This content offers a preview of the Google Generative AI Leader certification exam by presenting sample questions that assess strategic thinking, responsible AI adoption, and the application of Google Cloud tools for AI-driven business transformation.
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Want to test your AI leadership
knowledge? In this video, we've compiled
the top 20 Google generative AI leader
exam questions for 2025, and we'll go
through seven of them right now. These
questions are based on real exam style
scenarios designed to challenge your
strategy and AI adoption skills. Let's
see how many you can get right. The
Google Generative AI leader
certification is made for business and
strategy professionals, not coders. It
tests how you drive AI transformation,
ensure responsible adoption, and use
Google Cloud tools to lead innovation.
You'll face about 50 to 60 questions in
90 minutes, available online or on site.
Now, let's dive into your practice set.
Question one, AI strategy. A retail
company wants to integrate AI to improve
customer engagement, but leadership is
unsure where to start. What's the best
first step for the generative AI leader?
A. Implement pre-built chat bots
immediately. B. Define a clear AI vision
and roadmap. C. Automate customer
emails. D. Hire a data science team.
Correct answer. B. Start with a clear AI
vision and roadmap to align technology
with business goals. Question two.
Responsible AI. A bank wants to launch a
generative AI chatbot for financial
advice. Which action best demonstrates
responsible AI leadership? A. Focus on
response creativity. B. Exclude human
review for faster deployment. C.
Establish bias detection and ethical
review processes. D. Train only on
public internet data. Correct answer. C.
Responsible AI requires ethical
oversight, bias checks, and compliance
processes before rollout. Question
three. Google Cloud tools. Your company
needs to summarize thousands of customer
feedback documents and extract trends.
Which Google Cloud product is best for
this use case? A. BigQuery ML. Bertex AI
agent builder. C. Gemini for workspace.
D. Vertex AI search. Correct. Answer. D.
Vert.Ex AI search allows document
indexing and semantic search. Ideal for
summarizing and finding insights. Four.
Generative AI solution design. A
learning platform wants to generate
personalized exercises and lesson plans
for each student. What solution should
they use? A. LLM fine-tuned on
textbooks. B. Custom AI learning agent.
C. Gemini text summarizer. D. Vert.Ex AI
model garden. Correct. Answer. B. A
custom AI agent provides personalized
structured learning paths and tracks
progress. Ideal for education use cases.
Question five. R A concept. A large
organization's LLM produces outdated
responses due to a static training set.
How does retrieval augmented generation
R A solve this problem? A adds human
review before every response. B uses
real-time data retrieval from external
sources. C fine-tunes on user feedback.
Duces token usage for a faster inference
check mark. Correct answer. BRAG
enhances accuracy by fetching real time
up-to-date information from connected
data sources. Question six, AI adoption
challenge. An enterprise struggles to
scale its pilot AI projects across
departments. What's the main role of the
generative AI leader in this case? A.
Manage data pipelines. B enforce AI
coding standards. C. Build a cross-
functional AI governance framework. D
train teams on Python. Correct answer.
CI leaders must establish a governance
framework to align teams, ensure
compliance, and scale AI responsibly.
Question seven. Business impact. A
global logistics firm is adopting
generative AI for root optimization and
predictive planning. What business
outcome best define success? A. Reduced
API latency. B. Increased employee
productivity and cost efficiency. C.
Higher GPU utilization. D. Larger AI
data set size. Correct answer. B AI
success is measured by real business
value, improved efficiency,
productivity, and decision-making. If
you found these helpful, imagine having
access to all 45 plus verified practice
questions. Visit searchhero.com to
explore the latest Google generative AI
leader exam materials. Thanks for
watching. Don't forget to like, share,
and subscribe to IT Pro Mindset for more
real exam style prep videos every week.
Stay ready, stay certified, and I'll see
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