Integration issues often arise when AI agents multiply without a cohesive strategy. In my experience with enterprise teams, we use a "centralized orchestration" framework. This ensures AI tools are aligned with overarching business goals and prevents fragmentation. A single point of orchestration can streamline operations and reduce maintenance headaches, which is crucial when scaling AI solutions. - Ali Muwwakkil (ali-muwwakkil on LinkedIn)