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Deloitte’s enterprise AI infrastructure survey: A 2028 outlook

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AI ambition is no longer the constraint. Infrastructure is.

As organizations race to move AI from pilots to production, a new set of challenges is emerging—not around what AI can do, but around how to build, power and govern the physical and digital infrastructure needed to run it at scale.

Deloitte's inaugural Enterprise AI infrastructure survey examines how US business and technology leaders across industries are navigating this shift. The report will explore questions such as:

  • How are organizations scaling from AI experimentation to full-scale AI factories—and what's slowing them down?
  • What does the shift in token consumption patterns mean for infrastructure planning and cost management?
  • How are leaders thinking about power, cooling and edge computing as AI workloads grow?
  • Where do the biggest capability and talent gaps exist—and how are organizations closing them?
  • What governance models are emerging for GPU allocation, model management and infrastructure ROI?
Is your infrastructure AI-ready?

Sign up to receive the full report, to be published on March 31, and see how your organization compares to industry benchmarks. 

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