Nurses are penalized for spending too much time on patient calls due to AI-driven performance scoring that prioritizes short call durations over quality of care.

Existing quality assurance and workforce management tools focus on productivity metrics like average handle time, without successfully integrating clinical judgment or patient compassion into performance evaluations. AI attempts to rate empathy and tone are perceived as inaccurate and punitive.