How AI is reshaping the data center domain
By Rajesh Dangi
AI has moved from being a workload running inside data centers to becoming the force that defines what a data center is. Power, cooling, networking, storage, file systems, APIs, and application architecture are all being reorganized around the demands of training and inference at scale. In 2026, these pressures have become acute. New York State introduced a moratorium on new data center construction in July, and Texas followed in August by halting new grid connection approvals pending a statewide audit.
OpenAI paused its UK data center project over regulatory and energy cost concerns. Meanwhile, the four largest AI companies have committed 2.4 trillion dollars in future infrastructure spending. The Big Four consulting firms have each staked out distinct positions on this transformation, and their perspectives converge on one insight: AI data centers are not simply a new workload category but a different kind of asset class, one...
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