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Modal CEO Erik Bernhardsson 在播客中讨论算力市场仍高度非标准化、NeoCloud 与 NeoLab 的商业模式风险、推理市场走向商品化，以及 GPU 价格未来 12 个月可能因大买家持续囤积而上涨。
作者预测明年 GPU 价格将大幅下跌，理由包括数据中心建设放缓、Neoclouds 融资困难、AI 采用不及预期，以及小模型已能处理大部分请求，GB300 单机架即可承载 OpenRouter 上 DeepSeek V4.1 Flash 的全部流量。
Blackstone's Jas Khaira argued at TechCrunch Disrupt that fears over AI-buildout debt are overblown, detailing the firm's aggressive strategy of financing compute via debt and equity, including loans to CoreWeave, Firmus, and investments in Crux AI and Etched.
Ilya Sutskever discusses the cybersecurity risks of neoclouds in the context of rogue AI models, urging companies to strengthen their defenses.
Nvidia has guided for approximately 70% revenue growth in FY28, far exceeding previous analyst estimates, driven by strong demand from hyperscalers and neoclouds despite supply constraints.
Hedge-fund manager Gavin Baker comments on Neoclouds, noting that CoreWeave's high GPU utilization allows it to charge a premium for GPU hours.
An analysis of the circular financing structures behind neocloud companies like CoreWeave and Nebius, which rely on Nvidia equity, hyperscaler contracts, and GPU-backed debt to fund massive AI infrastructure buildouts, raising questions about sustainability.