Core Insights - The report from Guolian Minsheng Securities highlights a shift in the cloud computing industry towards selling resources and tokens, with model vendors capitalizing on this change to improve margins and cash flow [1][7] - The recent price increase of at least 30% for the GLM Coding Plan by Zhiyu reflects a broader trend of rising prices among cloud service providers, indicating a "token inflation" that benefits both cloud computing and model vendors [2][7] Group 1: Industry Changes - The traditional internet model of offering free services to gain user scale is evolving, with cloud computing transitioning to a model based on clear resource delivery and service level agreements (SLAs) [3][4] - The pricing logic in the industry is changing as the measurement unit shifts from traffic to tokens, which are now seen as essential production materials rather than free resources [4][5] Group 2: Token Demand and Consumption - Token demand is structurally increasing due to the evolution of user expectations, moving from simple Q&A to more complex tasks such as code generation and document creation, which require significant token consumption [5][6] - The introduction of multi-turn interactions and agent-based models is further driving up token consumption, as these models require multiple calls and deeper reasoning processes [5][6] Group 3: Investment Recommendations - The report suggests monitoring cloud vendors and infrastructure as AI-driven IT spending continues to rise, benefiting from increased consumption of GPU power, storage, and network I/O [7] - Model vendors that can maintain subscription retention and expand enterprise seats in high ROI scenarios will be better positioned to navigate competitive pressures and price wars [7]