The skeptics had a clean argument: AI data centers are burning electricity at civilizational scale, and nobody can prove the economics work. That argument just got harder to make.
According to a report from research firm Exponential View cited by Bloomberg, global AI sales (excluding China) hit $25 billion in Q1 2026 — exceeding the industry's estimated $21 billion in depreciation costs tied to data center and chip investments for the second consecutive quarter. The margins are thin; depreciation still consumes more than two-thirds of revenue. But the direction of travel is unmistakable: the demand signal is real, and the infrastructure spending behind it is starting to earn its keep.
The Grid Consequence Nobody Is Pricing In
Here's what that inflection point means for electricity: the capital that was theoretically at risk is now demonstrably productive. That unlocks more of it. More data centers. More power purchase agreements. More load growth hitting grid operators who are already scrambling.
The IEA's Electricity 2026 forecast puts global electricity demand growth at an average of 3.6% annually through 2030 — 50% higher than the average rate of the previous decade. Data centers are a named driver. That projection was built before AI revenue crossed the depreciation threshold. If AI deployment accelerates because the economics are now confirmed, the IEA's already-aggressive demand curve may be the conservative case.
Reuters is tracking a parallel signal: Digital Realty just agreed to pay Blackstone $3.5 billion for a stake in Virginia data centers, and AI-fueled debt is soaring across the banking sector. Capital is not retreating. It is compounding.
This is what we're fighting for. Every megawatt of new generation capacity, every transmission line cleared through FERC's interconnection queue, every SMR permit — it all feeds a demand curve that just got a fundamental validation. The question for grid operators is no longer whether AI load is real. It's whether the infrastructure can keep pace with a demand signal that now has a proven revenue engine behind it.
The power has to come from somewhere. Build faster.