AI-102 Implement generative AI solutions Practice Question
This AI-102 practice question tests your understanding of implement generative ai solutions. 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 are designing a generative AI solution that uses Azure OpenAI GPT-4 to answer customer support questions. The solution must comply with Microsoft's Responsible AI principles, particularly transparency and accountability. Which implementation approach best meets these requirements?
Clue words in this question
Noticing these words before you look at the options changes how you read each choice.
Clue: "best"
Why it matters: Signals that multiple options may be partially correct. Choose the option that most directly solves the exact problem described, not the one that sounds most complete.
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Enable content filtering, log all interactions, and include a disclaimer that responses are AI-generated.
Option C is correct because it directly addresses Microsoft's Responsible AI principles of transparency and accountability. Enabling content filtering (via Azure AI Content Safety) ensures harmful outputs are blocked, logging all interactions provides an audit trail for accountability, and including a disclaimer that responses are AI-generated satisfies transparency by clearly informing users they are interacting with an AI system.
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.
✗
Use the model without any modifications, and have a human review all responses.
Why it's wrong here
Manual review is not scalable and does not provide systematic transparency.
✗
Fine-tune the model on a curated dataset of support tickets and disable content filtering.
Why it's wrong here
Disabling content filtering violates responsible AI practices.
✓
Enable content filtering, log all interactions, and include a disclaimer that responses are AI-generated.
Why this is correct
Content filtering, logging, and disclaimers address transparency and accountability.
Clue confirmation
The clue word "best" in the question point toward this answer.
Related concept
Read the scenario before looking for a memorised answer.
✗
Use the default model deployment and rely on the model's inherent safety.
Why it's wrong here
Default safety may not be sufficient; explicit logging and filters are needed.
Common exam traps
Common exam trap: answer the scenario, not the keyword
The trap here is that candidates assume human review (Option A) or model fine-tuning (Option B) alone satisfy Responsible AI principles, but Microsoft explicitly requires automated content filtering, logging, and transparency disclaimers as part of a comprehensive compliance strategy.
Detailed technical explanation
How to think about this question
Azure OpenAI Service integrates with Azure AI Content Safety to filter harmful content across categories like hate, violence, and self-harm, using configurable severity thresholds. Logging interactions via Azure Monitor or custom telemetry enables post-hoc analysis for accountability, while disclaimers can be implemented as system messages or UI text. In practice, a support chatbot must also handle edge cases like adversarial prompts, where content filtering and logging provide the necessary safety net and audit trail for compliance audits.
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.
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 content filtering, log all interactions, and include a disclaimer that responses are AI-generated. — Option C is correct because it directly addresses Microsoft's Responsible AI principles of transparency and accountability. Enabling content filtering (via Azure AI Content Safety) ensures harmful outputs are blocked, logging all interactions provides an audit trail for accountability, and including a disclaimer that responses are AI-generated satisfies transparency by clearly informing users they are interacting with an AI system.
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: "best". Signals that multiple options may be partially correct. Choose the option that most directly solves the exact problem described, not the one that sounds most complete.
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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