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Innovation Insight for GenAI Infrastructure

Generative AI does not fail in production because the model is “not ready.” It fails because the infrastructure operations were treated as an afterthought. This Gartner® report, Innovation Insight for GenAI Infrastructure, is a practical briefing for ITOps leaders who need to deliver measurable ROI from AI initiatives without turning the data center into an experimental lab. 

This report frames AI infrastructure as a multi-layer system, from power and cooling through orchestration, governance, and service delivery. It also makes it clear that the hardest problems are rarely software-only. Underestimating physical requirements leads to a chain of expensive consequences. 

What you will learn from the report

  • How to avoid “pilot purgatory”
  • Why power and cooling planning now belongs in the AI conversation
  • How to build an “AI factory” that can actually operate
  • What governance looks like when the hardware is expensive and demand is unpredictable
  • The risks that quietly derail large AI buildouts

Read the report today

If you are responsible for operating AI infrastructure with a clear ROI mandate, this Gartner® research gives you a structured way to think about the platform, the economics, and the operational risks.

Fill out the form to access your complimentary copy of Innovation Insight for GenAI Infrastructure.

Disclaimers

Gartner, Innovation Insight for GenAI Infrastructure, Chirag Dekate, Sushovan Mukhopadhyay, 10 July 2025

Gartner is a registered trademark of Gartner, Inc. and/or its affiliates.

Gartner does not endorse any vendor, product or service depicted in its research publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the opinions of Gartner’s research organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose.