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Managers face expanding administrative load while HR pursues speed, consistency and compliance under rising AI expectations. Automating repeatable tasks without eroding trust demands clear authority boundaries, privacy controls and auditability. Getting this right unlocks better coaching time, safer decisions and faster cycles across reviews, policy queries and calibration.