The air transport industry is constantly looking for solutions to reduce its significant contribution to global warming. Electrification of aircraft is a result of such attempts and presents a promising solution that could revolutionize the future of air transportation. While the technical development of all-electric aircraft is ongoing it is also crucial to understand the customer acceptance of this new mode. In this context, this study aims to investigate the factors that influence traveller choices and perceptions towards all-electric air transportation and to construct a small-scale demand model incorporating those factors, to predict the passenger demand for selected airport pairs in Sweden. The methodology consists of a comprehensive literature review, expert workshop, stated preference survey, and model development and analysis. Binary logit models were developed to understand the passenger choices for both leisure and business travellers, based on the primary data collected by the survey. The model results demonstrated that ticket price, travel time, environmental concerns when choosing a transport mode, and safety concerns regarding new modes have an impact on the choice of electric aircraft with high statistical significance for both traveller groups. A scenario analysis using the developed models revealed the market dynamics that could be more favourable for implementing EA operations. The results obtained by this study can be utilized by industry stakeholders such as airlines, airport operators, policymakers, and manufacturers to assist in their decision-making process.