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CPMAI
  • Exam Code: CPMAI
  • Exam Name: Cognitive Project Management in AI (PMI-CPMAI)
  • Updated: Aug 26, 2026
  • No. of Questions: 324 Questions and Answers
  • Download Limit: Unlimited
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PMI CPMAI Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data for AI13%- DataOps concepts
- Data preparation and preprocessing
- Data strategy and governance
Topic 2: Managing AI8%- Risk management in AI projects
- Stakeholder management
- Managing AI project teams and resources
Topic 3: CPMAI Methodology41%- Phase V: Operationalization
  • 1. Plan for deployment and integration
  • 2. Define success criteria and monitoring
- Phase II: Data Identification & Curation
  • 1. Assess data readiness and quality
  • 2. Identify data needs
- Phase VI: Iteration & Monitoring
  • 1. Retraining and model drift management
  • 2. Continuous monitoring and iteration
- Phase I: Problem Identification
  • 1. Identify business needs and solutions
  • 2. Evaluate initial AI feasibility
- Phase IV: Model Evaluation
  • 1. Evaluate model performance against metrics
  • 2. Oversee AI/ML model QA/QC
- Phase III: Algorithm Selection & Model Training
  • 1. Oversee AI/ML model technique selection
  • 2. Manage model training and configuration
Topic 4: AI Fundamentals16%- Types of AI and Machine Learning
- Concepts and terminology of Artificial Intelligence
- AI capabilities and limitations
Topic 5: Trustworthy AI9%- Ethical considerations and bias
- Transparency and explainability
- Privacy and security
Topic 6: Machine Learning13%- Algorithms and models (e.g., NLP, Computer Vision)
- Deep Learning and Neural Networks
- Supervised, Unsupervised, and Reinforcement Learning

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

1. A project team is assessing a customer dataset and finds that 22 percent of records have a null value in the primary address field, and several records list contradictory account open dates.
Which two data quality dimensions are most directly affected?

A) Accuracy and uniqueness
B) Validity and accessibility
C) Timeliness and relevance
D) Completeness and consistency


2. An AI initiative has demonstrated a technically successful model, but the business unit cannot quantify what the improvement is worth.
What was most likely omitted during Business Understanding?

A) A model selection rationale
B) A data acquisition plan
C) Baseline performance measurement of the current process
D) A stakeholder register


3. A telecommunications company is preparing data for an AI tool. The project team needs to ensure the data is in the right shape and format for model training. In addition, they are working with a mix of structured and unstructured data. Which method will address the project team's objectives?

A) Separating structured and unstructured data into different databases
B) Converting unstructured data into structured formats
C) Employing a data transformation tool to standardize formats
D) Using a hybrid storage system for both data types


4. Before developing a complex model, a project team builds a simple rules-based version of the solution using existing business logic.
What is the primary purpose of this?

A) To establish a baseline that the AI model must outperform to justify its cost
B) To satisfy stakeholder requests for early delivery
C) To reduce the amount of labeled data required
D) To validate that the data pipeline can handle production volumes


5. A telecommunications company is considering an AI solution to improve customer service through automated chatbots. The project team is assessing the feasibility of the AI solution by examining its potential scalability and effectiveness.
What will present the highest risk to the company?

A) The team may lack experience implementing AI-based customer service solutions.
B) The solution might breach customer data privacy regulations, leading to legal consequences.
C) The solution may not handle the volume of customer queries effectively.
D) The chatbot may not integrate well with existing customer service platforms.


Solutions:

Question # 1
Answer: D
Question # 2
Answer: C
Question # 3
Answer: C
Question # 4
Answer: A
Question # 5
Answer: B

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