AWS Certified AI Practitioner AIF-C01 Practice Question

Fairness focuses on ensuring that an AI system provides comparable performance and benefits to all users or subgroups. Because the model's quality depends on prompt style and penalizes users who supply short, informal input, it creates unequal treatment and therefore violates fairness. Robustness relates to performance under perturbations, veracity concerns factual accuracy, and safety and controllability address preventing harmful or ungoverned behavior-none of which directly describe unequal treatment across user groups.