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CPMAI
  • Exam Code: CPMAI
  • Exam Name: Cognitive Project Management in AI (PMI-CPMAI)
  • Updated: Oct 05, 2026
  • No. of Questions: 324 Questions and Answers
  • Download Limit: Unlimited
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PMI CPMAI Exam Syllabus Topics:

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

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

                          An AI project team with a manufacturing company needs to ensure data integrity before moving to model development. They discovered some data inconsistencies due to manual entry errors.
                          What is an effective method that helps to ensure data integrity?

                          • A. Conducting regular audits of manually entered data
                          • B. Using machine learning algorithms to detect and correct errors
                          • C. Automating data entry processes
                          • D. Implementing real-time data validation rules
                          Reveal Solution  Discussion  0

                          Correct Answer: D  🗳️

                          Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).

                          A supervised learning project requires 50,000 labeled images. The subject matter is highly specialized, and the organization has three qualified domain experts available part time.
                          What is the most significant project risk the manager should plan for?

                          • A. Domain experts may disagree with the model's predictions
                          • B. Labeling throughput will constrain the project schedule
                          • C. Model training will require additional computing capacity
                          • D. The images will require format standardization
                          Reveal Solution  Discussion  0

                          Correct Answer: B  🗳️

                          Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).

                          Eight months after deployment, a credit risk model's performance has gradually degraded. The input data pipeline is functioning correctly, but economic conditions have changed significantly since training.
                          What is the most likely cause?

                          • A. Data leakage in the original training set
                          • B. Infrastructure latency in the serving environment
                          • C. Insufficient model complexity
                          • D. Concept drift in the relationship between features and outcomes
                          Reveal Solution  Discussion  0

                          Correct Answer: D  🗳️

                          Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).

                          A project manager at a consulting firm is tasked with facilitating the creation of an AI-driven predictive maintenance system for a manufacturing client. Identifying data sources and locations is crucial for the project's success. Which method will help to ensure the project manager meets the objectives?

                          • A. Operationalizing a data lake for centralized storage
                          • B. Creating a detailed data flow diagram
                          • C. Using Internet of Things (IoT) sensors for real-time data collection
                          • D. Establishing a comprehensive data governance framework
                          Reveal Solution  Discussion  0

                          Correct Answer: B  🗳️

                          Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).

                          An AI model trained on historical transaction data performs well initially. Over time, customer behavior changes due to market conditions, causing declining prediction accuracy. The team observes a mismatch between training and current data distributions. What is this issue called?

                          • A. Underfitting
                          • B. Concept drift
                          • C. Data leakage
                          • D. Overfitting
                          Reveal Solution  Discussion  0

                          Correct Answer: B  🗳️

                          Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).

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