UK AI compute newcomer Nscale officially filed its S1 prospectus last Friday, a long-awaited document that provides the market with a fresh reference for analyzing the business model, competitive barriers, and potential risks of the next-generation compute cloud (Neocloud) sector.
Bernstein released a research report benchmarking Nscale against CoreWeave (CRWV.US), IREN (IREN.US), and other core industry players to assess the sector landscape and investment logic. The analyst maintained an Underperform rating on CoreWeave with a price target of $74, and maintained an Outperform rating on IREN with a price target of $100.
The company lists CoreWeave, Nebius, Crusoe, and Lambda as its main competitors, and defines SpaceX as an "emerging large-scale compute service provider."
Shared Characteristics
Nscale and CoreWeave are both founder-led compute cloud companies that emerged from the crypto sector. Both companies have established business partnerships with Nvidia, Microsoft, and Anthropic, and neither aims to be limited to basic GPU leasing 鈥?both seek to expand into broader business territory, sharing very similar underlying development logic.
Scale and Capacity Buildout Differences
Comparing across covered peers, Nscale is still relatively small in scale, with operational capacity below that of CoreWeave at the time of its IPO. The company currently has approximately 25,000 active GPUs and only 55 megawatts of operational compute capacity. New capacity is primarily built through self-developed data centers rather than leasing space from third-party colocation providers. Among its currently operational sites, leasing accounts for 31%, but 76% of its under-construction pipeline is self-built.
Among the bank's covered names, IREN also follows a self-build capacity strategy, whereas CoreWeave derives the vast majority of its existing capacity from data center leasing arrangements. The self-build model allows for better control over project economics and residual asset value, but it raises capital expenditure and carries higher project execution risk. Overall, the bank favors the self-build model, though it is not without risk.
Geographic Positioning
Unlike CoreWeave and IREN, which are centered on the U.S. market, Nscale's current business focus is overseas. Although more than half of its under-construction projects are located in the United States, once all capacity is completed, its international profile will remain significantly stronger than that of CoreWeave and IREN (Nebius, which is not covered by the bank, also holds substantial overseas compute resources). This global footprint helps the company secure sovereign client-related contracts. Nscale also believes that lower overseas electricity costs will give it a competitive advantage compared to the U.S. domestic market.
Financing Strategy
Similar to its peers, Nscale employs a mix of equity financing, customer prepayments, equipment leasing, contract-backed debt, and data center project financing to support its expansion. Nscale uses an asset-backed, delayed-draw debt structure similar to CoreWeave's, but the company is entering public markets at a much earlier operational stage: it currently has only 55 megawatts of operational capacity, while CoreWeave had 360 megawatts at the time of its IPO. Additionally, the Ward County project will be amortized in tranches based on customer payment progress, achieving better asset-liability matching but also amplifying the business's sensitivity to project execution.
Like many public and private compute cloud providers, Nvidia provides guarantees and backstop support for Nscale.
Benchmarking Takeaways and Key Reference Metrics
Nscale represents another important benchmarking sample in the next-generation compute cloud sector, with a customer base that heavily overlaps with industry peers and is similarly exploring the viability of its business model. This prospectus provides the market with more reference data on cost per megawatt of compute, though business models vary across companies, and interpreting backlog data requires additional context. Most notably, the prospectus discloses details of the "delivery-contingent" provisions in Nscale's contract with Anthropic, which offers useful reference for assessing AI labs' demands in compute leasing negotiations.
Nscale's S1 filing does not change the bank's valuation logic for related companies. In the U.S. communications infrastructure sector, the bank rates CoreWeave as Underperform with a price target of $74. The current tight supply environment in the data center market persists, and CoreWeave benefits from this. However, the bank anticipates that as industry compute supply gradually loosens, the company will be among the first and most severely impacted. The bank values the company using a 25.5x EV/EBIT multiple.
In the Bitcoin mining/emerging AI infrastructure sector, crypto miners hold a planned total power resource reserve of approximately 32 gigawatts and possess the operational capability to rapidly deliver powered, ready-to-use data center shells, giving them an advantageous position in solving the industry's "compute delivery timeliness" challenge. Over the past two years, miners have contracted to deliver approximately 9 gigawatts of power capacity to cloud giants, frontier AI labs, next-generation compute cloud providers, and AI chip companies, with more than 20 deals completed and total contract value exceeding $180 billion.
The bank's other ratings are as follows: TeraWulf (WULF.US) rated Outperform with a price target of $36; Cipher Digital (CIFR.US) rated Outperform with a price target of $32; IREN rated Outperform with a price target of $100; Core Scientific (CORZ.US) rated Outperform with a price target of $32; Riot Platforms (RIOT.US) rated Outperform with a price target of $35; CleanSpark (CLSK.US) rated Outperform with a price target of $24; MARA Holdings (MARA.US) rated Market Perform with a price target of $17.
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