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PMI CPMAI Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: AI Model Development and Iteration		- Model building and validation 1. Iterative delivery approach 2. Machine learning / generative AI model development
Topic 2: Data for AI		- Data identification and governance 1. Data compliance and ethics 2. Data sourcing and selection
Topic 3: Identify Business Needs and Solutions	26%	- Problem framing and business alignment 1. Define AI business objectives 2. Feasibility and ROI analysis
Topic 4: AI Operationalization and Governance		- Deployment and lifecycle management 1. AI governance and responsible AI 2. Continuous improvement and monitoring
Topic 5: Data Preparation for AI		- Data cleaning and transformation 1. Data quality assurance 2. Feature engineering and preparation
Topic 6: AI System Testing and Evaluation		- Model evaluation and monitoring 1. Explainability and reliability assessment 2. Performance evaluation and drift detection

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PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q109-Q114):

NEW QUESTION # 109
An AI-powered chatbot occasionally generates inappropriate or harmful responses despite strong training performance. The organization wants to reduce risks while maintaining usability. What is the most effective mitigation strategy for this issue?

A. Remove monitoring mechanisms
B. Increase dataset size
C. Accelerate deployment cycles
D. Implement guardrails and content filters

Answer: D

Explanation:
Guardrails control outputs and reduce harmful responses.

NEW QUESTION # 110
Your team is working on an AI system to provide a more personalized experience for customers on your website. What should the team do in regard to determining the pattern of AI with regards to the ROI of the project?

A. First identify the AI pattern you want to use and then figure out the ROI
B. First talk to senior managers who set the ROI of the project
C. First identify the objective you're trying to solve or the ROI you desire and then use that to figure out that correct pattern
D. First determine the pattern of AI you want to use and then work with stakeholders to come up with ROI

Answer: C

Explanation:
Defining the project's objective or desired ROI first guides the selection of the appropriate AI pattern, ensuring the solution aligns with business value and goals.

NEW QUESTION # 111
An IT services company is integrating an AI solution to automate its customer service functions.
The integration team is facing resistance from the customer's employees.
Which action should the project manager perform to manage this risk?

A. Mandate immediate transition from management
B. Conduct all-hands meetings on the benefits
C. Implement a gradual phased rollout
D. Offer the option to join another team

Answer: C

NEW QUESTION # 112
You want to make sure that in your HR hiring system that applicants have the ability to contest the result. In what layer of the Trustworthy AI framework do we address this need?

A. Responsible AI
B. Ethical AI
C. Explainable AI
D. Governed AI
E. Transparent AI

Answer: D

NEW QUESTION # 113
Recently, you implemented an augmented intelligence application at work to help employees do their job better. However, employees have been resistant to this change and aren't using the application as expected.
What could have been done better to get the team to feel comfortable with this technology and use it? (Select all that apply.)

A. Provide training for everyone to have all employees feel more comfortable using the technology even if they aren't using the technology yet.
B. Have upper management relay to employees this tool is to augment, and not replace their jobs.
C. Ask end users what information and technology they need to help them do their job better and build the tool to help with these pain points.
D. Have the team that built the technology to relay to employees this tool is to augment, and not replace their jobs.

Answer: A,B,C,D

NEW QUESTION # 114
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