In practice, catching code smells early is key to maintainability. Simple refactorings suggested by tools can enhance maintainability and reduce technical debt. For example, automatically extracting duplicate code into a function improves readability and reuse. Automated reviews like Panto’s can pinpoint these issues immediately, so you fix them before they spread.