In our view, "Late Night" heavily prioritizes identity-driven character arcs, especially with the protagonist landing her job largely based on diversity optics rather than merit or organic fit. The story leans into themes of representation at the expense of traditional character growth and narrative realism. This can feel forced for viewers looking for more plausible, skill-based character development.

The film often critiques traditional workplace norms, authority, and masculinity, while elevating newer, progressive values. Male characters are frequently depicted as oblivious or outmoded, and established comedic traditions are portrayed as needing to be upended. Religion and family themes take a backseat, if present at all.

Dissenting perspectives are somewhat caricatured, with any resistance to change painted as ignorance or outright villainy. While there is some attempt at nuance, the overall message is clear: the modern, progressive worldview is the only valid perspective, offering little room for pluralism or meaningful debate.