As generative AI gradually extends from the cloud to enterprise and edge environments, industry competition is shifting from a single high-performance computing platform toward multi-layered application scenarios. With expanding demand across use cases, market competition is evolving from a single technology path to a layered market structure that clearly segments large cloud data centers, enterprise data centers, and Small Office, Home Office (SOHO) personal applications. This segmentation is also reshaping supply chain roles and collaboration.