ARTIFICIAL INTELLIGENCE ENGINEER
CERTIFICATION 2026 FINAL PAPER COMPLETE
QUESTIONS AND ANSWERS FULL SOLUTION
◉ 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
Answer: C: to filter out potentially harmful or inappropriate content
from the model's output based on the desired level of filtering
◉ the office of the CISO wants to use gen AI to help automate tasks
like summarizing case information, researching threats, and taking
actions like creating detections rules. what agent should they use?
Answer: A: security agent
◉ a pharmaceutical company's research and development
department spends significant time manually reviewing new
scientific papers to identify potential drug targets. they need a
solution that can answer questions about these papers and provide
, summarized insights without requiring extensive coding expertise.
what should the organization do?
Answer: D: use Vertex AI agent builder to create a custom AI agent
◉ a logistics company wants to use a gen AI agent to automatically
check real time inventory levels across its warehouses and adjust
delivery schedules. the gen AI agent needs access to internal
inventory for data. they want the most cost-effective solution. what
should they use?
Answer: D: use google cloud databases and Vertex AI for the agent to
get live data
◉ what is the characteristic of google cloud as a gen AI company?
Answer: B: google cloud has an AI-first focus that enables
innovation, continuous updates, and broad integration across its
platforms
◉ an organization wants to use gen AI to create a chatbot that can
answer customer questions about their account balances. they need
to ensure that the chatbot can access previous portions of the
conversation with the customer. which prompting technique should
they use?
Answer: D: prompt chaining
CERTIFICATION 2026 FINAL PAPER COMPLETE
QUESTIONS AND ANSWERS FULL SOLUTION
◉ 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
Answer: C: to filter out potentially harmful or inappropriate content
from the model's output based on the desired level of filtering
◉ the office of the CISO wants to use gen AI to help automate tasks
like summarizing case information, researching threats, and taking
actions like creating detections rules. what agent should they use?
Answer: A: security agent
◉ a pharmaceutical company's research and development
department spends significant time manually reviewing new
scientific papers to identify potential drug targets. they need a
solution that can answer questions about these papers and provide
, summarized insights without requiring extensive coding expertise.
what should the organization do?
Answer: D: use Vertex AI agent builder to create a custom AI agent
◉ a logistics company wants to use a gen AI agent to automatically
check real time inventory levels across its warehouses and adjust
delivery schedules. the gen AI agent needs access to internal
inventory for data. they want the most cost-effective solution. what
should they use?
Answer: D: use google cloud databases and Vertex AI for the agent to
get live data
◉ what is the characteristic of google cloud as a gen AI company?
Answer: B: google cloud has an AI-first focus that enables
innovation, continuous updates, and broad integration across its
platforms
◉ an organization wants to use gen AI to create a chatbot that can
answer customer questions about their account balances. they need
to ensure that the chatbot can access previous portions of the
conversation with the customer. which prompting technique should
they use?
Answer: D: prompt chaining
