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CPMAI
  • Exam Code: CPMAI
  • Exam Name: Cognitive Project Management in AI (PMI-CPMAI)
  • Updated: Sep 04, 2026
  • No. of Questions: 324 Questions and Answers
  • Download Limit: Unlimited
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PMI CPMAI Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Identify Business Needs and Solutions26%- Problem framing and business alignment
  • 1. Feasibility and ROI analysis
    • 2. Define AI business objectives
      Topic 2: AI Model Development and Iteration- Model building and validation
      • 1. Iterative delivery approach
        • 2. Machine learning / generative AI model development
          Topic 3: AI Operationalization and Governance- Deployment and lifecycle management
          • 1. AI governance and responsible AI
            • 2. Continuous improvement and monitoring
              Topic 4: AI System Testing and Evaluation- Model evaluation and monitoring
              • 1. Explainability and reliability assessment
                • 2. Performance evaluation and drift detection
                  Topic 5: Data for AI- Data identification and governance
                  • 1. Data sourcing and selection
                    • 2. Data compliance and ethics
                      Topic 6: Data Preparation for AI- Data cleaning and transformation
                      • 1. Feature engineering and preparation
                        • 2. Data quality assurance

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

                          Question 1

                          An organization has been running an AI project using a traditional waterfall approach. After nine months, the delivered model performs poorly against real-world data, and stakeholders are dissatisfied.
                          What is the primary methodological cause of this outcome?

                          A. Feedback and validation were deferred until the end of the lifecycle
                          B. Requirements were not documented in adequate detail
                          C. The team lacked sufficient computing resources
                          D. The data science team was not co-located with business stakeholders


                          Question 2

                          During the planning phase, a project manager identifies multiple patterns for their AI project.
                          Which two actions should the project manager do? (Choose two.)

                          A. Proceed with the most complex pattern to challenge the team.
                          B. Split the project into iterations for different patterns.
                          C. Select patterns based on stakeholder preference.
                          D. Combine all patterns into a single comprehensive iteration.
                          E. Focus on noncognitive parts before addressing cognitive patterns.


                          Question 3

                          In the early stages of an AI project, the team needs to determine the types of environments and devices where the AI solution will be used. This information is crucial to ensure a successful implementation. Which action should the project manager implement first?

                          A. Draft a detailed usage scenario analysis.
                          B. Perform a technical requirements audit.
                          C. Hold workshops with end users to gather feedback.
                          D. Conduct comprehensive user experience research.


                          Question 4

                          During CPMAI Phase II it's important to not only understand the sources of your data, but also what data is required for training as well as identifying the features that are required. When looking to gather data, what approach is best when determining how much data you need?

                          A. The "more is better" approach
                          B. The "less is better" approach
                          C. There is no correct approach
                          D. The "goldilocks" approach


                          Question 5

                          During the initial phase of an AI project, the team is assessing project success criteria. The project manager discovers that the project may be violating some compliance rules. What problem describes the issue the project team is facing?

                          A. Absence of a clear AI go/no-go assessment
                          B. Inadequate separation of cognitive and noncognitive software
                          C. Failure to identify applicable data regulations early on
                          D. Lack of clarity on the project's business objective


                          Solutions:

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

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