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Forecasting demand for fast-moving items in a hotel is crucial. Our prediction model helps reduce operational and extra costs associated with supplier management. By analyzing seasonal price fluctuations, the model recommends the optimal timing and quantities for orders, enabling hotels to maximize cost efficiency and secure pricing advantages.