AI-102 Plan and manage an Azure AI solution Practice Question
This AI-102 practice question tests your understanding of plan and manage an azure ai solution. 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.
Refer to the exhibit. You are configuring an Azure AI Foundry agent for customer support. The agent uses Azure AI Search for retrieval and Azure OpenAI for generation. Users report that the agent provides correct answers but sometimes includes inappropriate language. What is the most likely cause?
Clue words in this question
Noticing these words before you look at the options changes how you read each choice.
Clue: "most likely"
Why it matters: Probability qualifier — the question wants the most probable cause or outcome, not a guaranteed one. Eliminate low-probability options.
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
The content safety blocklist is not applied to the chat output
Option A is correct because Azure AI Foundry agents rely on Azure OpenAI content filtering to block harmful language in generated responses. If the content safety blocklist is not applied to the chat output, the agent can produce inappropriate language even when the retrieved information is accurate. The blocklist must be explicitly configured to filter the final output of the agent.
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.
✓
The content safety blocklist is not applied to the chat output
Why this is correct
Content safety configuration in the JSON is for input but may not be applied to the generated output; need to configure output filtering.
Clue confirmation
The clue word "most likely" in the question point toward this answer.
Related concept
Read the scenario before looking for a memorised answer.
✗
The OpenAI deployment 'gpt-4o' does not support content filtering
Why it's wrong here
Azure OpenAI deployments support content filtering regardless of model.
✗
The content safety threshold should be set to 'low' to block more content
Why it's wrong here
'High' is the most restrictive; 'low' would allow more content.
✗
The semantic configuration is not optimized for safety
Why it's wrong here
Semantic configuration affects relevance, not content safety.
Common exam traps
Common exam trap: answer the scenario, not the keyword
Candidates may assume that content safety filtering is automatically applied to all outputs from Azure OpenAI, including those from AI Foundry agents. However, for agents, the blocklist must be explicitly assigned to the chat output in the agent configuration. Without this, the agent can generate inappropriate language even if the underlying model supports content filtering.
Detailed technical explanation
How to think about this question
Azure OpenAI content filtering uses a set of severity levels (safe, low, medium, high) to classify harmful content across categories like hate, violence, and sexual content. The blocklist feature allows administrators to define custom patterns (e.g., specific words or phrases) that are always blocked, regardless of the severity threshold. In a RAG (Retrieval-Augmented Generation) pipeline, the retrieval step may return safe documents, but the generation step can still produce unsafe language if the model is not constrained by output filtering.
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 cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option. Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.
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.
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..
What is the correct answer to this question?
The correct answer is: The content safety blocklist is not applied to the chat output — Option A is correct because Azure AI Foundry agents rely on Azure OpenAI content filtering to block harmful language in generated responses. If the content safety blocklist is not applied to the chat output, the agent can produce inappropriate language even when the retrieved information is accurate. The blocklist must be explicitly configured to filter the final output of the agent.
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.
Are there clue words in this question I should notice?
Yes — watch for: "most likely". Probability qualifier — the question wants the most probable cause or outcome, not a guaranteed one. Eliminate low-probability options.
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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