manager template

    Why it's wrong here

    An Azure Resource Manager (ARM) template allows you to define and deploy multiple resources consistently, but it does not provide a management boundary for assigning permissions to the group. After deployment, each resource is managed individually. To assign permissions to all resources at once, you need a higher-level scope such as a resource group or management group. An ARM template is a deployment tool, not a management unit.

  • ✗

    Azure subscription

    Why it's wrong here

    An Azure subscription is a billing and management boundary that contains resource groups. While you can assign permissions at the subscription level, doing so would grant access to all resources in the subscription, not just the Azure AI services resources. This violates the principle of least privilege. The requirement is to manage a specific group of resources as a single unit, which is better served by a resource group.

  • ✓

    Resource group

    Why this is correct

    A resource group is a logical container for Azure resources. Deploying all Azure AI services resources into the same resource group allows you to manage them as a single unit and assign role-based access control (RBAC) permissions at the resource group scope, which applies to all resources within it. This meets both the consistent deployment and centralized permission management requirements.

Quick reference

Access Control Model Comparison

ModelAcronymWho Controls Access?Best For
Discretionary Access ControlDACResource ownerSmall teams, file shares
Mandatory Access ControlMACSystem / security labelsClassified govt / military
Role-Based Access ControlRBACAdministrator (via roles)Enterprise environments
Attribute-Based Access ControlABACPolicy engine (user + resource attributes)Fine-grained, dynamic policies
Rule-Based Access ControlRuBACSystem rules / ACLsFirewall rules, network ACLs

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JA

Written and reviewed by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

Last reviewed September 2026 · checked against the official Microsoft exam blueprint

This AI-102 practice question is part of Courseiva's free Microsoft certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AI-102 exam.