AI-102 Implement generative AI solutions Practice Question
This AI-102 practice question tests your understanding of implement generative ai solutions. This is a configuration task: choose the command set that satisfies every stated requirement. Small differences — like 'secret' vs 'password' or 'transport input ssh' vs 'all' — change whether the answer is correct. 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 are deploying a generative AI model using Azure AI Foundry. The model must be accessible only from within a specific virtual network. Additionally, you need to monitor all API calls for auditing. Which two configurations are required? (Choose two.)
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Enable diagnostic settings to send logs to a Log Analytics workspace.
Option D is correct because enabling diagnostic settings to send logs to a Log Analytics workspace allows you to capture and audit all API calls made to the model deployment. This is essential for monitoring, security auditing, and compliance, as it records detailed telemetry such as request timestamps, caller IPs, and operation names. Option E is correct because disabling public network access and configuring a private endpoint ensures that the model is only accessible from within the specified virtual network, meeting the isolation requirement.
Key principle: Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
✗
Assign a managed identity to the model deployment.
Why it's wrong here
Managed identity is for authentication, not network restriction.
✗
Configure CORS to allow only the VNet's domain.
Why it's wrong here
CORS is for browser-based cross-origin requests, not VNet access.
✗
Enable public network access from selected IP addresses.
Why it's wrong here
This does not restrict to VNet.
✓
Enable diagnostic settings to send logs to a Log Analytics workspace.
Why this is correct
Logs enable auditing of all API calls.
Related concept
Read the scenario before looking for a memorised answer.
✓
Disable public network access and configure a private endpoint.
Why this is correct
Private endpoint ensures VNet-only access.
Related concept
Read the scenario before looking for a memorised answer.
Common exam traps
Common exam trap: answer the scenario, not the keyword
The trap here is that candidates often confuse network-level access controls (like IP whitelisting or CORS) with true VNet isolation via private endpoints, and they overlook that diagnostic settings are the standard Azure mechanism for auditing API calls, not managed identities or CORS.
Detailed technical explanation
How to think about this question
Private endpoints use Azure Private Link to assign a private IP address from the virtual network to the Azure AI Foundry model endpoint, effectively making it part of the VNet and inaccessible from the public internet. Diagnostic settings can stream resource logs to a Log Analytics workspace, where you can query and analyze API call patterns, detect anomalies, and set up alerts—this is critical for SOC compliance and incident response. In a real-world scenario, a financial institution might combine private endpoints with diagnostic logs to ensure that only internal applications can invoke the model and that every invocation is recorded for audit trails.
KKey Concepts to Remember
Read the scenario before looking for a memorised answer.
Find the constraint that changes the correct option.
Eliminate answers that are true in general but not in this case.
TExam Day Tips
→Watch for words such as best, first, most likely and least administrative effort.
→Review why wrong options are wrong, not only why the correct option is correct.
Key takeaway
Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Real-world example
How this comes up in practice
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
Got this wrong? Here's your next step.
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
Implement generative AI solutions — This question tests Implement generative AI solutions — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: Enable diagnostic settings to send logs to a Log Analytics workspace. — Option D is correct because enabling diagnostic settings to send logs to a Log Analytics workspace allows you to capture and audit all API calls made to the model deployment. This is essential for monitoring, security auditing, and compliance, as it records detailed telemetry such as request timestamps, caller IPs, and operation names. Option E is correct because disabling public network access and configuring a private endpoint ensures that the model is only accessible from within the specified virtual network, meeting the isolation requirement.
What should I do if I get this AI-102 question wrong?
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
What is the key concept behind this question?
Read the scenario before looking for a memorised answer.
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Question Discussion
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