Organizations are increasingly taking charge of their data to customize AI solutions that meet their specific requirements. However, the primary challenge lies in achieving a balance between data ownership and ensuring the secure, trustworthy exchange of high-quality data essential for generating accurate insights. At the recent EmTech AI conference hosted by MIT Technology Review, experts discussed how AI factories can drive unprecedented levels of scalability, sustainability, and governance, ultimately enhancing the role of data in business operations. This conversation highlights the importance of establishing a robust framework for AI implementation that prioritizes both efficiency and ethical data management.