Data centers and frontier AI are the largest private capital investment cycle in Georgia's history. Built right, they pay for our schools, keep our kids in the county, and turn a farm town into a hub. This is the case for saying yes — and the terms we should demand.
Hyperscalers are spending more on buildings, chips and power in one year than Georgia's entire state budget. Every one of those dollars lands somewhere. The counties that say yes early get the tax digest, the fiber, the trades work and the technical workforce. The counties that say no get the transmission line anyway — and none of the money.
In FY2025 alone, the Georgia Department of Economic Development supported 423 new locations and expansions, representing more than $26.3 billion in investment and 23,200 future private-sector jobs. Data centers and their supply chain are now the single largest slice of that pipeline.
The load is real: Georgia Power told regulators it expects roughly 8,500 megawatts of growth over six years — a number that was 400 MW as recently as 2022. The Public Service Commission has approved 9,885 MW of new generation to serve it. That generation is being built either way. The question is whether your county captures the property tax, the payroll and the pipeline — or merely hosts the wires.
We are for building. We are also for building well: closed-loop cooling, disclosed water, local hiring, and a community benefit agreement signed before the first bulldozer. That is not opposition. That is how you make a 30-year asset behave like one.
Every number on this page is really about a kitchen table somewhere in Georgia — the kid who gets to come home for Sunday dinner because the job is here, the grandmother whose clinic has an opening this week, the farm that gets a second opinion. Here is what a good deal looks like from the porch.
She finished the two-year program at the technical college, did the paid apprenticeship on the campus build, and now runs a shift ten minutes from her parents' porch. Same county. Same church. A paycheck that used to require a U-Haul.
The four-doctor clinic put an ambient scribe in every exam room. Charting that used to end at nine at night ends at five, and the schedule has slots in it again. Nobody got a new building. Everybody got more appointments.
A photo from a phone, a pest identified before lunch, and an Extension agent whose assistant reads the cost-share forms so the family doesn't have to. The same model that runs the campus down the road runs the farm up the road.
A taxpayer with no children in the schools paid for the schools. The millage rate went down, the teacher pay went up, and the county bonded against a payment schedule instead of a hope. The campus is behind the trees. The money is on the field.
Illustrative scenes, not testimonials. Terms vary by county — ask for yours in writing.
Not the brochure version. Each of these is a number you can take to a commission meeting, plus the term you should negotiate to actually get it. Tap any reason to open it.
A server campus is the rarest kind of taxpayer: seven figures or more of taxable real and personal property, a 20–30 year horizon, and almost no children to educate. One proposed $17 billion campus in Georgia is reported to generate enough new revenue to cut residents' property taxes outright. In a state that funds schools off the local digest, that is the whole ballgame — and it is the first number to ask a developer to model for your county.
Ask: a 20-year tax projection at the county's actual millage rateGeorgia's economic development arm supported 423 locations and expansions in FY2025 representing $26.3 billion in investment and 23,200 future private-sector jobs, with data centers and their supply chain the largest component. Construction alone is 1,000–3,000 peak tradespeople per large campus: electricians, welders, concrete, HVAC, low-voltage, crane operators — all local hires with local payroll.
Ask: a local-hire commitment with a percentage, not a promiseData center operations is one of the few high-wage fields that does not require a four-year degree: critical facilities technicians, electrical and mechanical techs, network and security staff. The career ladder is real — apprentice to technician to shift lead to site manager — and the work exists in Troup County, not just Atlanta. For a county losing its 18-to-34 cohort, that is the difference between a future and a memory.
Ask: paid apprenticeships and dual-enrollment slots, in writingGeorgia Power has told regulators to expect roughly 8,500 MW of load growth over six years; the Public Service Commission approved 9,885 MW of new generation to serve it. New load pays for new substations, transmission upgrades and the resilience work that follows. The honest caveat: those costs must not land on households. A county that welcomes load should demand cost-allocation transparency and a seat at the PSC table.
Ask: project-funded grid upgrades and a public cost-allocation reviewYes — the industry's water use is the strongest objection, and it deserves a straight answer rather than a slogan. Most Georgia data centers cool evaporatively and consume in the range of a small town (reports put several Georgia sites at 1–5 million gallons a day). Closed-loop and air-cooled designs cut that toward near zero at a modest efficiency penalty. The technology exists. The question is whether your county writes it into the deal and requires metered public reporting.
Ask: closed-loop design, annual audited water disclosure, no aquifer withdrawalsHyperscalers do not build to a county without dark fiber and diverse routes — and once 400 gigabytes of capacity is trenched down your highway corridor, the middle-mile exists for everyone else. Rural broadband, hospital connectivity and remote work all get cheaper the day a campus signs. Counties that negotiate carrier-neutral access at the same time capture the spillover instead of watching it stop at the fence line.
Ask: carrier-neutral access, open conduit, and a middle-mile commitmentQTS has pitched roughly 12 million square feet of data centers in South Georgia — in a town better known for peanuts than processors. A $2 billion campus in a county with a $400 million digest is not an incremental gain; it is a generational one. This is the single most plausible route for rural Georgia to fund its own schools without Atlanta's help.
Ask: a payment-in-lieu schedule that starts paying in year oneEvery large campus buys locally where it legally can: electrical contractors, site services, catering, hotels during a three-year build, fuel, landscaping, security. The multiplier on a 1,500-worker construction site is where the restaurant on the square actually makes its year. The condition that matters is a local procurement office with a named contact and a published vendor list.
Ask: a local vendor portal and a 20% local-spend targetThe operators who plan to be there in 2045 fund the pipeline that feeds them: equipment donations, curriculum support, teacher externships, scholarships with a job at the end. Those programs are almost always available — for the county that asks during the incentive negotiation, not the one that asks after the ribbon cutting.
Ask: a community benefit fund sized per megawattAI capacity is national infrastructure, sited state by state. Virginia, Texas, Ohio and Arizona have taken most of it. Every gigawatt Georgia hosts is a gigawatt of state-level leverage over the technology that will run schools, hospitals, logistics and defense for the next thirty years — plus the research dollars, the university partnerships and the state-government AI capacity that come with proximity.
Ask: a first right of use for county and state agenciesA data center is a building. The reason to want one is what it lets your county do with frontier AI — and the leverage you hold while the deal is still being negotiated. Ask for these seats, licenses and programs in the incentive agreement, not after the ribbon cutting.
Districts are deploying frontier models as after-school tutors in reading and math, and as planning assistants that give teachers back their Sunday nights. Georgia districts that moved early report the biggest gains in the bottom quartile — the students a 28-to-1 classroom cannot reach.
A four-physician county clinic can now offload charting, prior authorization and patient instructions to an ambient model. The documented effect is not better medicine — it is more appointment slots per day, which in a county with one clinic is the same thing.
Job centers are using models to translate a resume into the language of a job posting, prep a candidate for a specific interview, and map a two-week credential to an open local role. Combined with the campus's own apprenticeships, this is the shortest path from applicant to $28 an hour.
The hardware store, the HVAC company, and the two-person law firm cannot hire a marketing department. They can use a model to write the proposal, reconcile the books, answer the permit question and design the flyer. Counties running small-business AI clinics report the demand is highest from businesses under five employees.
Dispatch summarization, flood and wildfire modeling, post-storm damage triage from drone imagery, and plain-language alerts pushed to the right block. After a tornado, the difference between a 12-hour and a 3-hour damage assessment is measured in federal reimbursement and lives.
Yield modeling, pest and disease identification from a phone photo, grant-writing help for small farms applying to cost-share programs, and equipment diagnostics in the field. Georgia's Extension network is already the best delivery mechanism in the country — give it the tools.
Permit pre-screening, benefits eligibility screening, and a resident-facing assistant that answers in plain English instead of a form number. The measurable win is staff time: clerks stop answering the same fourteen questions and start processing the backlog.
Forecasting, leak detection, and predictive maintenance on pumps, substations and treatment plants. Water utilities using model-based leak detection commonly find 10–20% of their unaccounted-for water — which is how a county absorbs a new large user without a new reservoir.
Every item below is being run somewhere in Georgia already, at county scale, on commodity models. None of it requires a research lab. It requires a line item and a sponsor.
This is the model community benefit agreement we think every Georgia county should put on the table. It is not a wish list — each term is standard practice somewhere, and negotiable everywhere.
A per-megawatt annual contribution — not a one-time check — into a county-controlled fund for school seats, library access and small-business clinics, with a public report on every dollar.
Cooling design specified before permitting, metered and publicly reported consumption, no new aquifer withdrawals, and third-party audit rights for the life of the campus.
Project-funded substations and transmission upgrades, plus a commitment not to shift large-load infrastructure costs onto residential ratepayers.
A defined percentage of construction and permanent hires from the county and region, reported quarterly, with liquidated damages if missed.
A payment-in-lieu schedule that begins in year one and never dips below a floor, so the county can bond against it instead of hoping.
Funded apprenticeships and dual-enrollment seats at the local technical college, tied to actual openings at the site, with a named operator contact.
One hearing, one report, one page of numbers — jobs, water, taxes, energy, local spend — presented by the operator, not a consultant.
An operator-funded retraining program, delivered through the technical college, for mid-career workers already in the county — with a stipend while they train, first call on site and contractor openings, and results reported as placements, not enrollments.
A share of the campus's compute, sized per megawatt and priced at cost, reserved for the county: the school system, the hospital and clinics, Extension, the library and small businesses — allocated by the county, not the operator, and reported annually alongside the fund.
This week a panel of technology investors spent ten minutes on why communities fight data centers and what ends the fight. Their answer is the one this site is built on: neighbors stop opposing what they share in. Six lessons, translated to a Georgia county, with the numbers sourced by us rather than taken on faith.
The panel's whole thesis in one line: a project that neighbors fight becomes a project neighbors want the moment they share in it directly. Two days earlier the President had urged developers to pay host communities a dividend and "make deals"; a Senate bill proposes an Alaska-style fund. When both ends of the spectrum land on the same idea, a county can stop debating whether to ask and start deciding how much.
“Communities should be battling to have you built in their backyard.”— Peter Diamandis
An industry executive on the show described the payments operators already make: education, job development, economic development, in the places whose leadership wants them. The lesson for a county is that none of this is a concession you have to win. It is standard practice. Put it in the agreement as a line item with a number, and it stops being a press release.
The example the panel reached for was Cambridge, Massachusetts, where lab and commercial property carries about two-thirds of the levy and the residential rate — $6.35 per $1,000 in FY2025 — is among the lowest of any city in the state. That is the mechanism behind Reason 01: a taxpayer with no children in the schools pays for the schools.
Dave Blundin's advice to any community in a fight was blunt: go back to the developer and ask for the electric bill cut, the schools funded, the teachers funded, the schools reinvented. The insiders on the panel were equally blunt that permitting and local goodwill are the real bottleneck — which is to say, your leverage is highest before the vote, and it is worth a list.
Salim Ismail's version of the dividend is ownership: community bonds, local equity, a reason for residents to want the campus to succeed for thirty years. The Georgia-shaped version is a payment-in-lieu schedule the county can bond against, and a share of the compute itself reserved for the county's schools, clinics and small businesses.
Diamandis's closing point was that data centers have sat quietly in American communities for four decades and the benefit story never got told. A CNBC survey this week found 63% of voters oppose one within ten miles of home. That gap is a communications failure, and the fix is cheap: one public hearing, one page of numbers, every year, presented by the operator.
Source: Moonshots EP #305, October 23, 2026 — Peter Diamandis, Dave Blundin, Salim Ismail and Alexander Wissner-Gross. It is an investor podcast and several panelists disclose positions; we use its framing and source the figures independently.
Every positive data center and AI story we can verify in Georgia and the Southeast — investments, hires, grid builds, water wins, community programs. No press releases dressed as news; each item links to the original.
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Read $1 billion investment from Georgia Tech and Emory bets big on AI by Mark Lannaman for SaportaReport here.
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If a campaign only tells you the upside, don't trust it. These are the four objections that actually matter, and what a good deal looks like on each.
This is the right question and the honest answer is: it can, if the deal is structured badly. Georgia Power's large-load tariffs are supposed to assign the cost of serving new load to that load, and the PSC reviews the allocation. The vigilance required is specific — demand that new generation be tied to new load, that residential rates not absorb infrastructure for a single customer, and that the county weigh in at the PSC. Welcoming the load and policing the tariff are not in conflict. They are the same position.
Data centers use water, and in Georgia that matters. Two things are both true: most Georgia sites consume in the range of a small town rather than a city, and closed-loop or air-cooled designs can cut consumption toward near zero. The pattern to reject is the undisclosed deal — a campus permitted on an NDA while residents notice low water pressure. The pattern to demand is metered, published, audited consumption with a closed-loop design condition in the permit. A county that requires this loses nothing; a county that doesn't is negotiating with a blindfold on.
Fewer than the press release implies — a large campus is typically 100 to 400 permanent operations jobs, not thousands. The honest case is not job volume, it is job quality and tax base. The 1,000 to 3,000 peak construction workers and the seven-figure annual property tax payment are the real economic events. Any campaign that leads with permanent job counts is selling you something; we would rather give you the number and the term sheet.
Because the alternative is not open farmland. It is the same transmission corridor, the same highway interchange, and a housing subdivision that costs the county $1.30 in services for every $1.00 it collects in tax. A server campus is one of the only land uses in Georgia that is net-positive on the fiscal impact model. That is the trade — and it is worth making, on terms.