Nvidia-backed cloud infrastructure company Nscale is reportedly in talks with Anthropic over an artificial intelligence computing deal worth approximately $45 billion, potentially expanding their existing infrastructure relationship. The Nscale Anthropic AI cloud computing deal could mark a significant step for both companies in the rapidly evolving tech landscape.
Bloomberg News reported the negotiations on October 19, 2026, citing people familiar with the discussions. The proposed arrangement would involve additional computing capacity for Anthropic, the company behind the Claude AI assistant, at Nscale’s Monarch data center campus in West Virginia.
The potential agreement comes as AI developers race to secure the processing power needed to train increasingly sophisticated models and support growing demand for commercial AI applications.
Neither company immediately responded to Reuters’ requests for comment. Reuters also said it could not independently verify Bloomberg’s report.
Anthropic Looks to Expand AI Computing Capacity in West Virginia
The reported negotiations center on a second facility at Nscale’s Monarch campus in West Virginia, where the infrastructure provider is developing data center capacity for demanding artificial intelligence workloads. Anthropic already has significant computing arrangements with Nscale, and the latest discussions could expand that relationship considerably.
According to Bloomberg, regulatory documents associated with Nscale’s planned initial public offering indicate that the companies have existing infrastructure agreements valued at up to approximately $44.6 billion. The newly reported talks concern additional capacity, although the final commercial terms remain uncertain.
For Anthropic, the appeal is straightforward. Training advanced AI models requires substantial computing resources, and demand for Claude continues to place pressure on the company’s infrastructure. Securing dedicated capacity could help Anthropic support its expanding customer base while preparing for future generations of AI models.
Nscale Strengthens Its Position in the AI Infrastructure Market
Nscale has quickly established itself as an ambitious competitor in the market for specialized AI cloud infrastructure. Founded in 2024, the company develops data centers, provides access to advanced graphics processing units and builds systems designed to handle large-scale AI training and inference.
The company also has backing from Nvidia, whose processors power many of the world’s most demanding AI workloads. That relationship places Nscale within a rapidly expanding network of infrastructure providers supporting the development of artificial intelligence.
Earlier in 2026, Nscale raised $2 billion in a Series C funding round that reportedly valued the company at $14.6 billion. It has also explored additional financing as it prepares for a potential public listing.
A larger agreement with Anthropic could strengthen Nscale’s commercial position and provide another major customer commitment. However, the value of a long-term computing contract does not necessarily represent immediate revenue. Actual earnings depend on when infrastructure becomes operational and when customers begin using the contracted capacity.
Microsoft Data Center Setback Highlights Infrastructure Challenges
Nscale’s expansion plans have not been entirely smooth. Microsoft recently withdrew from an agreement involving Nscale’s planned data center in Loughton, outside London, after electricity supply problems affected the project’s expected delivery schedule.
The facility was intended to support Microsoft’s Azure cloud services and accommodate approximately 23,000 Nvidia GB300 chips. Microsoft indicated that its decision concerned the specific project rather than its broader relationship with Nscale.
The setback highlights a problem facing the wider AI infrastructure industry. Companies can secure enormous financial commitments, but delivering the physical facilities needed to support those agreements remains difficult.
Power connections, construction timelines and access to specialized hardware can delay even well-funded projects. As AI developers increase their computing requirements, infrastructure providers must demonstrate that they can deliver capacity on schedule rather than simply announce ambitious expansion plans.
AI Companies Are Spending Billions to Secure Computing Power
The reported Nscale-Anthropic discussions reflect a broader shift in the artificial intelligence industry, where access to computing power has become almost as important as the models themselves. Developers need enormous clusters of specialized processors to train advanced systems and handle the growing number of requests from businesses and consumers.
Anthropic has already developed infrastructure relationships with major technology providers, including Amazon Web Services and Google. Working with specialized companies such as Nscale gives it another potential source of capacity as competition in the AI market intensifies.
These arrangements are becoming increasingly expensive. AI developers are committing substantial sums to cloud services, dedicated data centers and high-performance computing systems, often years before the infrastructure reaches full operation.
Investors are also paying closer attention to the risks. Electricity availability, construction costs and uncertainty about future demand could affect the profitability of some projects. The challenge for AI companies is to secure enough capacity to support expansion without creating financial commitments that become difficult to sustain.
What the Proposed $45 Billion Deal Means for the AI Industry
A further agreement between Nscale and Anthropic would reinforce the growing importance of specialized cloud infrastructure providers in the global AI economy. Companies developing advanced models increasingly depend on external partners that can supply computing resources at enormous scale.
For Nscale, an expanded relationship with Anthropic could support its growth plans and strengthen its position ahead of a potential IPO. For Anthropic, additional infrastructure could provide the computing capacity needed to improve Claude and support more enterprise customers.
The negotiations also illustrate how the AI industry is changing. Competition no longer revolves solely around developing more capable models. Access to electricity, advanced processors and reliable data center infrastructure now plays a central role in determining which companies can expand.
Still, the proposed arrangement has not been confirmed as a finalized agreement. Reuters reported the discussions based on Bloomberg’s account and could not independently verify the information.
Whether the companies reach a deal remains to be seen. What is already clear is that the race to secure AI computing power continues to drive some of the technology industry’s largest potential investments.
Sources
1. Reuters — October 19, 2026: Nscale, Anthropic in Talks for $45 Billion Cloud Computing Deal, Bloomberg News Reports
2. Bloomberg News — October 19, 2026: Nscale, Anthropic in Talks for $45 Billion Cloud Computing Deal
3. Bloomberg News — August 26, 2026: Anthropic to Pay Nscale $45 Billion for Computing
4. Financial Times — October 18, 2026: Microsoft Pulls Plug on Nscale Data Centre Deal
5. The Wall Street Journal — October 19, 2026: Microsoft Pulls Out of Nscale U.K. Data-Center Deal Over Power-Supply Issues

