Anthropic’s SpaceX Data Center Deal Shows How Compute Became the New AI Bottleneck

by John McClane | May 27, 2026 | Technology

(Above) A photo shown at Nvidia’s 2026 conference in San Jose, California, shows the inside of a data center under construction.

Anthropic Turns to SpaceX for More Claude Capacity

Anthropic’s deal with SpaceX began with a practical problem. Claude was growing faster than the company’s computing capacity.

In early May, Anthropic announced an agreement to use all of the compute capacity at xAi's Colossus 1 data center in Memphis, Tennessee. The company said the deal would give it access to more than 300 megawatts of new capacity and more than 220,000 Nvidia GPUs within the month.

Anthropic said that added capacity would raise limits for Claude Pro and Claude Max subscribers.

Reuters later reported that the relationship had expanded into a much larger agreement. According to SpaceX’s IPO filing, Anthropic agreed to pay SpaceX $1.25 billion a month through May 2029 for compute services using Colossus and Colossus II. Either side can end the agreement with 90 days’ notice, and fees are reduced while capacity ramps up.

Power scale: Running SpaceX’s Colossus 1 at 300 megawatts continuously would equal about 2.6 billion kilowatt-hours a year, enough for roughly 250,000 U.S. homes. That is more households than Raleigh reported in the 2020 Census. Colossus II is expected to run at 900 megawatts.

Why the SpaceX Deal Happened

Anthropic, the San Francisco company led by CEO Dario Amodei, makes Claude, one of the major AI assistants used by consumers, developers, and businesses. As Claude gained more users, Anthropic ran into a serious compute limit. It needed more processors and data center capacity to keep the service growing.

The other side of the deal came from SpaceX’s recent acquisition of xAI, which folded Colossus and Colossus II into SpaceX’s business. That gave SpaceX a large AI infrastructure footprint just as Anthropic was searching for capacity.

The pressure is economic as well as technical. AI use is shifting from occasional prompts to long-running agent workflows, and those systems burn through far more tokens. Anthropic said Claude Code users hit limits “way faster than expected,” according to DevClass, and Axios reported developer demand had strained capacity.

(Below) Nvidia CEO Jensen Huang presents Nvidia DSX, a tool designed to simulate the layered systems inside a data center and help engineers plan facilities before they are built.

The Deal Answers a Bottleneck at Anthropic

For Anthropic, the partnership offers a way to ease the capacity crunch behind Claude.

Axios reported that Anthropic had struggled to meet developer demand, leading to tighter rate limits and a move toward usage-based pricing. Anthropic also said the SpaceX capacity would let it raise use limits for paid Claude users.

The arrangement matched two reported needs. Anthropic needed a large, near-term block of compute as Claude strained its existing capacity. SpaceX had data center space in Memphis it could lease to an outside AI customer.

Reuters also reported that Anthropic expected June-quarter sales of at least $10.9 billion, more than double its March-quarter revenue, and projected its first quarterly operating profit. Those numbers help explain the urgency.

Compute as a Service: SpaceX Finds a Customer for AI Infrastructure

For SpaceX and xAI, the deal solves a different problem.

SpaceX is still best known for rockets, Starlink, and Elon Musk’s Mars ambitions. After merging with xAI, it also has a major AI infrastructure business. xAI built Colossus in Memphis to support Grok, and SpaceX’s IPO filing now presents that infrastructure as part of the company’s future.

Reuters columnist Robert Cyran described the first arrangement as a lease of unused Colossus 1 capacity and noted that Grok continued to trail stronger AI competitors. Anthropic’s use of Colossus does not prove xAI is failing. It shows SpaceX had extra capacity available for an outside customer at a time when Anthropic was struggling to meet demand.

Musk has framed the deal as proof that SpaceX can sell AI compute beyond its own companies. Reuters reported that he posted on X about talks with other firms and future “extremely high scale” orbital data centers. If SpaceX repeats the Colossus compute-as-a-service model, AI infrastructure could become a major business line.

Public Market Plans Raise the Pressure

The timing gives the partnership added weight.

SpaceX is preparing for an IPO on Nasdaq under the ticker SPCX, with a possible listing as early as June and a valuation that could approach $1.75 trillion. The company’s filing describes a future that stretches beyond launches and Starlink into AI infrastructure and space-based data centers.

Anthropic is not as far along. Reuters reported that the company has been preparing for a possible IPO as early as 2026, but no final decision, exchange, or ticker has been announced.

The deal helps both companies tell a cleaner market story. Anthropic can point to secured compute for Claude’s growth. SpaceX can point to outside demand for its AI data centers, not just internal use by xAI.

The Future for SpaceX, xAI, and Anthropic

For Anthropic, the deal gives Claude more room to grow, but it also ties a major piece of its compute supply to an outside supplier.

For SpaceX, the deal could make AI compute-as-a-service a real business model. Market estimates vary, but they point in the same direction. MarketsandMarkets projects GPU-as-a-service revenue could reach $26.62 billion by 2030, while Analysys Mason has forecast GPUaaS revenue could reach $130 billion by then.

For frontier AI labs, those forecasts reveal a harder truth about the race. Demand is not spread evenly across the market. The most popular AI providers and models absorb a much larger share of token use than the long tail, especially as agentic workflows run longer and call models repeatedly. OpenRouter’s 2025 study of more than 100 trillion tokens found rising use of agentic inference, a pattern that pushes compute demand toward the handful of systems users rely on most.

The AI companies are not running this race alone. They still need Nvidia GPUs, the hardware behind much of the current data center buildout. Colossus belongs to SpaceX and Claude belongs to Anthropic, but the chip supplier sits underneath both. The biggest winner here is Nvidia.

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