Quick Answer
The answer is the Contributor role. This built-in Azure role grants full permissions to create, read, update, and delete all resources within a resource group—including Azure AI resources like Cognitive Services and Azure Machine Learning workspaces—while explicitly denying the ability to manage access control (IAM). On the Microsoft Azure AI Engineer Associate AI-102 exam, this question tests your understanding of the Azure RBAC role hierarchy, specifically the critical distinction between Contributor and Owner: both can manage resources, but only Owner can delegate permissions. A common trap is confusing Contributor with Reader (read-only) or Owner (full control including IAM), so remember that Contributor is the “hands-on builder” role. For a quick memory tip, think “Contributor creates content, but can’t control the castle gates.”
This AI-102 practice question tests your understanding of plan and manage an azure ai solution. Match the stated requirement to the specific cloud service, access model, or configuration option — many options are valid in isolation but not for this scenario. After answering, compare your reasoning against the explanation and wrong-answer breakdown below. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.
You need to provide a team of developers with access to manage Azure AI resources in a specific resource group. The developers should be able to create, read, update, and delete AI resources, but not manage access control (IAM). Which built-in role should you assign?
Cognitive Services Contributor
Why wrong: Cognitive Services Contributor is specific but also does not allow IAM; however, Contributor is more general and appropriate for all AI resources.
Owner
Why wrong: Owner includes IAM permissions.
Reader
Why wrong: Reader is read-only.
Contributor
Contributor allows create/read/update/delete but not IAM.
Answer choices
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
Contributor
The Contributor role grants full access to manage all resources within a resource group, including creating, reading, updating, and deleting Azure AI resources, but explicitly denies the ability to manage access control (IAM). This matches the requirement exactly, as developers need full resource management without IAM permissions.
Key principle: Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Answer analysis
For each option: why learners choose it and why it is or isn't the right answer here.
Cognitive Services Contributor
Why it's wrong here
Cognitive Services Contributor is specific but also does not allow IAM; however, Contributor is more general and appropriate for all AI resources.
Owner
Why it's wrong here
Owner includes IAM permissions.
Reader
Why it's wrong here
Reader is read-only.
Contributor
Why this is correct
Contributor allows create/read/update/delete but not IAM.
Related concept
Read the scenario before looking for a memorised answer.
Common exam traps
The trap here is that candidates often confuse the Contributor role with the Cognitive Services Contributor role, mistakenly thinking the latter provides broader resource group-level management, when in fact it is limited to Cognitive Services resources only.
Detailed technical explanation
The Contributor role is a standard RBAC role in Azure that includes all actions under 'Microsoft.Authorization/*/read' but excludes 'Microsoft.Authorization/*/write' and 'Microsoft.Authorization/*/delete', effectively blocking IAM management. This role is ideal for scenarios where a team needs to deploy and manage AI services like Cognitive Services, Machine Learning workspaces, or Bot Services without the risk of altering role assignments or policies. In practice, this ensures developers can provision and configure resources for AI workloads while security administrators retain control over access governance.
Key takeaway
Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Real-world example
A company's IT admin needs to give a contractor read-only access to production logs without sharing account credentials. Using role-based access control (RBAC) and temporary scoped permissions — not a permanent shared password — is the correct pattern. Questions like this test whether you can apply least-privilege access across cloud identity services.
What to study next
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FAQ
Plan and manage an Azure AI solution — This question tests Plan and manage an Azure AI solution — Read the scenario before looking for a memorised answer..
The correct answer is: Contributor — The Contributor role grants full access to manage all resources within a resource group, including creating, reading, updating, and deleting Azure AI resources, but explicitly denies the ability to manage access control (IAM). This matches the requirement exactly, as developers need full resource management without IAM permissions.
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
Read the scenario before looking for a memorised answer.
About these practice questions
Courseiva creates original exam-style practice questions with explanations and wrong-answer analysis. It does not publish real exam questions, exam dumps, or protected exam content. Learn why practice questions differ from exam dumps →
Same concept, more angles
These questions test the same concept from different angles. Work through them to make sure you can recognise it however the exam phrases it.
Variation 1. You need to provide a business analyst with access to create and manage Azure AI Language projects without granting them full subscription-level permissions. What role should you assign?
easyWhy A: The Cognitive Services Language Owner role at the resource level grants full permissions to create, read, update, and delete Azure AI Language projects and resources, including managing custom models and deployments, without granting any permissions outside that specific resource. This is the least-privilege role that satisfies the business analyst's need to manage Language projects while avoiding subscription-level access.
Variation 2. You need to provide a team of data scientists with access to an Azure Machine Learning workspace. The data scientists should be able to create and run experiments, but they should not be able to delete the workspace or modify its configuration. Which built-in role should you assign?
easyWhy A: Option A is correct because the Contributor role allows creating and managing resources within the workspace but not deleting the workspace itself. Option B is wrong because Reader is read-only. Option C is wrong because Owner allows full control including deletion. Option D is wrong because User Access Administrator focuses on permissions.
Last reviewed: Jun 24, 2026
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