The film adheres to conventional heteronormative frameworks. Romantic arcs center on traditional male-female pairings without any presence of non-cisnormative identities.

The narrative is predominantly male-centric, focusing on male student camaraderie. Female characters like Maya are integral but largely function within traditional romantic tropes.

The film presents a homogeneous depiction of the Indian middle class. It lacks intersectional breadth, focusing instead on the internal dynamics of a specific socioeconomic group.

The story offers a nuanced critique of high-pressure education systems. It prioritizes the process of effort over the singular pursuit of meritocratic success.

Representation is minimal. While the film explores psychological stress and the emotional toll of failure, it does not engage with neurodivergence or physical disabilities.