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Updated: Aug 22, 2026

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EC-COUNCIL CAIPM Exam Overview:

Certification Vendor:EC-Council
Exam Name:Certified AI Program Manager
Exam Number:CAIPM
Real Exam Qty:100
Exam Duration:120 minutes
Available Languages:English
Related Certifications:CEH
CISO
CND
Exam Price:$400
Passing Score:70%
Certificate Validity Period:3 years
Exam Format:Multiple Choice
Sample Questions:EC-COUNCIL CAIPM Sample Questions
Exam Way:Online Proctored Exam
Pre Condition:Basic knowledge of project management principles; prior project management experience recommended but not required
Official Syllabus URL:https://www.eccouncil.org/certified-ai-program-manager/

EC-COUNCIL CAIPM Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: AI Program Evaluation and Optimization10%- Performance Measurement
- KPI and Success Metrics
- Continuous Improvement
Topic 2: AI Fundamentals and Strategy15%- AI Business Strategy Alignment
- AI Ethics and Governance Frameworks
- AI Concepts and Terminology
Topic 3: Risk Management and Compliance10%- AI Risk Identification and Assessment
- Regulatory Compliance (GDPR, CCPA)
- Security Considerations for AI
Topic 4: AI Program Planning20%- Requirements Gathering for AI Projects
- Stakeholder Identification and Analysis
- AI Project Scoping and Feasibility Analysis
- Resource Planning and Budgeting
Topic 5: AI Project Lifecycle Management25%- Monitoring and Maintenance
- Data Preparation and Management
- Model Development and Testing
- AI Development Methodology (CRISP-DM, Agile)
- Deployment and Operations (MLOps)
Topic 6: AI Team Leadership and Management20%- Conflict Resolution in AI Projects
- Cross-functional Collaboration
- Building AI Teams
- Talent Management and Development

EC-COUNCIL Certified AI Program Manager (CAIPM) Sample Questions:

1. An organization completes a limited pilot of an internal AI assistant used by HR to respond to employee benefits queries. Pilot metrics show strong engagement, stable uptime during business hours, and no material compliance findings. When reviewing the transition from pilot to enterprise rollout, the Steering Committee identifies unresolved dependencies that extend beyond system performance. Specifically, the handoff documentation does not define which function is accountable for maintaining institutional knowledge, how responsibility transfers during organizational changes, or which authority owns decision-making during service disruptions outside standard operating windows. The committee concludes that while the system is technically viable and well-received, approving scale would introduce unmanaged risk due to unclear ownership, escalation authority, and long-term control structures. Which validation category addresses the absence of formally defined accountability, ownership, and decision authority required to safely transition an AI system from pilot use to enterprise operation?

A) Cost and Consumption Assumptions
B) Governance and Control Validation
C) Predefined Authorization Criteria
D) Operational Readiness Check


2. Nebula Dynamics procured 5,000 enterprise licenses for a new AI analytics suite. During the quarterly review, the vendor reports a 70% Deployment Success rate, citing that 3,500 employees have registered and activated their accounts. However, the CIO requires a validation of actual value extraction, not just registration. An audit of the system logs reveals that while registration is high, only 2,000 unique users have logged in and performed a query within the last month. Furthermore, only 800 of those users interact with the platform daily. To report the true utilization of the paid assets to the board, what is the Basic Adoption Rate for Nebula Dynamics?

A) 40%
B) 16%
C) 70%
D) 57%


3. A new predictive maintenance system was deployed on the factory floor three months ago. Despite technical validation confirming the model's accuracy, utilization reports show zero engagement. Shift supervisors report that their teams are reverting to legacy manual checklists because they cannot bridge the gap between the system's probabilistic dashboards and their standard operating procedures. Which specific adoption challenge is the primary cause of this project's stagnation?

A) Regulatory Compliance and Governance
B) Human-AI Collaboration
C) Ethical and Societal Risks
D) Skill Gap and Workforce Adaptation


4. Julianne Moore, Lead AI Systems Architect, is conducting an investigation on a facial recognition access system that recently failed a security audit. The audit team demonstrated that by wearing a specifically crafted pair of noisy pattern eyeglasses, an unauthorized user could consistently trick the system into identifying them as the CEO. Julianne confirms that the system's source code is intact and the original database of face images used to train the model was verified as clean and unaltered. Julianne must categorize this vulnerability in her report to the CISO. Which AI-specific security threat characterizes the method used to bypass the system's identification controls?

A) Adversarial Attacks
B) Prompt Injection
C) Data Poisoning
D) Model Theft


5. You are the AI Program Manager for a global logistics company. The Operations Director reports that the company is suffering from significant capital waste due to inefficient inventory management. The current system relies on manual spreadsheets that react to shortages only after they occur, leading to rush-shipping costs. You propose implementing an AI solution that analyzes historical sales data and real-time market signals to forecast inventory needs weeks in advance, allowing the team to adjust stock levels before issues materialize. Which specific AI application area are you implementing to support this proactive demand planning?

A) Predictive Analytics
B) Process Automation
C) Sentiment Analysis
D) Customer Intelligence


Solutions:

Question # 1
Answer: B
Question # 2
Answer: A
Question # 3
Answer: B
Question # 4
Answer: A
Question # 5
Answer: A

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