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UiPath Certified Professional Agentic Automation Associate (UiAAA) Sample Questions:

1. An agent is built to extract customer feedback sentiment. You want to show the LLM how to classify it as
'Positive', 'Neutral', or 'Negative'. Which few-shot design is most helpful?

A) Input: "I love the new design, very intuitive!" Output: "Positive"
Input: "Nothing special, just works." Output: "Neutral"
Input: "Terrible experience, won't use again." Output: "Negative"
B) Options: List words like: "great, okay, bad" and map them to tone.
C) "Text" Use a multiple-choice table with numerical ratings from 1-5.
D) Input: "The app is okay I guess." # Output:

2. How does agentic orchestration ensure consistency and reliability in processes?

A) By using standard business process modeling notation (BPMN) to define business rules and guardrails for AI agents.
B) By allowing agents complete autonomy to make independent decisions based on real-time scenarios.
C) By forcing robots and people to work separately, maintaining a strict division of roles without overlap.
D) By significantly reducing the level of human intervention required, confining their involvement to only a minimal fraction of the overall operational processes and decision-making activities.

3. Which of the following best describes a challenge faced by traditional automation in complex business processes?

A) Limited ability to automate unstructured tasks that require judgment and contextual awareness
B) Excessive flexibility in handling varied workflows across different systems like CRM and ERP
C) Inability to perform repetitive, structured tasks efficiently and reliably
D) Over-reliance on AI-powered agents for all types of automation tasks

4. A company launches a marketing campaign powered by generative AI and agentic AI technologies. What best describes how their roles differ?

A) Generative AI focuses on improving customer sentiment analysis, while agentic AI refines campaign content.
B) Both generative AI and agentic AI collaborate to create promotional materials.
C) Generative AI produces outputs like text or images, while agentic AI focuses on intelligent automation, decision-making, and dynamic task execution.
D) Agentic AI designs campaign materials, while generative AI handles customer queries in real-time.

5. In a UiPath Agent, which statement best captures the essential purpose of a system prompt?

A) It mainly lists output-formatting tags the agent must include, leaving role and goal definition to the user prompt.
B) It is used only to preload enterprise context and never influences the agent's decision to call tools.
C) It declares the agent's role, overall goal, and operating constraints, and tells the agent when to invoke tools or escalate tasks to a human reviewer.
D) It must enumerate every possible dialogue path the agent could encounter so the model can simply pick a preset answer.

Solutions: