Makkah, the holiest city in Islam, is not only a center of spiritual significance but also a major economic hub, particularly during the pilgrimage seasons of Hajj and Umrah. The influx of millions of pilgrims each year has led to the development of various sectors that support the city’s economy, with taxi services playing an important role. The