Unfair Group Representation and Erasure

When a generative system consistently depicts a single profile when portraying certain occupations or roles, rendering other groups nearly invisible; due to unmitigated control gaps, once such material is widely used, it reinforces rather than challenges existing societal frames of perception, triggering compliance exposure and operational reputational costs.