- A
Deploy the model without any filters, but log all decisions for audit
Why wrong: Without safety filters, harmful content may pass through, and the EU AI Act requires proactive risk mitigation, not just logging.
- B
Use Google's safety filters, allow users to appeal automated decisions, and document the model's capabilities and limitations
Safety filters reduce harmful outputs, appeal mechanisms provide human oversight, and documentation satisfies transparency obligations under the EU AI Act.
- C
Only rely on human moderators and disable AI moderation
Why wrong: While human oversight is important, the question asks for the most appropriate use of GenAI; fully manual moderation may not scale and doesn't leverage AI's benefits.
- D
Use a third-party model that has been certified by a notified body
Why wrong: Certification alone does not cover ongoing risk management, human oversight, or documentation requirements; a comprehensive approach is needed.
Generative AI Leader Responsible AI and Data Governance Practice Question
This Generative AI Leader practice question tests your understanding of responsible ai and data governance. Compare every option against the stated constraints before choosing — the best answer satisfies all requirements, not just the most obvious one. 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.
A social media company is using a generative AI model to automatically moderate user-uploaded images for harmful content. They need to comply with the EU AI Act's requirements for high-risk AI systems. Which combination of actions is MOST appropriate?
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
Use Google's safety filters, allow users to appeal automated decisions, and document the model's capabilities and limitations
The EU AI Act mandates risk management, transparency, and human oversight for high-risk systems. Google's AI Principles align with these requirements. The correct answer involves using safety filters for content, maintaining human review for appeals, and documenting the system's purpose and limitations.
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.
- ✗
Deploy the model without any filters, but log all decisions for audit
Why it's wrong here
Without safety filters, harmful content may pass through, and the EU AI Act requires proactive risk mitigation, not just logging.
- ✓
Use Google's safety filters, allow users to appeal automated decisions, and document the model's capabilities and limitations
Why this is correct
Safety filters reduce harmful outputs, appeal mechanisms provide human oversight, and documentation satisfies transparency obligations under the EU AI Act.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Only rely on human moderators and disable AI moderation
Why it's wrong here
While human oversight is important, the question asks for the most appropriate use of GenAI; fully manual moderation may not scale and doesn't leverage AI's benefits.
- ✗
Use a third-party model that has been certified by a notified body
Why it's wrong here
Certification alone does not cover ongoing risk management, human oversight, or documentation requirements; a comprehensive approach is needed.
Common exam traps
Common exam trap: answer the scenario, not the keyword
Many certification questions include familiar terms but test a specific constraint. Read the exact wording before choosing an answer that is generally true but wrong for this case.
Detailed technical explanation
How to think about this question
This question should be treated as a scenario, not a definition check. Identify the problem, the constraint and the best action. Then compare each option against those facts.
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.
- Use explanations to understand the rule behind the answer.
TExam Day Tips
- Underline the problem statement mentally.
- 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 Generative AI Leader exam domain this question belongs to, then review the specific concept being tested. Practise related questions in that domain and focus on understanding why each wrong answer is tempting — not just why the correct answer is right.
- →
Responsible AI and Data Governance — study guide chapter
Learn the concepts, then practise the questions
- →
Responsible AI and Data Governance practice questions
Targeted practice on this topic area only
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FAQ
Questions learners often ask
What does this Generative AI Leader question test?
Responsible AI and Data Governance — This question tests Responsible AI and Data Governance — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: Use Google's safety filters, allow users to appeal automated decisions, and document the model's capabilities and limitations — The EU AI Act mandates risk management, transparency, and human oversight for high-risk systems. Google's AI Principles align with these requirements. The correct answer involves using safety filters for content, maintaining human review for appeals, and documenting the system's purpose and limitations.
What should I do if I get this Generative AI Leader question wrong?
Identify which Generative AI Leader exam domain this question belongs to, then review the specific concept being tested. Practise related questions in that domain and focus on understanding why each wrong answer is tempting — not just why the correct answer is right.
What is the key concept behind this question?
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 →
Last reviewed: Jul 4, 2026
This Generative AI Leader practice question is part of Courseiva's free Google Cloud 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 Generative AI Leader exam.
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