Common challenges in AI app development include ensuring high-quality and sufficient data, selecting and training the right AI model, integrating AI with existing systems, optimizing performance, maintaining security and privacy, addressing ethical and bias issues, managing scalability, and controlling development costs. Each challenge requires strategic planning and execution to overcome.