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 need to generate a poem using Azure OpenAI. The poem should be about nature and have a cheerful tone. Which parameter should you adjust to influence the tone?
top_p
Why wrong: Top_p controls nucleus sampling, not tone.
temperature
Why wrong: Temperature affects randomness, not tone.
max_tokens
Why wrong: Max_tokens limits output length, not tone.
system message
System message guides the model's overall behavior and tone.
Answer choices
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
system message
The system message (D) is the correct parameter to influence the tone of a generated poem because it acts as a high-level instruction that sets the behavior, persona, and style of the model. By including a directive like 'You are a cheerful poet writing about nature,' you directly control the tone without altering randomness or output length.
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.
top_p
Why it's wrong here
Top_p controls nucleus sampling, not tone.
temperature
Why it's wrong here
Temperature affects randomness, not tone.
max_tokens
Why it's wrong here
Max_tokens limits output length, not tone.
system message
Why this is correct
System message guides the model's overall behavior and tone.
Related concept
Read the scenario before looking for a memorised answer.
Common exam traps
The trap here is that candidates confuse parameters that control randomness (temperature, top_p) with those that control instruction-following and style (system message), leading them to incorrectly select temperature as the primary tone influencer.
Trap categories for this question
Command / output trap
Max_tokens limits output length, not tone.
Detailed technical explanation
The system message is part of the chat completions API's message structure, where roles (system, user, assistant) define context. Under the hood, the system message is prepended to the conversation history and biases the model's internal prompt conditioning, effectively priming the transformer's attention layers toward the specified tone. In real-world scenarios, a system message like 'You are a friendly, upbeat poet' can consistently produce cheerful outputs, whereas temperature or top_p adjustments alone cannot guarantee tonal consistency.
Key takeaway
Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Real-world example
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
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
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FAQ
Implement generative AI solutions — This question tests Implement generative AI solutions — Read the scenario before looking for a memorised answer..
The correct answer is: system message — The system message (D) is the correct parameter to influence the tone of a generated poem because it acts as a high-level instruction that sets the behavior, persona, and style of the model. By including a directive like 'You are a cheerful poet writing about nature,' you directly control the tone without altering randomness or output length.
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.
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Last reviewed: Jun 24, 2026
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.
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