AI Investment Justification CAIPM Practice Questions (Page 2)

Questions 6–10

1. 6expert · hard

   An insurance company is planning to deploy an AI system for claims processing. The system has the potential to reduce processing time by 40%, but there is a risk of algorithmic bias leading to regulatory penalties. The company has a strong compliance culture and wants to avoid any reputational damage. What is the most effective risk mitigation strategy to include in the business case?

   • AImplement a rigorous bias testing and monitoring framework, with regular audits and a clear remediation plan.
   • BLimit the system's scope to low-risk claims to reduce the chance of bias.
   • CDeploy the system quickly to gain a competitive advantage and address any bias issues later.
   • DOutsource the AI development to a third party to shift liability.
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2. 7expert · hard

   A retail company is considering an AI-powered personalization engine. The financial ROI is positive but modest. However, the system is expected to significantly improve customer loyalty and brand perception, which are key strategic goals. The marketing director strongly supports the project, but the CFO is concerned about the modest ROI. How should the program manager frame the investment case to address the CFO's concerns while highlighting strategic value?

   • APropose a smaller pilot project to reduce the financial risk and gather more data.
   • BQuantify the intangible benefits in financial terms where possible, such as customer lifetime value, and present them alongside the ROI.
   • CFocus only on the financial ROI and omit intangible benefits to keep the case simple.
   • DArgue that the strategic value is more important than financial ROI and should be accepted on that basis.
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4. 8foundation · easy

   What is the primary goal of stakeholder communication in the AI investment approval process?

   • ATo provide a complete project timeline
   • BTo address stakeholder concerns and secure approval
   • CTo present the technical details of the AI model
   • DTo demonstrate the project manager's technical expertise
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5. 9application · medium

   A manufacturing company is evaluating an AI-based predictive maintenance system. The initial development cost is $500,000, annual operating costs are $150,000, and the expected annual savings from reduced downtime are $250,000. The system has a useful life of 5 years. The CFO asks for the payback period to assess how quickly the investment will be recovered. What is the payback period?

   • A2.5 years
   • B6.67 years
   • C3.33 years
   • D5.0 years
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6. 10expert · hard

   A manufacturing company is building a business case for an AI quality-inspection system. The system is expected to reduce defects by 30%, but the initial investment is high. The company's leadership is divided: the operations VP wants to see a clear ROI, the IT director is concerned about integration with legacy systems, and the CEO is focused on the company's reputation for quality. What is the most effective way to structure the business case to gain approval?

   • APresent the business case in separate meetings to each stakeholder, tailoring the message to their interests.
   • BFocus on the quality improvement metrics and assume the financial and integration aspects are secondary.
   • CHighlight the competitive advantage from improved quality and downplay the financial and integration challenges.
   • DPresent a single, detailed business case that includes financial projections, integration plan, and quality improvement metrics.
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