- A
Image generation
Imagen supports image generation.
- B
Code generation
Codey supports code generation.
- C
Text generation
Gemini and PaLM 2 support text generation.
- D
Tabular data generation
Why wrong: Google Cloud does not have a dedicated service for generative tabular data.
- E
Speech generation
Why wrong: Chirp is for speech recognition, not generation.
Question 689 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.
Which THREE of the following are generative AI modalities supported by Google Cloud services?
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
✓
Image generation
Option A is correct because Google Cloud's Vertex AI and Imagen APIs provide image generation capabilities, allowing users to create and edit images from text prompts. This is a core generative AI modality supported by Google Cloud services.
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.
- ✓
Image generation
Why this is correct
Imagen supports image generation.
Related concept
Read the scenario before looking for a memorised answer.
- ✓
Code generation
Why this is correct
Codey supports code generation.
Related concept
Read the scenario before looking for a memorised answer.
- ✓
Text generation
Why this is correct
Gemini and PaLM 2 support text generation.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Tabular data generation
Why it's wrong here
Google Cloud does not have a dedicated service for generative tabular data.
- ✗
Speech generation
Why it's wrong here
Chirp is for speech recognition, not generation.
Common exam traps
Common exam trap: answer the scenario, not the keyword
Cisco often tests the distinction between core generative AI modalities (text, code, image) and other AI services (like speech or tabular data) that are not considered primary generative AI capabilities in the context of Vertex AI foundation models.
Detailed technical explanation
How to think about this question
Google Cloud's generative AI offerings include foundation models like PaLM 2 for text and code, and Imagen for image generation, all accessible via Vertex AI. These models are trained on massive datasets and use transformer architectures to generate coherent and contextually relevant outputs. In practice, a developer might use the Codey API to generate Python code snippets or the Imagen API to create marketing visuals, demonstrating the versatility of these modalities.
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.
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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: Image generation — Option A is correct because Google Cloud's Vertex AI and Imagen APIs provide image generation capabilities, allowing users to create and edit images from text prompts. This is a core generative AI modality supported by Google Cloud services.
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
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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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