The AI Math Doesn’t Work
- Lindsay Timcke
- 3 days ago
- 2 min read
A 615-acre data center campus in Fayetteville, Georgia drew nearly 30 million gallons of water, quietly, without proper billing, while the surrounding county was under drought advisory and the governor was declaring a wildfire state of emergency. Residents discovered it because their own pressure dropped.
This is not an outlier. It is the model.
Two hundred data centers in Georgia alone. Each one a thirsty industrial tenant grafted onto municipal infrastructure sized for the population that lived there before. Evaporative cooling can run nine million gallons a day. Closed-loop systems use a fraction of that, but they cost more, and the developers are not the ones writing the water bill or living downstream of the wildfires.
The numbers are catching up. The same week residents in Annelise Park were told to stop watering their lawns, QTS, owned by Blackstone, was pulling water through a hookup the utility didn’t even have on the books. Forty-four Olympic pools. Roughly $150,000 reconciliation. A rounding error to a hyperscaler. A breaking point for a small town.
Environmentally this is not sustainable. Power grids in Virginia, Texas, and Georgia are signaling that data center load is outpacing generation. Aquifers don’t refill on capex schedules. Drought is structural in the Southwest and increasingly the Southeast. None of these inputs are infinitely elastic, and the AI training curve says demand only goes up.
Business-wise it is worse. The Fayetteville City Council just banned new data centers in every zoning district inside the city. That is the second-order risk almost no one is pricing, social license collapsing in real time. A model that depends on local jurisdictions waving permits through in exchange for property tax revenue does not survive a politicized water shortage. It does not survive a community organizer with a FOIA request. It does not survive the next blackout.
The investment thesis assumes the externalities stay externalized. They are not. They are coming back as zoning bans, rate cases, public records lawsuits, and ballot initiatives. The companies and lenders treating this as a permanent growth story are mispricing tail risk that is already showing up on the front page.
Build all the data centers you want. The communities they sit in are starting to do the math.