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    HomeCertificationsGenerative AI LeaderFree Practice Test
    Prasenjit Sarkar
    By Prasenjit Sarkar·Last verified: 2026-06-29
    Google Cloud FreeFOUNDATIONAL

    Free Generative AI Leader Practice Test

    GCP-2

    Test your knowledge with 20 free practice questions for the GCP-2 exam. Get instant feedback and see if you are ready for the real exam.

    100% Free — No credit card required
    Takes only 10–15 minutes
    Instant answers with explanations
    Covers key exam topics
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    Test Overview

    Questions20
    Time LimitNo Limit
    DifficultyFOUNDATIONAL
    PriceFREE

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    Free Questions

    Sample Practice Questions

    Try these Generative AI Leader sample questions — no signup required

    Sample 20 Free
    1
    Fundamentals of Generative AI

    What is the primary characteristic that distinguishes generative AI from traditional machine learning models?

    2
    Google Cloud Generative AI Solutions

    A retail company wants to use Google Cloud to generate personalized product descriptions for their online catalog. Which Google Cloud service is most appropriate for this use case?

    3
    Business Applications and Use Cases

    Which business function would most benefit from implementing a generative AI chatbot for customer support?

    4
    Responsible AI and Governance

    What is a key principle of Responsible AI that organizations should implement when deploying generative AI systems?

    5
    Fundamentals of Generative AI

    What is a 'prompt' in the context of generative AI?

    6
    Fundamentals of Generative AI

    A financial services company wants to use generative AI to summarize lengthy financial reports. They are concerned about the model potentially generating inaccurate information. What is this phenomenon called?

    7
    Google Cloud Generative AI Solutions

    A healthcare organization wants to fine-tune a foundation model with their proprietary medical data while maintaining data privacy and control. Which Google Cloud approach should they use?

    8
    Fundamentals of Generative AI

    A marketing team wants to generate multiple variations of ad copy for A/B testing. What parameter should they adjust in their generative AI model to increase creativity and variation in outputs?

    9
    Google Cloud Generative AI Solutions

    A software development team wants to use generative AI to help write code. Which Google Cloud solution provides this capability?

    10
    Business Applications and Use Cases

    A manufacturing company wants to implement generative AI to predict equipment maintenance needs and generate maintenance schedules. What is the most appropriate first step?

    11
    Fundamentals of Generative AI

    What is the primary purpose of grounding in generative AI applications?

    12
    Google Cloud Generative AI Solutions

    An e-commerce company wants to use Vertex AI Search to enhance their product search with generative AI capabilities. What key benefit does this provide over traditional keyword search?

    13
    Business Applications and Use Cases

    A content creation company wants to generate images from text descriptions for their marketing materials. What type of generative AI model should they use?

    14
    Responsible AI and Governance

    What is an important consideration when implementing AI governance policies for generative AI systems in an enterprise?

    15
    Business Applications and Use Cases

    A legal firm wants to use generative AI to draft contract summaries. Which approach best balances efficiency with the need for accuracy in this high-stakes scenario?

    16
    Google Cloud Generative AI Solutions

    An enterprise is experiencing inconsistent results from their generative AI application. Different users with similar prompts receive varying quality outputs. What technique would most help standardize and improve output quality?

    17
    Responsible AI and Governance

    A global company wants to deploy a generative AI chatbot that serves customers in multiple languages and cultural contexts. What are the key considerations for responsible deployment?

    18
    Fundamentals of Generative AI

    An organization is building a RAG (Retrieval-Augmented Generation) system using Vertex AI. Their generative responses are not accurately reflecting information from their knowledge base. What is the most likely issue and solution?

    19
    Business Applications and Use Cases

    A healthcare provider wants to implement a generative AI solution that processes patient data. What is the most critical compliance consideration specific to Google Cloud implementation?

    20
    Google Cloud Generative AI Solutions

    An enterprise is evaluating whether to use a foundation model via API versus fine-tuning their own model on Vertex AI. What factor most strongly suggests fine-tuning would be beneficial?

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