Art museums and the organisations that support them frequently use language which promotes their benevolence and their commitment to equity. I will discuss why I have recently begun to experiment with machine learning to better understand how organisational texts like annual reports and policies adopt these biased languages, and how this might inform long-standing and systemic concerns about bias and discrimination in baked into societal AI.