Free CompTIA AI-Essentials Exam Questions

An insurance company rolls out a claims processing AI tool across regional offices. In some regions, staff find the tool ineffective due to varying policy rules and data entry standards. Which AI adoption challenges are evident here?

A hospital deploys AI to prioritize patient treatment. Later, it is found that the AI systematically deprioritizes elderly patients regardless of actual medical urgency. What ethical concern does this situation primarily highlight?

A financial services firm is using AI to evaluate creditworthiness, but regulators are concerned about potential bias in loan approvals. What technique should be applied to ensure fairness in AI-driven decisions?

A financial institution wants to automate the approval of mortgage applications based on applicant income, credit score, and loan amount. The system needs to classify each application as "Approved," "Pending Review," or "Rejected." Which AI model should be used?

A city-wide traffic optimization AI performs inconsistently depending on time of day and regional sensor coverage. Engineers note the model struggles in low-data or fluctuating conditions. What approach would most effectively address this reliability issue?