A new online marketplace connects independent repair technicians with customers. The company attracts many technicians by charging low fees, but customers remain reluctant to join because service quality is uncertain. Which strategy best addresses the marketplace’s immediate challenge?

A retailer develops an AI model that accurately predicts which products will be in demand in each region. However, replenishment rules remain unchanged, store managers distrust the recommendations, and delivery performance does not improve. Which response best addresses the full problem?

A successful manufacturer faces a digital platform entrant that initially serves small customers with a lower-quality, lower-cost offering. The manufacturer’s largest customers remain satisfied, so executives propose ignoring the entrant since it is not a threat to the core market. Which response is most accurate?

An airline allows an AI agent to interpret policy, calculate refunds, issue payments, update reservations, and send final decisions to customers. Which governance design is most appropriate?

A startup needs authentication, payment processing, mapping, messaging, and a recommendation engine. Which architecture decision best reflects service-oriented design?

An AI hiring system ranks applicants without explicitly rejecting anyone, but recruiters adopt a workflow rule of only reviewing the top 10 percent of candidates. Which risk remains?

Which situation is most directly addressed by supply chain management rather than ERP alone?

A company has written privacy policies and requires employees to complete annual training. An audit finds that customer-data access is not logged and the company cannot demonstrate who viewed sensitive records. What is the most accurate diagnosis?

A pharmaceutical company posts a clearly defined data-analysis problem to thousands of external solvers. The winning method is technically strong, but the firm cannot implement it because internal managers do not understand the method or how it fits existing operations. What is the best diagnosis?

An employee receives a text message that appears to come from the company’s IT department. The message says the employee’s account will be suspended unless they immediately verify their password through a link. Which description is most accurate?