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Free Google Cloud Certified - Generative AI Leader Exam Practice Questions

Question # 1

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
Question # 2

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
Question # 3

A company wants to use generative AI (gen AI) for their customer service department. They want to follow Google-recommended practices. Which use case is a suitable application?

Options:

A.  

Use gen AI to generate personalized responses to customer inquiries, assisting human agents in providing better support.

B.  

Use gen AI to automate responses to customer inquiries, eliminating the need for human customer service agents.

C.  

Use gen AI to create favorable customer reviews to improve the company ' s online reputation.

D.  

Use gen AI to scrape the internet for publicly available information about people, and use this data to create detailed personality profiles for each customer.

Discussion 0
Question # 4

A development team is configuring a generative AI model for a customer-facing application and wants to ensure the generated content is appropriate and harmless. What is the primary function of the safety settings parameter in a generative AI model?

Options:

A.  

To limit the maximum text length that the model generates by ensuring concise responses.

B.  

To determine the number of tokens the model can process at once by influencing the complexity and length of inputs and outputs.

C.  

To filter out potentially harmful or inappropriate content from the model ' s output based on the desired level of filtering.

D.  

To control the creativity and randomness of the model ' s output by adjusting the diversity of word choices.

Discussion 0
Question # 5

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
Question # 6

A development team is building an internal knowledge base chatbot to answer employee questions about company policies and procedures. This information is stored across various documents in Google Cloud Storage and is updated regularly by different departments. What is the primary benefit of using Google Cloud ' s RAG APIs in this scenario?

Options:

A.  

They provide a pre-built user interface for the chatbot, simplifying the front-end development process.

B.  

They allow the development team to train a single foundation model on all company documents.

C.  

They enable the generative AI model to retrieve the most up-to-date and relevant information from the policy documents in real-time.

D.  

They automatically create summaries of all company policies, which are then presented to employees as quick answers.

Discussion 0
Question # 7

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
Question # 8

An organization is deploying generative AI applications on Google Cloud. They want to understand the fundamental security measures integrated into Google ' s global network and hardware. What term specifically describes these inherent protective measures?

Options:

A.  

Network protection

B.  

Operations management

C.  

Security oversight

D.  

Secure-by-design infrastructure

Discussion 0
Question # 9

A company has launched a new generative AI-powered chatbot on its customer service portal to handle frequently asked questions. They want to monitor the new chatbot ' s performance over time to ensure it continues to perform well. What Google-recommended practice should they use?

Options:

A.  

A/B testing of different chatbot conversation flows.

B.  

Using a human-in-the-loop (HITL) review process for chatbot interactions.

C.  

Defining and tracking key performance indicators (KPIs).

D.  

Prompting the chatbot to rate its performance.

Discussion 0
Question # 10

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

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Exam style questions across every Generative-AI-Leader domain

Last Update 3 days ago
Total Questions : 114

Start with our free Generative-AI-Leader practice questions, carefully crafted to mirror the domains, phrasing, and difficulty of the real Google Cloud Certified exam. Each Generative-AI-Leader exam question comes with a detailed rationale that explains not just which answer is correct but why the others fall short. That's how concepts stick. Use the free set to benchmark yourself: identify your Google weak domains, see where you're losing marks, and build a focused study plan in minutes.

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