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You possess a substantial collection of written support cases that fall into three distinct categories: Technical Support, Billing Support, or Other Issues. The task at hand is to efficiently construct, evaluate, and implement a system capable of automatically categorizing upcoming written requests into one of these predefined categories. How should you structure the pipeline to achieve this?