To ground the design in real user behavior, I surveyed individuals aged 25–30 who regularly book indoor cycling classes with studios such as Ride Revolution, Electric Studio, and Saddle Row. The research aimed to uncover booking frustrations, decision drivers, and expectations around flexibility and clarity.