AIAuditors is a team partnering with Carnegie Mellon HCII to aid in the research on fairness in machine learning (ML) by developing a Game With A Purpose (GWAP). The project plans to develop an online game that engages players in (collectively) surfacing and making sense of questionable judgments in AI system(s). It will be released to attract and support everyday users to play and generate usable data as a byproduct of gameplay.