EC-COUNCIL 312-41 認定試験の出題範囲：
| トピック | 出題範囲 |
|---|
| トピック 1 | - AI Platforms, Tools and Ecosystem Integration: Covers evaluation and selection of enterprise AI platforms and tools, including how to assess vendor maturity, ensure security, and integrate AI solutions into existing IT environments.
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| トピック 2 | - AI Pilot Execution and Scaled Deployment: Covers the end-to-end process of designing and running AI pilots with measurable success criteria, managing phased rollouts, and scaling deployments while mitigating expansion risks.
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| トピック 3 | - Organizational Readiness and AI Maturity Assessment: Covers how to evaluate an organization's readiness for AI adoption across strategy, data, technology, workforce, and culture, using maturity models to benchmark capabilities and surface adoption risks and gaps.
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| トピック 4 | - Measuring AI Adoption Impact and Value: Focuses on tracking and quantifying the business value of AI initiatives through defined metrics, adoption effectiveness measures, and stakeholder-ready dashboards and reports.
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| トピック 5 | - AI Strategy and Adoption Roadmap Design: Teaches how to define an AI strategy aligned with business goals and governance requirements, then build a prioritized roadmap with dependency mapping, operating models, and clearly defined roles.
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| トピック 6 | - Sustaining AI Transformation and Continuous Improvement: Addresses how to embed AI into core business operations for the long term by building leadership, adaptive governance, and a continuous improvement culture that keeps pace with evolving AI technologies.
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| トピック 7 | - AI Use Case Identification and Value Prioritization: Focuses on identifying high-value AI opportunities, assessing business impact and feasibility, and making structured build-vs-buy-vs-partner decisions to prioritize use cases with the strongest ROI.
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| トピック 8 | - Change Management and AI Enablement: Addresses leading workforce transitions through AI adoption by applying change management frameworks such as ADKAR and Kotter, building AI literacy programs, and embedding AI into organizational culture and daily operations.
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参照：https://www.eccouncil.org/ai-courses/certified-ai-program-manager-caipm/
EC-COUNCIL 312-41 試験概要:
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