The film lacks LGBTQ+ characters or explorations of non-heteronormative identities. It adheres to traditional social structures without introducing queer perspectives into the central plot.

Narrative agency is concentrated among male protagonists within a male-centric comedic model. Female characters appear as conventional archetypes rather than disrupting traditional patriarchal hierarchies.

The cast is culturally homogeneous, reflecting its regional Kerala setting. While it provides a grounded representation of Malayali identity, it does not actively expand the ethnic spectrum.

The story follows traditional commercial tropes and does not prioritize secular or anti-capitalist narratives. It maintains respect for institutions through a comedic, procedural lens.

There is no evidence of physical or neurodivergent disabilities being integrated into character arcs. The focus remains strictly on the chase between police and thieves.