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All issuesVolume 330, Issue 3IT Vendor NewsDDN

Data Intelligence: Why Hybrid AI Infrastructure Is The Backbone Of The Enterprise AI Revolution

DDN, September 17,2025

Artificial Intelligence (AI) has moved from the fringes of innovation to the center of enterprise strategy. Today, AI drives breakthroughs in everything from drug discovery and financial modeling to autonomous vehicles and real-time fraud detection.

But while the world often focuses on AI algorithms and models, an equally important, and frequently overlooked factor determines AI's success: the infrastructure that supports it.

According to Gartner, 'Hybrid AI infrastructure as offerings that address the need to enable AI and machine learning (ML) workloads across enterprise data centers, colocation and the edge, and public cloud'. This is giving rise to hybrid AI infrastructure, a model that combines flexibility, scalability, and control. At the heart of this shift lies the concept of data intelligence: the capacity to harness, manage, and operationalize data effectively to fuel AI.

This article explores why data intelligence is fundamental to AI transformation, how hybrid AI infrastructure is evolving to meet enterprise needs, and what steps organizations should take to remain competitive in this new landscape.

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