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

1. A team is building an AI agent that drafts personalized marketing emails. The quality of the drafts depends on tone, alignment with brand voice, and personalization. What evaluation approach is best?

A) Deterministic evaluation using a checklist of key phrases.
B) Random sampling with A/B testing.
C) Evaluation using a character count threshold to assess message quality.
D) Model-graded evaluation to capture nuanced style and relevance.

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

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

3. Which statement best describes UiPath Maestro's capability for deploying AI agents within a BPMN-modeled process?

A) Maestro is a workflow engine similar to UiPath Studio, but it only allows you to invoke Agentic and Integration tasks.
B) Maestro deploys agents from UiPath and external providers-such as LangChain, CrewAI, or Agentforce-through one consistent framework that includes human-in-the-loop orchestration.
C) Maestro deploys only UiPath-built agents in robot-driven processes; any third-party agents must be integrated through external platforms without human checkpoints.
D) Maestro embeds external agents as inline code scripts inside the BPMN file and relies on each provider's runtime instead of Maestro's orchestration engine.

4. You are building an agent that classifies incoming emails into one of three categories: Urgent, Normal, or Spam. You want to improve accuracy by using few-shot examples in a structured format. Which approach best supports this goal?

A) Use unlabeled prompts followed by ranked categories:
Classify this. "Need update on report." - [1] Urgent [2] Normal [3] Spam
B) Use examples such as:
Input: "Please address this issue immediately, server is down!" Output: "Urgent"
C) Show one example and leave the label blank for inference.
D) Include three random emails and let the LLM guess the intent.

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

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

Solutions: