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Last Updated: Sep 16, 2026

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PMI CPMAI Exam Syllabus Topics:

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

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

                          Question #1

                          An AI project team has identified a gap in their data knowledge and experience. They need to address this issue in order to proceed with their AI implementation. What is the effective solution?

                          • A. Deploy an adaptive data knowledge framework (ADKF) to bridge the expertise gap.
                          • B. Engage in a comprehensive data immersion program to build internal capabilities.
                          • C. Utilize an AI-specific data enhancement protocol to improve data quality.
                          • D. Hire an external data consultant to provide targeted guidance and training.
                          Reveal Solution  Discussion  0

                          Correct Answer: D  🗳️

                          Explanation: Only visible for Exam4Labs members. You can sign-up / login (it's free).

                          Question #2

                          A project manager needs to select an effective technique to address distinct outputs and objectives in AI/machine learning (ML) model training. What should the project manager use?

                          • A. A fixed set of predefined prompts
                          • B. A single comprehensive prompt for all tasks
                          • C. A generic prompt template
                          • D. A sequence of prompts tailored to each output
                          Reveal Solution  Discussion  0

                          Correct Answer: D  🗳️

                          Explanation: Only visible for Exam4Labs members. You can sign-up / login (it's free).

                          Question #3

                          In a complex healthcare project, a provider plans to implement AI for patient data analysis to improve diagnostic accuracy. The project involves the need for interoperability between the AI systems and existing healthcare databases. These databases contain sensitive patient information. The requirements involve strict ethical and legal regulations in various countries.
                          Which critical step must be performed?

                          • A. Maintaining high prediction accuracy
                          • B. Implementing privacy impact assessments
                          • C. Creating a regulatory impact report
                          • D. Performing a detailed financial risk analysis
                          Reveal Solution  Discussion  0

                          Correct Answer: B  🗳️

                          Explanation: Only visible for Exam4Labs members. You can sign-up / login (it's free).

                          Question #4

                          An inexperienced team is training a neural network model on a desktop computer which is taking a significant amount of time. Which recommended approach will increase the speed of the model training time?

                          • A. Utilize a contractor to provide the model training portion.
                          • B. Train the model over multiple desktop computers.
                          • C. Divide the dataset into multiple smaller datasets and train the model on each dataset over a desktop computer.
                          • D. Train the model on graphics processing units (GPUs).
                          Reveal Solution  Discussion  0

                          Correct Answer: D  🗳️

                          Explanation: Only visible for Exam4Labs members. You can sign-up / login (it's free).

                          Question #5

                          A healthcare organization plans to develop an AI-driven diagnostic tool. To define the required data, the project manager needs to ensure data consistency and accessibility. Which method should the project manager use?

                          • A. Leveraging natural language processing (NLP) to standardize patient records
                          • B. Employing a hybrid cloud strategy for scalable data storage
                          • C. Performing a data quality assessment with extraction, transformation, and loading (ETL) processes
                          • D. Integrating electronic health records (EHR) with AI through machine learning (ML) algorithms
                          Reveal Solution  Discussion  0

                          Correct Answer: C  🗳️

                          Explanation: Only visible for Exam4Labs members. You can sign-up / login (it's free).

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