A manufacturing company has an AI-based quality inspection system that runs on edge devices. The system must be updated with new model versions, but the edge devices have intermittent connectivity. The program manager needs to automate the update process while ensuring that devices can roll back to a previous model if the new one fails. Which approach should they use?

Send the new model to devices via email and ask operators to install it

Use a device management service that supports over-the-air model updates with versioning and rollback capabilities

Use a central server to push updates only when devices are online, but do not keep previous versions

Manually update each device by connecting a laptop to it

What is the primary purpose of a data pipeline in an AI platform?

To provide a user interface for data scientists

To feed data to AI models and manage data flow

A retail company wants to integrate a third-party AI recommendation service with its existing customer relationship management (CRM) system and e-commerce platform. The integration must minimize changes to existing applications and ensure that customer data is not stored by the third-party service. Which approach should the program manager recommend?

Export customer data to a shared file server and have the AI service read it periodically

Use an API gateway with a middleware layer that calls the AI service and transforms data, while ensuring no data persistence by the vendor

Replace the CRM system with the AI vendor's built-in customer database

Directly connect the CRM database to the AI service's training endpoint

EC-CouncilCertified AI Program Manager

Domain 5Objective 1

AI Platforms, Tools, and Ecosystem Integration CAIPM Practice Questions (Page 8)

Part of the AI Platforms, Governance, and Ethics domain, which makes up ~16% of our current practice bank.

59questions here

12free pages

12concepts

Questions 36–40

36expert · hard
A manufacturing company has an AI-based quality inspection system that runs on edge devices. The system must be updated with new model versions, but the edge devices have intermittent connectivity. The program manager needs to automate the update process while ensuring that devices can roll back to a previous model if the new one fails. Which approach should they use?
Select an answer first
37foundation · easy
What is the primary purpose of a data pipeline in an AI platform?
Select an answer first
38foundation · easy
Which tool category is specifically designed to coordinate multiple AI tasks and services into a single automated workflow?
Select an answer first
39application · medium
A retail company wants to integrate a third-party AI recommendation service with its existing customer relationship management (CRM) system and e-commerce platform. The integration must minimize changes to existing applications and ensure that customer data is not stored by the third-party service. Which approach should the program manager recommend?
Select an answer first
40foundation · easy
Which governance consideration is most directly concerned with ensuring that AI models do not produce biased outcomes?
Select an answer first

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AI Platforms, Tools, and Ecosystem Integration CAIPM Practice Questions (Page 8)

Questions 36–40

What is the primary purpose of a data pipeline in an AI platform?

Which tool category is specifically designed to coordinate multiple AI tasks and services into a single automated workflow?

Which governance consideration is most directly concerned with ensuring that AI models do not produce biased outcomes?

Keep studying — AI Platforms, Governance, and Ethics