On-Prem or Cloud? Either Way, Data Center Compute Demands Necessitate the Need for AI Accelerators

Aligned Data Centers

 

 

With the increasing demand for powerful data center compute capabilities, data centers are at the forefront of driving the need, development, and purchase of AI accelerators. This surge is influenced by the expanding role of AI in business operations, creating a critical demand for advanced hardware solutions.

How are data centers shaping the landscape of AI compute, and what strategic decisions should businesses consider in this evolving environment?

In a recent Experts Talk roundtable discussion, Mark Beccue, a top AI market research analyst, expanded on the nuances of data center compute and the pivotal role of AI accelerators. His expert analysis offers valuable insights into the current trends and strategic considerations for enterprises navigating this complex terrain.

Main Takeaways from Mark Beccue’s Analysis:

  • Data Center Compute: Heavy computational loads handled by data centers fall into two categories: on-premises (on-prem) and cloud-based solutions
  • Enterprise Decisions: Enterprises must choose between investing in on-prem data centers or leveraging cloud services from providers like Amazon, Azure, and Google
  • Pros and Cons: Cloud services offer quick deployment and scalability, but data security remains a significant concern for many companies
  • Market Trends: The limited availability of compute resources in the market drives strategic decisions about whether to build on-prem from scratch or rely on cloud services
  • Strategic Considerations: Enterprises need to weigh the benefits of speed and scale against the challenges of data security and management when choosing their AI infrastructure

For a more in-depth discussion, view the complete roundtable conversation.

Article by MarketScale

Follow us on social media for the latest updates in B2B!

Image

Latest

IP-M60
One Device, Two Networks: Meet IP-M60, the World’s First LTE and VHF Marine Hybrid Transceiver
February 4, 2026

The IP-M60 sets a new standard in marine communications by bringing LTE and VHF into a single, purpose-built hybrid transceiver. It uniquely combines a traditional VHF marine transceiver—relied on worldwide for maritime safety—with LTE connectivity for long-range, land-based communication within cellular coverage. By uniting these two networks in a single handheld device, the IP-M60…

Read More
solo sailing
Solo Sailing Around the World Demands Reliable Communication, Sound Judgment, and a Respect for Risk
February 4, 2026

For most people, crossing an ocean by sail sits firmly in the realm of the dangerous and impractical. Doing it alone, on a small boat, means weeks without land, crew, or margin for error. While modern adventure is often designed to feel safe and predictable, solo ocean sailing offers none of that—only isolation, consequence, and…

Read More
NFL Linebacker
Former NFL Linebacker Thomas R. Williams Talks about Life after Football
February 4, 2026

On this episode of the Through the Storm podcast with Dr. Travis Hearne, Travis sits down with former NFL linebacker, leadership expert, author, and all-around amazing human, Thomas R. Williams.  Since 2018, Thomas R. Williams has been a proud member of The Jon Gordon Speaking Team, dedicated to developing positive leaders and fostering stronger,…

Read More
Energy
Buy, Build & AI: Your New Software Strategy for Energy Leaders
February 3, 2026

Energy companies are running into a hard truth: the old “buy vs. build” debate no longer fits today’s reality—especially as AI moves from experiment to expectation. A modern software strategy must now account for cloud-native, modular ecosystems, where open APIs, integrations, and AI-ready interfaces determine how quickly teams can launch, adapt, and scale. Early…

Read More