The ride-hailing industry is continuously evolving, seeking new avenues to increase revenue streams beyond traditional fares. One viable opportunity lies in integrating advertising into both the physical cabs and the digital platforms. Cab branding can take various forms, ranging from eye-catching graphics to audio advertisements played during ride