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Google Cloud Certified - Generative AI Leader Exam Question and Answers

Google Cloud Certified - Generative AI Leader Exam

Last Update Aug 29, 2026
Total Questions : 101

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Questions 1

A sales manager wants to responsibly use generative AI (gen AI) to increase efficiency with their existing tasks. They want to allow the sales team to focus on building customer relationships and closing deals. How should the sales team use gen AI?

Options:

A.  

To replace the sales team ' s CRM system with a more intuitive and user-friendly interface.

B.  

To analyze customer interactions on social media and automatically generate sales pitches tailored to their public profiles.

C.  

To draft emails and provide real-time insights about customer needs.

D.  

To automate creative content like blog posts and social media updates to attract new leads.

Discussion 0
Questions 2

A large enterprise company is experiencing challenges managing their model. They have many versions of their model, including the code, data, and parameters used to train the models. They need to find a solution to manage versions, track changes, and stay organized throughout their lifecycle. What Gemini Enterprise Agent Platform tool should the company use?

Options:

A.  

Model Monitoring on Agent Platform

B.  

Model Registry on Agent Platform

C.  

Agent Platform Pipelines

D.  

Agent Platform Feature Store

Discussion 0
Questions 3

A learning and development team wants to quickly create a new hire training video with a custom avatar and voiceover that matches their company ' s branding and key messaging. They did not receive any money to spend on the production. What should they do?

Options:

A.  

Generate the video frames with Imagen.

B.  

Prompt the Gemini app to create a video.

C.  

Train a model with Vertex AI and produce a video.

D.  

Create a video with Google Vids.

Discussion 0
Questions 4

A global news agency is developing a generative AI tool to quickly summarize breaking news articles as they emerge online. The goal is to provide their audience with rapid updates on fast-developing stories from various global sources. What Google Cloud solution should they use?

Options:

A.  

Document AI

B.  

BigQuery

C.  

Vertex AI Natural Language API

D.  

Grounding with Google Search

Discussion 0
Questions 5

A company is defining their generative AI strategy. They want to follow Google-recommended practices to increase their chances of success. Which strategy should they use?

Options:

A.  

Rapid implementation strategy

B.  

Bottom-up strategy

C.  

Multi-directional strategy

D.  

Top-down strategy

Discussion 0
Questions 6

A research company needs to analyze several lengthy PDF documents containing financial reports and identify key performance indicators (KPIs) and their trends over the past year. They want a Google Cloud prebuilt generative AI tool that can process these documents and provide summarized insights directly from the source material with citations. What should the analyst do?

Options:

A.  

Create a custom Gem in Gemini Advanced with predefined KPIs to look across different financial reports.

B.  

Use the Gemini app to ask general financial trend questions.

C.  

Use NotebookLM to upload and analyze the documents.

D.  

Use Gemini for Google Workspace within Google Docs to copy and paste sections of the reports for summary and analysis.

Discussion 0
Questions 7

In which situation would it be most beneficial to ground a language model in first-party information?

Options:

A.  

A customer asks a company ' s chatbot for specific details about their recent purchase history.

B.  

A marketing team wants to use a language model to understand public sentiment surrounding their industry.

C.  

A user asks a general-purpose AI assistant for the definition of a common scientific term.

D.  

An analyst wants to use a language model to summarize news articles from various global sources.

Discussion 0
Questions 8

A large online retailer with a vast product catalog wants to improve customer satisfaction by making it easier for shoppers to find the specific products they ' re looking for. The retailer also wants to provide personalized recommendations to increase sales. What should the company do?

Options:

A.  

Use Recommendations to provide custom recommendations to users.

B.  

Use Google Cloud ' s Vision API to analyze product images, automatically tag the images with relevant keywords, and improve search accuracy.

C.  

Use AI Commerce Search on Gemini Enterprise for Customer Experience to enable natural language searches, provide custom recommendations, and improve product discovery.

D.  

Use Agent Search on Gemini Enterprise Agent Platform to allow employees to search across the company ' s intranet and receive personalized search results based on their role, past searches, and current collaborators.

Discussion 0
Questions 9

An organization wants to automate initial customer support inquiries and provide instant responses to common questions on their website and app, aiming to improve customer service availability and reduce the workload on their live agent team for routine issues. They need a solution that can understand and respond to customer queries in a natural and engaging way, and can be built with options for both rule-based logic and generative AI capabilities. What component of Google ' s Customer Engagement Suite should they use?

Options:

A.  

Google Cloud Contact Center as a Service

B.  

Agent Assist

C.  

Conversational Insights

D.  

Conversational Agents

Discussion 0
Questions 10

A company is exploring Gemini Enterprise (Agentspace) to improve how its employees search for information on their enterprise systems and automate certain tasks. What is the key business advantage of using Gemini Enterprise (Agentspace)?

Options:

A.  

More granular control over support team access and permissions for sensitive data.

B.  

Enhanced real-time communication and collaboration among team members.

C.  

Improved productivity and data interaction using AI assistants and advanced document analysis.

D.  

Greater interoperability with legacy software systems and databases.

Discussion 0
Questions 11

An animation studio needs to swiftly produce brief animated cartoons based on written descriptions of scenes and character actions. They want to preview their animated storyboards and obtain rapid feedback on the story and flow. Why should they use Veo for this task?

Options:

A.  

Veo is a lightweight model that offers a customizable solution for specialized AI applications.

B.  

Veo is optimized for generating high-quality and natural-sounding speech.

C.  

Veo is optimized for producing video from text and still pictures.

D.  

Veo is a powerful multimodal model that can process and produce code for applications.

Discussion 0
Questions 12

The office of the CISO wants to use generative AI (gen AI) to help automate tasks like summarizing case information, researching threats, and taking actions like creating detection rules. What agent should they use?

Options:

A.  

Security agent

B.  

Data agent

C.  

Code agent

D.  

Customer service agent

Discussion 0
Questions 13

A large e-commerce company with a substantial product catalog and many support documents has customers struggling to find information on their website. This leads to high support costs and poor user experience. The company wants a Google Cloud solution to improve website search and reduce support costs while improving customer satisfaction. What Google Cloud product should the company use?

Options:

A.  

Vertex AI Search

B.  

Vertex AI Platform

C.  

Google Shopping

D.  

Google Search

Discussion 0
Questions 14

A large multinational corporation with geographically dispersed teams struggles with knowledge silos and inconsistent access to crucial internal information. What is a key business benefit of using Gemini Enterprise in this scenario?

Options:

A.  

Automation of employee performance reviews using AI.

B.  

Improved IT infrastructure management across offices.

C.  

Enhanced data encryption and compliance for internal communications.

D.  

Seamless knowledge sharing and collaboration across internal systems.

Discussion 0
Questions 15

A company is exploring Google Agentspace to improve how its employees search for information on their enterprise systems and automate certain tasks. What is the key business advantage of using Agentspace?

Options:

A.  

Enhanced real-time communication and collaboration among team members.

B.  

Greater interoperability with legacy software systems and databases.

C.  

Improved productivity and data interaction using AI assistants and advanced document analysis.

D.  

More granular control over support team access and permissions for sensitive data.

Discussion 0
Questions 16

A company wants to build a model to classify customer reviews as positive, negative, or neutral. They have collected a dataset of thousands of customer reviews, and each review has been manually tagged with the corresponding sentiment: positive, negative, or neutral. What machine learning should the company use?

Options:

A.  

Deep learning

B.  

Unsupervised learning

C.  

Reinforcement learning

D.  

Supervised learning

Discussion 0
Questions 17

What is the continuous cycle of observing, interpreting, planning, and acting that makes up an AI agent ' s " thinking process " ?

Options:

A.  

Model training

B.  

Reasoning loop

C.  

Platform integration

D.  

User interface

Discussion 0
Questions 18

An order fulfillment team has an agent that automatically processes orders, updates inventory, sends shipping notifications, and handles returns. What type of agent is this?

Options:

A.  

A workflow agent

B.  

An employee productivity agent

C.  

A customer service agent

D.  

A conversational agent

Discussion 0
Questions 19

A company collects customer feedback through open-ended survey questions where customers can write detailed responses in their own words, such as " The product was easy to use, and the customer support was excellent, but the delivery took longer than expected. " What type of data is this?

Options:

A.  

Unstructured data

B.  

Structured data

C.  

Labeled data

D.  

Quantitative data

Discussion 0
Questions 20

An organization wants to quickly experiment with different Gemini models and parameters for content creation without a complex setup. What service should the organization use for this initial exploration?

Options:

A.  

Google AI Studio

B.  

Vertex AI Prediction

C.  

Vertex AI Studio

D.  

Gemini for Google Workspace

Discussion 0
Questions 21

A company trains a generative AI model designed to classify customer feedback as positive, negative, or neutral. However, the training dataset disproportionately includes feedback from a specific demographic and uses outdated language norms that don ' t reflect current customer communication styles. When the model is deployed, it shows a strong bias in its sentiment analysis for new customer feedback, misclassifying reviews from underrepresented demographics and struggling to understand current slang or phrasing. What type of model limitation is this?

Options:

A.  

Data dependency

B.  

Edge case

C.  

Hallucination

D.  

Overfitting

Discussion 0
Questions 22

A software development team wants to use generative AI (gen AI) to code faster so they can launch their software prototype quicker. What should the team do?

Options:

A.  

Use gen AI to refactor and optimize existing code.

B.  

Use gen AI to suggest code snippets and complete functions.

C.  

Use gen AI to automatically generate comprehensive documentation for their code.

D.  

Use gen AI to identify potential bugs and security vulnerabilities in their code.

Discussion 0
Questions 23

An organization wants to use generative AI to create a marketing campaign. They need to ensure that the AI model generates text that is appropriate for the target audience. What should the organization do?

Options:

A.  

Use role prompting.

B.  

Use prompt chaining.

C.  

Use few-shot prompting.

D.  

Adjust the temperature parameter.

Discussion 0
Questions 24

A human resources team is implementing a new generative AI application to assist the department in screening a large volume of job applications. They want to ensure fairness and build trust with potential candidates. What should the team prioritize?

Options:

A.  

Integrating the AI application with various job boards to maximize candidate reach.

B.  

Focusing on minimizing the processing time for each application to improve efficiency.

C.  

Ensuring AI operates transparently, especially regarding application evaluation and data usage.

D.  

Ensuring that the AI application can automatically rank all candidates without requiring human review.

Discussion 0
Questions 25

A retail company with a large online catalog wants to improve customer experience and drive sales by implementing multimodal search capabilities (image, voice, and text). What is a primary business benefit of this capability?

Options:

A.  

Improved customer engagement and product discovery leading to increased satisfaction and potential sales.

B.  

Reduced dependency on keyword optimization for product listings and improved search engine rankings.

C.  

Lowered operational costs associated with managing and updating product information across different platforms and channels.

D.  

Streamlined inventory management processes and more accurate demand forecasting for popular items.

Discussion 0
Questions 26

A market research analyst needs a Google Cloud prebuilt generative AI tool to consistently generate weekly reports summarizing key trends and news from publicly available data sources in the technology industry. They want the most efficient process, a consistent report each week covering the latest developments, and to avoid repeatedly specifying the desired industry and types of information to track. What should they do?

Options:

A.  

Use custom Gems in Gemini Advanced to save industry, trend/news types, and report formatting.

B.  

Use NotebookLM to analyze past reports for themes and improvements.

C.  

Use the Gemini app to draft each weekly industry trend report from scratch with manual input.

D.  

Use Google Workspace Gemini in Docs for collaborative report building.

Discussion 0
Questions 27

What does a diffusion model do?

Options:

A.  

Analyzes data and predicts future trends and patterns.

B.  

Optimizes business processes and resource allocation.

C.  

Facilitates the storage and management of structured data.

D.  

Generates high-quality content by refining noise into structured data.

Discussion 0
Questions 28

What is a primary benefit of using a multi-agent system?

Options:

A.  

To simplify the most basic and repetitive rule-based tasks.

B.  

To consolidate all unique AI functions into a single, undifferentiated model.

C.  

To serve as a platform for hosting traditional, non-AI applications.

D.  

To manage complex tasks that demand coordinated AI functions.

Discussion 0
Questions 29

A marketing team wants to use a generative AI model to create product descriptions for their new line of eco-friendly water bottles. They provide a brief prompt stating, " Write a product description for our new water bottle. " The model generates a generic, lackluster description that is factually accurate but lacks engaging language and doesn ' t highlight the environmental benefits that are key to their brand. What should the marketing team do to overcome this limitation of the generated product description?

Options:

A.  

Train the model on a dataset of marketing materials from other eco-friendly brands.

B.  

Add details to the prompt about the audience, tone, and keywords.

C.  

Increase the token count for the model to allow for longer descriptions.

D.  

Lower the temperature setting of the model to produce more consistent results.

Discussion 0
Questions 30

A company wants to create an AI-powered educational solution that provides personalized learning experiences for students. This platform will assess a student ' s knowledge, recommend relevant learning materials, and generate personalized exercises. The application would provide the structure for lessons and track progress. What type of AI solution should they use?

Options:

A.  

An AI-powered recommendation system for learning resources

B.  

A large language model fine-tuned on educational content

C.  

A learning management system (LMS)

D.  

A customized learning agent

Discussion 0