With the increasing global emphasis on sustainable transportation, electric vehicles (EVs) have emerged as a viable solution to reduce greenhouse gas emissions and enhance energy efficiency. Saudi Arabia, historically reliant on fossil fuels, presents a unique opportunity for the adoption of EVs. This paper examines the current landscape of EV deployment in Saudi Arabia, reviews recent literature, and proposes a fuzzy-based model strategy to improve the efficiency of EV applications through studying the barriers and challenges. The proposed strategy to enhance electric vehicle (EV) adoption in Saudi Arabia is not only timely but also vital to achieving the kingdom’s strategic vision 2030 and long-term sustainability goals. As global emissions continue to rise and concerns about climate change intensify, countries are increasingly looking toward electric mobility to reduce their carbon footprint. This initiative will not only benefit the environment but also diversify Saudi Arabia’s economy, traditionally reliant on oil revenues, thereby positioning the kingdom as a leader in renewable energy initiatives.  The suggested strategy emphasizes criteria such as infrastructure development, consumer incentives, and public awareness, highlighting the importance of a collaborative approach among stakeholders.