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PMI CPMAI Exam Syllabus Topics:

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

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                          PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q244-Q249):

                          NEW QUESTION # 244
                          A team has started working on their first AI project and they are running this project like a traditional software development project. About two months into the project the team is hitting some major issues, and you're tasked with coming in to help manage this project. Immediately you realize that AI projects need to be treated like data centric projects.
                          What's the next best course of action?

                          Answer: A


                          NEW QUESTION # 245
                          An IT services company is working on a project to develop an AI-based customer support system.
                          During data preparation, the project manager needs to clean and transform customer interaction logs.
                          What is an effective technique to handle any missing data?

                          Answer: A


                          NEW QUESTION # 246
                          During the Data Understanding phase, a project team discovers that only 14 months of transaction history is available for a demand forecasting model that must account for multi-year seasonal cycles.
                          What is the most appropriate action for the project manager?

                          Answer: A

                          Explanation:
                          CPMAI includes formal go/no-go decision points at the end of each phase. When available data cannot support the defined business objective, the correct response is to return to Business Understanding and reassess feasibility rather than proceeding with a model that cannot meet requirements.


                          NEW QUESTION # 247
                          Your team has created a model that is going to be used for monitoring systems and it needs to provide analysis on a weekly basis. What's the most appropriate Model Operationalization approach?

                          Answer: D


                          NEW QUESTION # 248
                          A project manager is preparing a contingency plan for an AI-driven customer service platform.
                          They need to determine an effective strategy to handle potential system downtimes. Which strategy addresses the project manager's objective?

                          Answer: C

                          Explanation:
                          PMI-CPMAI explicitly includes "Oversee AI solution contingency plan," with enablers such as incident response procedures, backup and disaster recovery strategies, escalation procedures, and business continuity plans for AI service disruptions, plus regular testing and validation of contingency procedures. For a customer service platform, the most direct "business continuity" control during downtime is a manual override path for critical queries--ensuring essential customer needs can still be handled when automation is unavailable. This strategy creates an immediate operational alternative that keeps service running, aligns with escalation procedures, and reduces harm to customers and the business during outages.


                          NEW QUESTION # 249
                          ......

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