- A
Vertex AI with private endpoints or VPC-SC
Vertex AI allows deployment within a project and supports data residency controls.
- B
Gemini API with multimodal capabilities
Gemini natively supports text and image input.
- C
Codey for code generation
Why wrong: Codey is not relevant for multimodal text-image tasks.
- D
Chirp for speech recognition
Why wrong: Chirp is for speech, not image processing.
- E
Imagen for image input processing
Why wrong: Imagen generates images, not for processing image inputs.
Question 757 of 997
Generative AI Leader Generative AI Concepts and Technologies Practice Question
This Generative AI Leader practice question tests your understanding of generative ai concepts and technologies. Read the scenario carefully and evaluate each option against the stated constraints before committing to an answer. 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 company wants to build a multimodal AI application that accepts text and image inputs and provides text responses. They need to process sensitive customer data and require that the model be hosted within their own Google Cloud project for data residency. Which TWO components are essential? (Choose 2)
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
✓
Vertex AI with private endpoints or VPC-SC
Gemini is a multimodal model that can process text and images. Vertex AI provides a managed environment for deploying models with data residency controls. The other options are not essential for this requirement.
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.
- ✓
Vertex AI with private endpoints or VPC-SC
Why this is correct
Vertex AI allows deployment within a project and supports data residency controls.
Related concept
Read the scenario before looking for a memorised answer.
- ✓
Gemini API with multimodal capabilities
Why this is correct
Gemini natively supports text and image input.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Codey for code generation
Why it's wrong here
Codey is not relevant for multimodal text-image tasks.
- ✗
Chirp for speech recognition
Why it's wrong here
Chirp is for speech, not image processing.
- ✗
Imagen for image input processing
Why it's wrong here
Imagen generates images, not for processing image inputs.
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 healthcare organisation deploys an application with a public-facing web tier and a private database tier. The database subnet has no public IP and only accepts connections from the web tier's security group. Questions like this test whether you can design cloud network isolation using VNets/VPCs, subnets, and security group rules.
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.
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Generative AI Concepts and Technologies — study guide chapter
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FAQ
Questions learners often ask
What does this Generative AI Leader question test?
Generative AI Concepts and Technologies — This question tests Generative AI Concepts and Technologies — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: Vertex AI with private endpoints or VPC-SC — Gemini is a multimodal model that can process text and images. Vertex AI provides a managed environment for deploying models with data residency controls. The other options are not essential for this requirement.
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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