EC-COUNCIL

EC-Council Certified AI Program Manager

CAIPM

The EC-Council Certified AI Program Manager (CAIPM) certification validates your ability to lead AI initiatives from ideation to deployment, bridging the gap between technical AI execution and business outcomes. Designed for experienced professionals, it equips you to govern AI adoption, manage MLOps, and drive measurable ROI. Earning CAIPM proves you can operationalize AI at scale and turn enterprise AI investments into real business value.

Practice Free Questions

6Domains

27Objectives

266Practice pages

1283Free questions

CAIPM free practice questions

Choose any objective and open any question page — no sign-in required.

Core AI concepts and business applications

41 questions · 9 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–41

Differences between AI, automation, and analytics

32 questions · 7 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–32

AI capabilities, data dependencies, and failure modes

43 questions · 9 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–43

Types of AI - ML, DL, Generative AI, and Agents

37 questions · 8 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–37

AI project life cycle, MLOps, and DataOps

46 questions · 10 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–46

Emerging AI trends and future opportunities

49 questions · 10 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–49

Assess AI readiness across key dimensions

54 questions · 11 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–50 51–54

Apply AI maturity models and benchmark capabilities

49 questions · 10 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–49

Conduct AI readiness assessments

47 questions · 10 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–47

Identify AI adoption risks

49 questions · 10 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–49

AI Use Case Identification and Value Prioritization

46 questions · 10 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–46

Use Case Evaluation

45 questions · 9 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45

AI Strategy and Adoption Roadmap Design

52 questions · 11 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–50 51–52

AI Strategy Frameworks

42 questions · 9 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–42

AI Investment Justification

40 questions · 8 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40

Change Management and AI Enablement

59 questions · 12 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–50 51–55 56–59

Workforce and stakeholder buy-in

59 questions · 12 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–50 51–55 56–59

Establishing organizational alignment for AI

54 questions · 11 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–50 51–54

AI Platforms, Tools, and Ecosystem Integration

59 questions · 12 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–50 51–55 56–59

Vendor Evaluation and coordination

50 questions · 10 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–50

Governance, Ethics, and Responsible AI in Adoption

49 questions · 10 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–49

AI Governance

49 questions · 10 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–49

AI Pilot Execution and Scaled Deployment

54 questions · 11 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–50 51–54

Integrating AI into enterprise systems

52 questions · 11 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–50 51–52

Measuring AI Adoption Impact and Value

30 questions · 6 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30

KPI Development

41 questions · 9 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–41

Sustaining AI Transformation and Continuous Improvement

55 questions · 11 pages

Questions 1–5 6–10 11–15 16–20 21–25 26–30 31–35 36–40 41–45 46–50 51–55

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Percentages reflect share of the current practice bank, not official exam weightings. Every page above is a live, crawlable practice page (27 objectives · 266 pages).

EC-Council Certified AI Program Manager

CAIPM free practice questions

Domain 1 · AI Fundamentals for Business Adoption19% of practice bank · 6 objectives · 248 questions19%

Domain 2 · Organizational Readiness and AI Maturity Assessment16% of practice bank · 4 objectives · 199 questions16%

Domain 3 · AI Use Case Identification and Strategy Design18% of practice bank · 5 objectives · 225 questions18%

Domain 4 · Change Management and AI Enablement13% of practice bank · 3 objectives · 172 questions13%

Domain 5 · AI Platforms, Governance, and Ethics16% of practice bank · 4 objectives · 207 questions16%

Domain 6 · Deployment, Value Measurement, and Sustaining Transformation18% of practice bank · 5 objectives · 232 questions18%