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

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                          CPMAI Excellect Pass Rate & CPMAI Reliable Exam Blueprint

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                          PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q23-Q28):

                          NEW QUESTION # 23
                          Your team is planning an AI enabled chatbot project to help reduce call center load. They are currently determining if the project can get off the ground and working through the AI Go/No Go feasibility questions. What stage of CPMAI is the team currently working on?

                          Answer: D

                          Explanation:
                          Phase I of CPMAI focuses on business understanding, including assessing AI project feasibility through Go/No Go decisions before development begins.


                          NEW QUESTION # 24
                          A project charter states that the AI solution will "significantly improve customer experience." What is the deficiency in this statement?

                          Answer: B

                          Explanation:
                          Success criteria must be specific and measurable so that model evaluation can determine objectively whether the business objective is met. Qualitative statements provide no threshold against which results can be assessed at phase gates.


                          NEW QUESTION # 25
                          An AI project team has completed an AI go/no-go assessment. They have discovered several technology and data factors to be insufficient. Which action should occur?

                          Answer: A

                          Explanation:
                          When a go/no-go assessment shows insufficient technology and data factors, the team should not proceed until key readiness concerns are addressed. Verifying data quality and stakeholder alignment helps confirm whether the project can meet business goals, technical needs, and implementation expectations before development continues.


                          NEW QUESTION # 26
                          A manufacturing company is operationalizing an AI-driven quality control system. The project manager needs to ensure data privacy and regulatory compliance due to the critical nature in protecting sensitive operational data. What is an effective technique that addresses these requirements?

                          Answer: A

                          Explanation:
                          Applying data anonymization protects sensitive operational data by removing or masking identifying information before it is used in the AI quality control system. This supports data privacy and helps meet regulatory compliance requirements while still allowing the dataset to be analyzed.


                          NEW QUESTION # 27
                          Your model is going to be used for continuous monitoring of machinery, with need for continuous, instant model predictions. What's the most appropriate Model Operationalization approach?

                          Answer: D


                          NEW QUESTION # 28
                          ......

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