Free CompTIA AI-Essentials Exam Questions

Question 1

A healthcare provider is deploying an AI-based diagnostic tool for cancer detection. To ensure model reliability, the AI must provide confidence scores for its predictions. What AI governance approach should be applied?

A : Red Teaming, since adversarial testing validates AI decision reliability

B : Explainable AI (XAI), as it ensures AI decisions are interpretable and provide transparency into model confidence

C : Federated Learning, as decentralized AI training improves privacy

D : Model Compression, since reducing AI model size improves interpretability

Answer: B

Question 2

A social media platform uses a model to detect whether a post is related to sports, politics, entertainment, or technology. Which model type applies here?

A : Regression

B : Dimensionality reduction

C : Classification

D : Clustering

Answer: C

Question 3

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 : Model Scalability

B : Bias and Fairness

C : Data Privacy

D : Transparency

Answer: B

Question 4

An AI chatbot is designed without sanitizing user inputs before sending them to an intent classification model. What risk does this pose to the system?

A : Model compression failure

B : Prompt injection or logic manipulation

C : Increased false negatives

D : Loss of training data

Answer: B

Question 5

A healthcare provider is deploying an AI-based diagnostic tool for cancer detection. To ensure model reliability, the AI must provide confidence scores for its predictions. What AI governance approach should be applied?

A : Red Teaming, since adversarial testing validates AI decision reliability

B : Explainable AI (XAI), as it ensures AI decisions are interpretable and provide transparency into model confidence

C : Federated Learning, as decentralized AI training improves privacy

D : Model Compression, since reducing AI model size improves interpretability

Answer: B