Executive summary
Aggregator ratings decide which outlets customers see first. Across the 4,200 outlets we studied, the gap between a 3.9 and a 4.1 rating was worth more in order volume than any discount campaign we could measure.
- Accuracy problems, missing items and wrong orders, cost more stars than taste.
- Ratings drop sharply late at night, mostly over packaging and temperature.
- Outlets that act on complaints within the same shift recover faster than those that review them weekly.
What operators should do
- Treat missing-item complaints as a kitchen process problem, tracked by shift.
- Review late-night packaging separately from daytime service.
- Focus on outlets sitting between 3.8 and 4.0: small fixes there move the most orders.
A 4.1 rating means little on its own. Compare each outlet with the competitors delivering to the same pin codes.
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Method
We analysed 1.1 million ratings with comments from Swiggy and Zomato for 4,200 outlets of 36 QSR brands in 22 cities, posted between October 2025 and March 2026.
Comments were classified into a QSR taxonomy covering accuracy, taste, temperature, packaging, delivery and price. Order-volume effects were measured on a subset of outlets that shared anonymised order data.