AI accelerator diversity for enterprise inference

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This week’s massive deal between Blackstone and Google is meant to bypass Nvidia’s hardware monopoly, with Blackstone committing an initial $5 billion in equity to launch a new, dedicated AI cloud company that could purportedly mushroom to as much as $25 billion. With the announcement, Blackstone moves up the stack to finance the actual compute capacity and silicon hardware itself.

That has the potential to disrupt the status quo for how AI hardware is sold and financed. In this case, Blackstone is leveraging its capital and energy resources to fund the Google TPU-based “compute-as-a-service” that could offer a lower-cost alternative to Nvidia GPUs. 

Hyperscalers typically finance their own data centers, but with this deal, some experts believe Blackstone can possibly convert highly volatile tech risks into a more asymmetric financial upside. It might also signal trouble for smaller AI cloud providers like Nebius, Crusoe, CoreWeave, and Lamda, which have flourished with fast, flexible access to hardware. In an X post, Rittenhouse Research noted these neoclouds have largely aligned themselves with Nvidia hardware, creating an opening for the Google-backed TPU alternatives.

But, others argue that the deal is not “immediately problematic,” since enterprises, startups, and developers will continue to favor independent neoclouds because of, not in spite of, compatibility with Nvidia’s CUDA software platform, which is central to most AI software, developer tools, and ML models. Also, companies not looking for massive, multi-MW deployments will prefer the agility and speed of “GPUs in minutes,” so to speak – the bread and butter of neoclouds.

Susana 2

Susana Schwartz
Technology Editor
RCRTech

 

AI Infrastructure Top Stories

AI tale of two industries: Two recent reports capture opposite ends of the same AI infrastructure value chain wherehyperscalers are fearless, agile, borderless, cash-rich, and scalable; and telcos are fearful, entrenched, regulated, and yield-oriented.

Optical transport market forecast: After “standout” Q1 results, Dell’Oro Group’s Jimmy Yu says the market will surpass $18 billion in manufacturer revenue for the first time since 2000, driven AI data centers’ network infrastructure investments.

Dell Technologies World: CEO Michael Dell said agentic AI will shift AI Factory from a hardware supply story to an enterprise infrastructure stack for deskside systems, data orchestration, rack-scale AI infra, networking, cooling, and more.


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AI Today: What You Need to Know

Beyond sidecar designs: The1 MW data center rack some say will be here by 2028, which necessitates a transition beyond sidecar racks and toward 800 VDC direct power distribution, according to Schneider Electric’s CTO Jim Simonelli.

$49.5B market for high-density racks: Persistence Market Research says the global high density racks market is likely to be valued at US$ 38.7 billion in 2026 and is anticipated to reach US$ 49.5 billion by 2033, growing at a CAGR of 3.6%.

Analog buys Empower:  Analog Devices will acquire Empower Semiconductor to expand its high-density power portfolio and to advance ADI’s position as a leading system-level grid-to-core power partner for hyperscalers and AI silicon developers

Fleet breaks ground on DCs: Fleet Data Centers announced the groundbreaking of a major $9 billion, 2-facility data center campus in Storey County, Nevada, along USA Parkway. The hyperscale sites have a total planned capacity of 230 MWs.

PA weighs DC regs: Pennsylvania lawmakers are split on how to regulate DCs, with proposals for energy and water usage disclosure facing skepticism in the Senate, where Majority Leader Joe Pittman doubts regs can bring transparency.

Applied Digital’s new lease: Applied Digital has signed a 15-year lease valued at $7.5 billion with an investment-grade US hyperscaler at its Delta Forge 1 campus, raising the stakes on its broader infrastructure expansion ambitions.

 

RCR Events

Telco AI Forum, June 16th
Telco AI Forum brings together operators, vendors, hyperscalers, and academia to explore how the evolution of the industry and partnership ecosystems is laying the foundations for AI-native 6G networks and unlocking ROI. Register now

Quantum Safe Networks Forum, July 14th
Quantum Safe Networks Forum brings together telecom operators, cybersecurity experts, and industry analysts to explore how to build resilient, future-ready infrastructure in the face of quantum disruption. Register now

RCR Roundtables AI Infrastructure, October 21st, Dallas, Texas
Join 50 senior data center, energy and AI leaders at the Ritz-Carlton Dallas on October 21 for invitation-only roundtables on powering and scaling AI. Request your invitation 

 

Industry Resources

Webinar, May 21st: Securing telecom infrastructure for the quantum era

Webinar, June 2nd: Scaling optical networks for the AI and hyperscale era

Report: AI in testing: Developing trust, delivering results

Report: Test, measurement and service assurance in the AI era

Whitepaper: Scalable database design for 5G and beyond

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