Ride-hailing services such as Uber and Bolt have grown into a mainstream urban transport option across the UK, offering on-demand convenience without the need for vehicle ownership or pre-booking. These platforms benefit commuters, leisure travellers, and those in areas with limited public transport access. Understanding how frequently people turn to these services helps operators identify loyal user segments, optimise driver supply, and tailor pricing strategies to match real demand patterns across different usage tiers.