The increasing demand for computing power and storage for AI applications is challenging the industry. While the power of AI models continues to grow, the infrastructure required to support them is reaching its limits. This article examines the problem of scaling AI applications and possible solutions. In addition to optimizing cloud infrastructures, the integration of quantum computers is also being discussed as a future technology. However, experts warn of a possible “hard ceiling” for AI development if current developments are not adapted.