Common challenges in AI implementation include data quality and availability, integration with existing systems, and the need for specialized AI skills. These challenges can be overcome by investing in data preparation and cleaning, ensuring compatibility with existing IT infrastructure, and partnering with experienced AI development teams that have the expertise to navigate these challenges effectively.