Code smells in TypeScript, such as inadequate state management and untyped promise responses, can lead to maintainability and readability issues in a project. Utilizing AI code review tools can help identify and resolve these issues early, enhancing code quality and preventing technical debt. By addressing these code smells, development teams can focus on building features more efficiently.