The cast features a mix of established comedians including one Black contestant (Babátúndé Aléshé), two women (Emma Sidi and Rosie Jones), and Rosie Jones who is openly gay and has cerebral palsy, representing incidental diversity typical of modern British comedy panels rather than forced DEI quotas or identity-focused selection. However, these elements remain background and organic, with no race/gender-swapping, lectures on systemic issues, or centrality to the premise—tasks revolve around ducks, eggs, and silly challenges like honking Horne, prioritizing pure entertainment.

Reception is overwhelmingly positive, hailed as a 'strong season' with 'remarkably normal' episodes, clever performances (including from Rosie), and minor scoring controversies unrelated to politics. Some pre-airing skepticism about Rosie proved unfounded as she shone comedically, and while she faced personal abuse (defended by Alex Horne), this stemmed from bigoted viewers, not show-induced backlash labeling it 'woke.' No creator statements emphasize activism, and the absence of social justice messaging, identity politics, or critiques of norms keeps the focus on unadulterated fun, preserving the series' broad appeal.