Ride-hailing is a two-sided marketplace: riders want short wait times and fair prices, and drivers want steady earnings with little idle time. The health of the marketplace is decided locally, neighbourhood by neighbourhood and hour by hour.
The flywheel
More drivers mean shorter pickup times, which bring more riders, which raise driver earnings, which attract more drivers. It also runs in reverse: if supply thins out, wait times rise, riders leave and drivers earn less.
Metrics that matter
- Fulfilment rate: share of ride requests that turn into completed trips.
- Pickup time and cancellation rates on both sides.
- Driver utilisation: share of online time spent on a trip.
- Take rate: commission or subscription fee as a share of fare.
Why city-level analysis matters
National averages hide the picture. A platform can be strong in one city and weak in the next because of local fleet mix, regulation, traffic patterns and competition. Commission models, driver subscription models and the mix of two-wheelers, autos and cabs all differ by city, so useful competitive intelligence is built city by city.
Electric vehicles
EV fleets change cost structures: lower running costs but higher upfront or rental costs, plus a dependence on charging infrastructure. Unit economics need to be modelled per vehicle type.