User Experience Validation: 12 riders used the app prototype across 14 days of daily commutes. Riders rated the experience 7–8/10 overall, with strong marks for affordability, installation ease, navigation integration, and no impact on OEM warranty. Areas for improvement included detection angle, low-light performance, and only one-sided coverage. Riders also requested additional features.