A hospital is integrating an AI system that assists nurses with patient charting. The nurses are concerned about increased documentation errors. The program manager needs to ensure smooth adoption. What should be included in the change management plan?

Provide comprehensive training and a feedback channel for nurses to report issues.

Implement the system without a pilot to avoid delays.

Limit access to the system to a few nurses to reduce errors.

Disable the AI system's suggestions to avoid errors.

A government agency is integrating an AI system to process citizen service requests. The agency has strict data sovereignty requirements: all data must remain within the country. The agency also wants to use a cloud AI service for scalability. What should the program manager do?

Use a hybrid approach where data is stored on-premises but processed in the cloud.

Select a cloud provider that offers a region within the country and configure the AI service to store and process data only in that region.

Use a public cloud service without specifying a region, relying on the provider's data protection policies.

Build an on-premises AI system using open-source tools.

A logistics company is integrating an AI route-optimization system. Dispatchers are resistant because they fear the AI will replace their jobs. The program manager wants to increase adoption. Which change management tactic is most effective?

Deploy the system quietly and let dispatchers discover its benefits on their own.

Offer a financial bonus to dispatchers who use the system consistently.

Mandate use of the system through a new policy and require all dispatchers to complete training.

Involve dispatchers in the design and pilot phases, and communicate that the AI will assist rather than replace them.

A city government has deployed an AI system on edge devices to analyze traffic camera feeds for congestion. The system must operate 24/7. The operations team needs to ensure the edge devices are healthy and the AI model is performing correctly. What should the monitoring plan include?

Monitor device uptime and model inference accuracy against ground-truth data.

Monitor only the network bandwidth used by the cameras.

Collect all video feeds to a central server for manual review.

Review the model's training data quality monthly.

What is a key benefit of using middleware or an integration layer to connect AI systems with legacy applications?

It guarantees that the AI system will be faster than the legacy system

It eliminates the need for data governance and security policies

It allows the AI system to communicate with legacy systems without requiring changes to the legacy code

It automatically upgrades the legacy system to modern technology

EC-CouncilCertified AI Program Manager

Domain 6Objective 2

Integrating AI into Enterprise Systems CAIPM Practice Questions (Page 10)

Part of the Deployment, Value Measurement, and Sustaining Transformation domain, which makes up ~18% of our current practice bank.

52questions here

11free pages

9concepts

9 Concepts in This Objective

Enterprise AI Integration Strategy
AI System Architecture Design
Data Integration and Management
Legacy System Interoperability
AI Deployment Models
Change Management for AI Adoption
AI Governance and Compliance in Integration
Integration Testing and Validation
Monitoring and Maintenance of Integrated AI

Questions 46–50

46application · medium
A hospital is integrating an AI system that assists nurses with patient charting. The nurses are concerned about increased documentation errors. The program manager needs to ensure smooth adoption. What should be included in the change management plan?
Select an answer first
47expert · hard
A government agency is integrating an AI system to process citizen service requests. The agency has strict data sovereignty requirements: all data must remain within the country. The agency also wants to use a cloud AI service for scalability. What should the program manager do?
Select an answer first
48application · medium
A logistics company is integrating an AI route-optimization system. Dispatchers are resistant because they fear the AI will replace their jobs. The program manager wants to increase adoption. Which change management tactic is most effective?
Select an answer first
49application · medium
A city government has deployed an AI system on edge devices to analyze traffic camera feeds for congestion. The system must operate 24/7. The operations team needs to ensure the edge devices are healthy and the AI model is performing correctly. What should the monitoring plan include?
Select an answer first
50foundation · easy
What is a key benefit of using middleware or an integration layer to connect AI systems with legacy applications?
Select an answer first

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