The three-month case study pilot is a collaboration between Drover AI, Voi Technology, Vianova, VTT and Mobility Lab Helsinki. Drover’s PathPilot solution is installed on 25 of Voi’s e-scooters. In the first phase, it collects data about the infrastructure the e-scooters ride on. The second phase of the pilot introduces audio signals related to rider behaviour (such as alerts when riding on pedestrian streets, parking). The case study aims to produce a white paper analyzing the observed rider behaviour.