ARTIFICIAL INTELLIGENCE ENGINEER
CERTIFICATION 2026 ACTUAL EXAM PAPER
QUESTIONS WITH SOLUTIONS GRADED A+
◉ an organization wants granular control over who can use and see
their gen AI models and related resources on goole cloud. which
google cloud security offering is specifically designeed for this
purpose?
Answer: A: identity and access management
◉ a software developer needs a highly efficient, open source LLM
that can be fine tuned on a local machine for rapid prototyping of a
chatbot application. they require a model that offers strong
performance in natural language understanding and generation,
while being lightweight enough to run on limited hardware. which
goole developed family of models should they use?
Answer: C: Gemma
◉ an organization needs an AI tool to analyze and summarize
lengthy customer feedback text transcripts. they need to choose a
google foundation model with a large context window. which
foundation model should the organization choose?
Answer: A: Gemini
,◉ what is a primary benefit of using a multi-agent system?
Answer: D: to manage complex tasks that demand coordinated AI
functions
◉ 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?
Answer: D: a customized learning agent
◉ a retail store 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?
Answer: A: improved customer engagement and product discovery
leading to increased satisfaction and potential sales
◉ a company is developing an AI character for a video game. the
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.
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?
Answer: A: reinforcement learning
◉ a company is defining their AI strategy. they want to follow google
recommended practices to increase their chances of success. which
strategy should they use?
Answer: C: multi-directional strategy
◉ 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 error. the company wants to automate
the extraction of this data to improve efficiency and accuracy. which
google cloud tool should they use?
Answer: D: document AI API
◉ what does Vertex AI Search enable companies to do?
Answer: D: ground LLM responses with first-party data, third-party
data, and google's knowledge graph
◉ a software development team wants to use gen AI to code faster
so they can launch their software prototype quickly. what should the
team do?
, Answer: B: use gen AI to suggest code snippets and complete
functions
◉ what will Google Cloud's Agent Assist help a company achieve?
Answer: C: the ability to provide real-time assistance and
recommendations to live customer service agents during their
interactions
◉ a highly regulated financial institution wants to use Gemini as the
core decision engine for a long approval system that will approve or
reject loan applications based on a strict set of of predefined criteria.
why is this an inappropriate use case for Gemini?
Answer: C: Gemini is designed for flexible content generation and
inference, not rigid, rule-based decisions
◉ a company wants a gen AI platform that provides infrastructure,
tools, and pretrained models needed to build, deploy, and manage its
gen AI solutions. which google cloud offering should the company
use?
Answer: B: Vertex AI
◉ a development team is configuring a gen AI model for a custimer-
facing application and watns to ensure the generated content is
appropriate and harmless. what is the primary funtion of the safety
settings parameter in a gen AI model
CERTIFICATION 2026 ACTUAL EXAM PAPER
QUESTIONS WITH SOLUTIONS GRADED A+
◉ an organization wants granular control over who can use and see
their gen AI models and related resources on goole cloud. which
google cloud security offering is specifically designeed for this
purpose?
Answer: A: identity and access management
◉ a software developer needs a highly efficient, open source LLM
that can be fine tuned on a local machine for rapid prototyping of a
chatbot application. they require a model that offers strong
performance in natural language understanding and generation,
while being lightweight enough to run on limited hardware. which
goole developed family of models should they use?
Answer: C: Gemma
◉ an organization needs an AI tool to analyze and summarize
lengthy customer feedback text transcripts. they need to choose a
google foundation model with a large context window. which
foundation model should the organization choose?
Answer: A: Gemini
,◉ what is a primary benefit of using a multi-agent system?
Answer: D: to manage complex tasks that demand coordinated AI
functions
◉ 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?
Answer: D: a customized learning agent
◉ a retail store 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?
Answer: A: improved customer engagement and product discovery
leading to increased satisfaction and potential sales
◉ a company is developing an AI character for a video game. the
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.
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?
Answer: A: reinforcement learning
◉ a company is defining their AI strategy. they want to follow google
recommended practices to increase their chances of success. which
strategy should they use?
Answer: C: multi-directional strategy
◉ 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 error. the company wants to automate
the extraction of this data to improve efficiency and accuracy. which
google cloud tool should they use?
Answer: D: document AI API
◉ what does Vertex AI Search enable companies to do?
Answer: D: ground LLM responses with first-party data, third-party
data, and google's knowledge graph
◉ a software development team wants to use gen AI to code faster
so they can launch their software prototype quickly. what should the
team do?
, Answer: B: use gen AI to suggest code snippets and complete
functions
◉ what will Google Cloud's Agent Assist help a company achieve?
Answer: C: the ability to provide real-time assistance and
recommendations to live customer service agents during their
interactions
◉ a highly regulated financial institution wants to use Gemini as the
core decision engine for a long approval system that will approve or
reject loan applications based on a strict set of of predefined criteria.
why is this an inappropriate use case for Gemini?
Answer: C: Gemini is designed for flexible content generation and
inference, not rigid, rule-based decisions
◉ a company wants a gen AI platform that provides infrastructure,
tools, and pretrained models needed to build, deploy, and manage its
gen AI solutions. which google cloud offering should the company
use?
Answer: B: Vertex AI
◉ a development team is configuring a gen AI model for a custimer-
facing application and watns to ensure the generated content is
appropriate and harmless. what is the primary funtion of the safety
settings parameter in a gen AI model
