The rapid expansion of artificial intelligence is facing a critical infrastructure hurdle as a shortage of heavy-duty gas turbines limits power generation capacity. Major manufacturers, including Siemens Energy, GE Vernova, and Mitsubishi, are struggling to keep pace with surging demand from AI data centers. Industry analysts report that expansion timelines for these turbine makers could extend up to five years to meet the current backlog of orders. Siemens Energy has already reported record-breaking figures, with approximately 40% of its new turbine contracts originating from the United States. This supply-demand imbalance follows decades of stagnant electricity growth, leaving the manufacturing sector ill-equipped for the sudden AI-driven spike. The bottleneck poses a mixed outlook, significantly benefiting equipment manufacturers while potentially slowing AI deployment and complicating corporate ESG goals.