Download Generative AI Leader.Generative-AI-Leader.ExamTopics.2025-09-25.48q.vcex

Vendor: Google
Exam Code: Generative-AI-Leader
Exam Name: Generative AI Leader
Date: Sep 25, 2025
File Size: 34 KB
Downloads: 14
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Demo Questions

Question 1
What is the definition of generative AI?
  1. A type of predictive model that estimates a relationship by fitting a line to the observed data.
  2. A type of artificial intelligence that can create new content and ideas, including text, images, music, and code.
  3. A type of machine learning algorithm inspired by the human brain that is made up of interconnected nodes.
  4. A type of artificial intelligence that enables a system to autonomously learn and improve using neural networks and deep learning.
Correct answer: B
Explanation:
B: 5 - Mosted
B: 5 - Mosted
Question 2
A company wants to use an AI agent to automate some tasks. They want everyone to understand the different functions of an AI agent. What is the function of an AI agent in the context of gen AI?
  1. To provide the computational resources needed to train and run gen AI models.
  2. To store and manage large datasets used for training and running gen AI models.
  3. To provide a user-friendly interface for interacting with gen AI models.
  4. To analyze situations, use multiple tools, and make informed decisions without requiring constant human input.
Correct answer: D
Explanation:
D: 3 - Mosted
D: 3 - Mosted
Question 3
What is the definition of an AI agent?
  1. An application that learns how to achieve a goal based on inputs and tools available to it.
  2. A human expert who oversees and manages the operation of a gen AI application.
  3. A type of user interface that allows users to interact with a gen AI application.
  4. A static component of a gen AI application that provides information to the user.
Correct answer: A
Explanation:
A: 4 - Mosted
A: 4 - Mosted
Question 4
A company is developing an AI character for a video game. The AI character needs to learn how to navigate a complex environment and make decisions to achieve certain objectives within the game. When the AI takes actions that lead to positive outcomes like finding a reward or overcoming an obstacle, it receives a positive score. When it takes actions that lead to negative outcomes, like hitting a wall or losing progress, it receives a negative score. Through this process of trial and error, the AI gradually improves the character’s ability to play the game effectively. What machine learning should the company use?
  1. Unsupervised learning
  2. Reinforcement learning
  3. Supervised learning
  4. Deep learning
Correct answer: B
Explanation:
B: 3 - Mosted
B: 3 - Mosted
Question 5
A financial services company receives a high volume of loan applications daily submitted as scanned documents and PDFs with varying layouts. The manual process of extracting key information is time-consuming and prone to errors. This causes delays in loan processing and impacts customer satisfaction. The company wants to automate the extraction of this critical data to improve efficiency and accuracy. Which Google Cloud tool should they use?
  1. Document AI API
  2. Natural Language API
  3. Vision AI
  4. Dataflow
Correct answer: A
Explanation:
A: 6 - Mosted
A: 6 - Mosted
Question 6
A research team has collected a large dataset of sensor readings from various industrial machines. This dataset includes measurements like temperature, pressure vibration levels and electrical current recorded at regular intervals. The team has not yet assigned any labels or categories to these readings and wants to identify potential anomalies, malfunctions or natural groupings of machine behavior based on the sensor data alone. What type of machine learning should they use?
  1. Deep learning
  2. Reinforcement learning
  3. Supervised learning
  4. Unsupervised learning
Correct answer: D
Explanation:
D: 3 - Mosted
D: 3 - Mosted
Question 7
A company has a machine learning project that involves diverse data types like streaming data and structured databases. How does Google Cloud support data gathering for this project?
  1. Google Cloud’s strengths are in the data analysis tools such as BigQuery.
  2. The Gemini app is the primary Google Cloud tool for directly collecting data.
  3. Google Cloud relies on Vertex AI to connect to external data.
  4. Google Cloud provides tools such as Pub/Sub, Cloud Storage, and Cloud SQL.
Correct answer: D
Explanation:
D: 2 - Mosted
D: 2 - Mosted
Question 8
A security team needs a centralized platform to gain a comprehensive overview of their organization’s security health across their entire Google Cloud environment, including potential threats to their generative AI deployments. Which Google Cloud security offering is specifically for this purpose?
  1. Identity and Access Management
  2. Workload monitoring tools
  3. Security Command Center
  4. Secure-Py-design infrastructure
Correct answer: C
Explanation:
C: 2 - Mosted
C: 2 - Mosted
Question 9
An organization with a team of live customer service agents wants to improve agent efficiency and customer satisfaction during support interactions. They are looking for a tool that can provide real-time guidance to agents, suggest helpful information, and streamline the support process without fully automating customer conversations. Which component of Google’s Customer Engagement Suite should they use?
  1. Google Cloud Contact Center as a Service
  2. Conversational Insights
  3. Agent Assist
  4. Conversational Agents
Correct answer: C
Explanation:
C: 2 - Mosted
C: 2 - Mosted
Question 10
What is a characteristic of Google Cloud as a generative AI company?
  1. Google Cloud relies on proprietary, closed-source AI technologies for maximum security benefits.
  2. Google Cloud has an AI-first focus that enables innovation, with continuous updates and broad integration across its platform.
  3. Google Cloud ensures that all generative AI models and data are completely secured and isolated from external networks.
  4. Google Cloud provides fully autonomous AI agents that require zero configuration or management overhead.
Correct answer: B
Explanation:
B: 1 - Mosted
B: 1 - Mosted
Question 11
A highly regulated financial institution wants to use Gemini as the core decision engine for a loan approval system that will deterministically approve or reject loan applications based on a strict set of predefined criteria. Why is this an inappropriate use case for Gemini?
  1. Gemini deployment for this scenario would be too expensive and complex.
  2. Gemini’s designed for flexible content generation and inference, not rigid rule-based decisions.
  3. Gemini is not equipped to handle structured numerical data for financial assessments.
  4. Gemini cannot integrate with required financial databases.
Correct answer: B
Explanation:
A: 1 - MostedB: 2
A: 1 - MostedB: 2
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