Announced capacity is not operating capacity
Stargate’s proposed buildout illustrated the size of the industry’s ambitions. The report also tracked plans for gigawatt-scale clusters and the energy infrastructure needed to support them. Those plans represented future construction, not capacity already serving models. Comparing announcements with delivered power is essential to understanding the buildout.
Cheaper intelligence can increase demand
The market reaction to DeepSeek initially treated a low reported training cost as evidence that demand for chips might shrink. The report argued that cheaper computation could instead make more uses economical. Inference demand was growing as models reasoned for longer and reached more users. Aggregate token counts were still an imperfect comparison because tokens from different models and workloads did not represent identical computation or value.
Local constraints become strategic constraints
National ambition met regional limits. The report documented electricity shortfall concerns and opposition to data centers over land, water, noise, and power. Data Center Watch reported $64B in projects blocked or delayed amid local opposition. That is the value of planned projects affected, not a measure of canceled investment or electricity capacity.
