Casting has been consistently traditional with a core white voice ensemble (Seth MacFarlane, Alex Borstein, Mila Kunis, Seth Green) voicing the family and organic supporting diversity like black neighbor Cleveland Brown (voiced by white Mike Henry until Season 19's DEI-prompted recast to black actor Arif Zahir), avoiding race/gender-swaps or forced inclusion clashing with the source material. Aggregate season scores (mostly 0-3/10, peaking at 6/10 in S19) reflect negligible progressive ideological influence overall, with early seasons (1-18) exemplifying pure boundary-pushing offense pre-woke era, and later ones showing only incidental, satirized social justice touches (e.g., BLM parodies, LGBTQ+ gags, immigration) that prioritize chaotic entertainment over activism or lectures.