The correct answer is Customer-managed encryption keys (CMEK) with VPC Service Controls, as this combination provides the defense-in-depth architecture required for HIPAA compliance for generative AI in healthcare. CMEK gives the healthcare company direct control over the encryption keys protecting patient data at rest, while VPC Service Controls create a secure service perimeter that blocks unauthorized data exfiltration, ensuring that even if an attacker breaches the system, they cannot decrypt or move sensitive records out of the controlled environment. On the Google Cloud Generative AI Leader exam, this question tests your understanding of how to layer data privacy controls specifically for HIPAA compliance when using generative AI to summarize protected health information. A common trap is choosing a single control like encryption alone, but the exam emphasizes that HIPAA requires both key management and network-level data movement restrictions. Memory tip: think “keys keep it locked, perimeters keep it put.”
Generative AI Leader Practice Question: Business Strategies for Generative AI Solutions
This Generative AI Leader practice question tests your understanding of business strategies for generative ai solutions. The scenario asks you to isolate a root cause — eliminate options that address a different problem before choosing. 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 healthcare company wants to use generative AI to summarize patient records. They are concerned about data privacy and HIPAA compliance. Which Google Cloud feature should they use to protect patient data?
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Customer-managed encryption keys (CMEK) with VPC Service Controls
D is correct because Customer-managed encryption keys (CMEK) with VPC Service Controls provide a defense-in-depth approach for HIPAA compliance. CMEK allows the healthcare company to control and manage the encryption keys used to protect patient data at rest, while VPC Service Controls prevent data exfiltration by restricting data movement outside a defined service perimeter. This combination ensures that even if an attacker gains access, they cannot decrypt the data or move it out of the controlled environment, directly addressing data privacy and HIPAA requirements.
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.
✗
Cloud Audit Logs
Why it's wrong here
Audit Logs provide an audit trail but do not protect the data itself.
✗
Confidential VMs
Why it's wrong here
Confidential VMs encrypt data in use but do not address all HIPAA requirements such as key management.
✗
Cloud Data Loss Prevention (DLP) API
Why it's wrong here
DLP is for inspecting and redacting sensitive data, not for encryption of data at rest or in transit.
✓
Customer-managed encryption keys (CMEK) with VPC Service Controls
Why this is correct
CMEK ensures data is encrypted with keys controlled by the customer, and VPC-SC prevents data exfiltration.
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 data discovery and de-identification tools (DLP) with data protection and access control mechanisms (CMEK + VPC Service Controls), leading them to pick Cloud DLP API despite it not providing encryption or perimeter controls required for HIPAA compliance.
Detailed technical explanation
How to think about this question
CMEK integrates with Google Cloud's Key Management Service (KMS) to allow customers to create, rotate, and destroy encryption keys independently, with audit logs tracking every key usage. VPC Service Controls extend this by creating a security perimeter around Google Cloud services like BigQuery or Cloud Storage, blocking data from being copied to unauthorized networks or projects even if credentials are compromised. In a real-world scenario, a healthcare company could use CMEK to encrypt patient records in Cloud Storage and VPC Service Controls to ensure that only approved applications within a VPC can access that data, preventing accidental or malicious data leaks.
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.
What does this Generative AI Leader question test?
Business Strategies for Generative AI Solutions — This question tests Business Strategies for Generative AI Solutions — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: Customer-managed encryption keys (CMEK) with VPC Service Controls — D is correct because Customer-managed encryption keys (CMEK) with VPC Service Controls provide a defense-in-depth approach for HIPAA compliance. CMEK allows the healthcare company to control and manage the encryption keys used to protect patient data at rest, while VPC Service Controls prevent data exfiltration by restricting data movement outside a defined service perimeter. This combination ensures that even if an attacker gains access, they cannot decrypt the data or move it out of the controlled environment, directly addressing data privacy and HIPAA requirements.
What should I do if I get this Generative AI Leader 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.
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 →
1 more ways this is tested on Generative AI Leader
These questions test the same concept from different angles. Work through them to make sure you can recognise it however the exam phrases it.
Variation 1. A healthcare company wants to use generative AI to summarize patient records but must comply with HIPAA. Which deployment option should they choose?
medium
A.Use Vertex AI on Google Cloud with data residency
B.Use Google Workspace AI
✓ C.Use an on-premises deployment of open-source model
D.Use a third-party API
Why C: Option C is correct because an on-premises deployment of an open-source model ensures that all patient data remains within the organization's controlled infrastructure, never leaving the local network. This eliminates any risk of data transmission to external cloud services, which is critical for HIPAA compliance where protected health information (PHI) must be safeguarded against unauthorized access or breaches. On-premises solutions allow the organization to implement its own security controls, encryption, and audit trails without relying on a third-party's compliance posture.
Last reviewed: Jun 24, 2026
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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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