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Latham, Milbank Guide AI Hyperscaler Nscale's IPO Plans

Reported by Law360
Sep 21, 2026· 2 min read
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Key Takeaways
  • • Nscale, a UK-based data center developer advised by Latham & Watkins LLP, has filed for an initial public offering with contracted backlog heavily concentrated in AI infrastructure for hyperscalers.
  • • Microsoft and Anthropic represent 83% of Nscale's backlog, with $88.4 billion in contracted work between the two largest customers, creating significant revenue concentration risk.
  • • Milbank LLP is co-guiding the IPO alongside Latham & Watkins, indicating a major capital markets transaction in the competitive data center and AI infrastructure development space.
  • • The filing underscores accelerating institutional demand for specialized data center capacity to support large-scale artificial intelligence operations and model training infrastructure.
Summary
Nscale, a United Kingdom-based data center developer, has filed for an initial public offering with backing from two major law firms—Latham & Watkins LLP and Milbank LLP—signaling the company's entry into public capital markets during a period of elevated demand for AI infrastructure. The company's IPO filing reveals a backlog structure heavily dependent on contracts with technology hyperscalers, particularly Microsoft and Anthropic.

The most material disclosure in Nscale's IPO filing is the revenue concentration profile of its customer base. Microsoft and Anthropic collectively account for $88.4 billion in contracted work, representing 83% of the company's total backlog. This concentration reflects the intense capital requirements driving the development of large-scale data center facilities designed to support AI model training and inference workloads. While such large customer anchors provide revenue visibility and creditworthiness, they also create significant concentration risk—customer loss or contract renegotiation involving either Microsoft or Anthropic would materially impact Nscale's financial trajectory.

The involvement of both Latham & Watkins and Milbank in advising the transaction reflects the complexity and scale of Nscale's IPO. Latham & Watkins, as the primary counsel, provides regulatory and corporate structuring guidance, while Milbank's co-guidance suggests significant capital markets and financing components requiring specialized expertise. This dual-counsel approach is typical for transactions of substantial size and complexity in the infrastructure financing space.

Nscale's IPO filing arrives amid a broader market inflection toward specialized data center capacity developed specifically for AI workloads. The $88.4 billion in contracted backlog demonstrates that demand from leading AI model developers and operators remains robust and translates into bankable, long-term commitments. The IPO represents an opportunity for both Nscale and its financial advisors to capitalize on institutional investor appetite for exposure to AI infrastructure assets with visible, long-dated revenue streams.

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Law360 Latham, Milbank Guide AI Hyperscaler Nscale's IPO Plans