The article explores how businesses adjust prices based on customers' brand preferences using private and noisy information. Prices increase for customers believed to prefer a brand, with accuracy of the information affecting the price. Industry profit and welfare decrease as information accuracy improves, but consumer surplus increases. Public information benefits industry profit and welfare at the expense of consumer surplus.