Because it bills itself as a responsible AI company, Alltold built its platform with experts and advocacy groups. It collaborated with LGBTQ+ advocacy organization GLAAD to develop its gender expression scale, which spans feminine, masculine and gender nonconforming identities. 

In some cases, person detection algorithms can miss people or find it impossible to make an annotation, so those were excluded from Alltold’s analysis.