Mainstream Bollywood critics have long used this term to create a hierarchy of taste. But independent cinema—especially the kind emerging from the parallel cinema movement, OTT platforms, and festival darlings—has asked a provocative question: What happens when we take the kaamwali bai seriously as a spectator?

Creators used provocative titles to grab the attention of the "front-benchers."

In independent cinema, directors often have more creative integrity and must rely on a strong plot rather than star power or large budgets.

In the age of YouTube and Letterboxd, movie reviews have become the primary gatekeepers for independent cinema. A "Kaamwali Grade" movie can live or die based on how digital critics frame its intent.