JPM-数据中心观察：代币支出增长，GPU定价保持坚挺，内存通胀开始降温.pdf

本文分析对象：AI基础设施需求

⚠️ 数据可用性声明：AI基础设施需求为非上市公司，无公开市场数据和财务数据。以下分析基于研报原文（）的定性描述及公开信息整理，不包含独立财务数据验证。

管理层核心观点

• 原文未涉及。

产品与业务

• GPU租赁价格方面：“B200s led the m/m gains, posting the only sequential increase among the three, while A100s expanded at a more measured pace and H100s declined modestly”；“Pricing for B200s was ~2.1x that of H100s, and H100 pricing was ~1.6x that of A100s”。
• 内存价格方面：“DRAM and NAND contract prices are expected to grow +16% q/q and +13% q/q in 3Q26, respectively, representing a substantial deceleration from +56% q/q in 2Q26 for DRAM…and+58% q/q for NAND”。
• LLM代币追踪方面：“Token Volume tracked to +18% m/m and 21x y/y, Pricing tracked to -3% m/m and +2% y/y, and overall Spending tracked to +7% m/m and 11x y/y”。

行业与竞争

• LLM增长趋势：“LLM growth trends on OpenRouter in July moderated sequentially following a strong June”。
• 闭源与开源模型竞争：“closed-weight models represented the minority volume share (29%), they continued to dominate spend (80%)”; “open-weight models are encroaching on spend (20% share in July vs. 12% in June vs. 10% in May)”。
• 模型排名变化：“Kimi K3 has broken into the top five models by spend, a category that has been historically exclusive to closed-weight models”。

机构观点与评级

• 原文未涉及。

关键风险

• 内存价格增速放缓的原因：“TrendForce attributed expectations for the moderation in contract price growth for DRAM and NAND to higher base effects, weakening consumer demand, long-term agreements with CSPs, and elevated buyer inventories following 1H26 pull-forwards”。

数据可用性说明

本报告由 HopeAlpha 根据研报原文自动摘抄整理。因数据源限制，未进行财务深度分析。