The core cast remains unchanged and traditional, with Seth MacFarlane, Alex Borstein, Mila Kunis, Seth Green, and Mike Henry in their longstanding roles, including Henry voicing Cleveland Brown as a white actor—a practice that persisted until later seasons. No race-swapping, gender-swapping, or forced diversity in casting is evident, and guest stars like athletes and actors appear in typical cameo roles without DEI emphasis.

Episode plots focus on family antics, cutaway gags, and satire of everyday absurdities, such as Peter becoming a gigolo pimp, starting a junk food truck, or parodying 9/11 hijackings and airline pilots. Minor progressive-leaning elements appear incidentally: 'Hot Shots' satirizes the anti-vaccination movement by depicting Peter and Lois causing a measles outbreak, aligning superficially with pro-vaccine stances often associated with progressives, but presented through mockery rather than advocacy; 'Dearly Deported' features Chris dating a Mexican girl who is deported, with the family aiding her return, touching on immigration sympathy without deeper systemic critique or lectures. These do not drive the season's narrative, lack activist intent from creators, and sparked no notable controversies or audience backlash labeling the season 'woke.' Reception was average for the declining show, with no 'go woke go broke' narrative, as the elements feel organic to the show's equal-opportunity offending style rather than prioritizing messaging over entertainment.