The automotive service industry is characterized by complexity and variability, with numerous services offered, including routine maintenance, repairs, and inspections. Managing these services manually can be time-consuming and prone to errors, leading to inefficiencies and decreased customer satisfaction. To address these challenges, businesses in the automotive service industry are adopting digital solutions, such as Excel-based models, to manage their operations.