Beyond Ratings (2026) Review | Aprajita Gupta Film

The film doesn’t follow a traditional narrative arc; it’s a triptych of testimonies. We meet Gunjan, a delivery rider who navigates the chaos of Connaught Place’s roundabouts; Priyanka, a domestic-services app worker whose “flexible hours” stretch into grueling double shifts; and Manju, a beauty-and-wellness gig worker whose door-to-door visits blur the line between service and vulnerability. Their stories interweave through shared motifs: the ominous 4.7-star rating that determines their fate, the phone’s GPS pinging their every move, and the faceless “care team” that responds to complaints with canned apologies. The documentary’s “adventure” genre tag is apt in a grim, ironic way - every delivery, every appointment, is a small expedition through a city that offers no safety net. The film culminates not in a triumphant resolution but in a collective, weary exhale - the women still working, still watching their ratings, still invisible to the bosses who never call.

Aprajita Gupta’s direction is commendably restrained. She lets the camera linger on hands - gloved, cracked, clutching phones - and on the fleeting expressions that cross her subjects’ faces when they talk about being short-changed or demeaned. The handheld footage, shot on New Delhi’s actual streets, carries an authenticity that studio recreations can’t fake. There’s one sequence where Priyanka walks through a narrow lane, her phone voice-navigating, and the camera catches a security guard’s suspicious gaze. No words are exchanged, but the scene speaks volumes about the gendered scrutiny these women face daily.

The film’s greatest strength is its refusal to vilify the customers. Instead, it targets the architecture - the “absent bosses” masked behind apps, the feedback loops that punish workers for traffic delays, the surveillance that tracks their bathroom breaks. The women’s voices are never overwrought; they narrate their experiences with a matter-of-factness that is more devastating than any sob story. Gunjan’s anecdote about a customer who rated her one star because the rain made her late is delivered with a dry, almost wry smile, but the implication lands hard: the system is designed for her to lose.

However, the film’s brevity cuts both ways. At 37 minutes, it feels more like a vivid sketch than a full canvas. We never get a deep dive into the platforms’ corporate structures or the policy failures that enable this exploitation. The women’s resilience is inspiring, but their lives beyond the gig - their families, their hopes, their escape plans - remain largely off-screen. A little more editorial context - perhaps a comparison to the broader unorganized labor sector or the rise of similar apps across India - would have elevated the documentary from a powerful snapshot to a comprehensive indictment.

The cinematography is functional, occasionally beautiful. Late-afternoon shots of the Yamuna riverbank serve as melancholic breathers between the relentless door-to-door segments. The sound design is raw; we hear the relentless pings of new orders, the honking horns, the crinkle of packaging - a sonic landscape that reinforces the workers’ constant state of alertness. There’s no score, which is a bold choice. The silence in the quieter moments, especially when Manju recounts a particularly unnerving encounter at a client’s house, is more chilling than any violin could be.

Pros:

• Grounded, authentic performances from the non-professional cast; their naturalism is the film’s backbone.
• Sharp focus on the gendered dynamics of gig work - harassment, surveillance, and the extra emotional labor women must perform.
• Efficient runtime; every minute is used to build a cumulative portrait of exhaustion.
• The “absent boss” theme is handled with subtlety, making the invisible system feel tangible and oppressive.
• The ending’s lack of resolution is a bold, truthful choice.

Cons:

• Lacks macro-level analysis; no interviews with policymakers, industry experts, or even app company representatives.
• Some segments feel repetitive, especially the repeated shots of phone screens with similar notifications.
• The documentary assumes prior knowledge of India’s gig-economy landscape, potentially confusing international viewers.
• A few transitions are jarring, cutting between subjects without a clear thematic link.

Beyond Ratings is not a comfortable watch. It’s a document of a reality that many of us are complicit in ignoring - the person behind the "order delivered" notification. Gupta’s film is a poignant reminder that every five-star review is built on someone’s tiredness, every “unsafe” report is a woman’s compromised dignity, and every “flexible gig” is a cage with a digital lock. Its imperfections - the short runtime, the missed opportunities for systemic critique - feel almost moot when weighed against the raw, unflinching truths shared by Gunjan, Priyanka, and Manju. In an era of bloated content, here’s a film that respects your time and demands your conscience. It might not give you answers, but it will certainly make you think twice before you rate anyone again. For that alone, it deserves far more than the zero-score TMDb star currently affixed to its name. This is a documentary that deserves to be seen, discussed, and, most importantly, believed.