Center for Practical AI
AI and the Environment · Guide 10 of 10Question 10

The missing numbers have a pattern.

A facility’s water use held as a contractual trade secret. Thirty-seven tax determinations, none published. Generators no agency knew were running. Every guide in this series eventually reaches for a number nobody is required to produce. This last guide is about that pattern itself, and about the drones, records requests, and stubborn reporters that route around it.

12 min read · Answers the tenth of the ten questions

Question 10

The question underneath the other nine.

Ask what a facility uses, emits, pays, or sounds like, and the trail ends at the same place often enough that the ending deserves its own guide.

~80%

of Virginia localities with proposed or existing data centers under nondisclosure agreements, by Public Citizen's count of the reporting

Public Citizen (July 2026)

County / parcel
37

written data center tax-exemption determinations issued by North Carolina's Commerce Department over a decade. Published: none.

NC Dept. of Commerce memo (April 2026)

County / parcel
36

states that proposed data center transparency and oversight legislation in 2026: the countertrend, measured

WRAL (April 2026)

National total
$50B

the Meta project whose job and power figures Louisiana's commission shielded by killing its own judge's disclosure ruling

WWNO (August 2026)

Utility territory

A definition before the ledger. This page is not about secrets in the cloak- and-dagger sense. Nearly everything documented below is lawful: trade-secret clauses, economic-development confidentiality, shell entities, reporting thresholds nobody crosses. The finding is not that rules were broken. The finding is what the rules, followed exactly, leave unknowable.

The ledger

What nobody is required to report.

Five categories, each with a named exhibit from this series' own research.

Water.Large facilities are typically served by municipal systems, so their use folds into city totals and no facility-level figure exists. In Caldwell County, North Carolina, Google’s water, energy, and headcount figures are a contractual trade secret. The one facility-level number this series has — Meta’s Forest City site at roughly 11,500 gallons a day, below the state’s reporting threshold — exists because a reporter asked, and for no other reason.

Money.North Carolina’s 37 unpublished determinations came with no requirement that any company report actual investment or exemption value; the state reads its own buildout off a commercial database. The North Carolina case study carries the full accounting.

Identity.Projects arrive code-named behind shell LLCs, under NDAs that bind the officials reviewing them: most Virginia data center localities, an Indiana county that rezoned 640 acres before Amazon’s name was known, Pima County supervisors who could not say whose project they were approving. The participation guide covers what that does to hearings.

Power and emissions.The Vineland generators ran nine months before any agency knew; the Southaven turbine counts exist because journalists flew thermal drones. And when a Louisiana administrative law judge ruled that Meta had to disclose its project’s basic job and power figures, the commission above killed the ruling. West Virginia went further in the same direction: its 2025 data center law includes a FOIA exemption, so the public-records tool itself is off the table there.

Hardware. No operator publishes what happens to decommissioned equipment; no fab publishes per-wafer figures; corporate lifecycle disclosures stop at the factory gate. The hardware guide treats those six absences as findings, and they belong on this ledger too.

The workarounds

How facts surface anyway.

Every load-bearing number in this series that no institution was required to produce arrived by one of five routes. Knowing the routes is knowing where knowledge in this space actually comes from.

A drone. The turbine and generator counts anchoring two federal matters came from thermal imaging flown by newsrooms. A records request. Arizona journalists identified AWS behind Project Blue with public-records work after officials could not say the name. A community instrument. South Memphis air data exists because residents and university researchers put monitors out. The resulting three-way dispute over that data is covered honestly in the enforcement guide, because a fact that surfaces outside institutions gets contested harder than one that surfaces inside them.

A commissioned study.The only methodical residential noise measurements in the public record were paid for by a homeowners’ coalition. And a question, asked by someone whose job is asking. A legislative audit produced Virginia’s by-right statistics; a town manager’s quote about being shocked at how little water a facility used exists because a public radio reporter called her. The five routes share one property: none is guaranteed. Each depends on somebody deciding a fact was worth the cost of producing.

The media-literacy core

Reading around the gaps.

What a careful reader can and cannot conclude when the primary number is structurally unavailable. This is the series' method, taught explicitly for once.

A gap is not evidence of the worst case. “They won’t say” is compatible with damning numbers, boring numbers, and numbers nobody ever compiled. The Forest City surprise ran opposite to suspicion: the facility used far less water than the town hoped to sell. Treating every blank as a confession produces exactly the overclaiming this series spends its other nine guides correcting.

But a gap is evidence about the system. Which numbers are unavailable, and who arranged the unavailability, are facts with no uncertainty in them. Thirty-seven determinations unpublished is not a rumor. A FOIA exemption written into statute is not an interpretation. The drift problem this series documents — figures mutating upward in retelling — thrives precisely where primary numbers are missing, because nothing anchors the retelling. Bad disclosure and bad statistics are the same story at different stages.

So the discipline this page recommends has two moves, and both matter. Refuse to fill a gap with a guess. Then refuse to let the gap pass as natural: say who is not required to report what, name the statute or the clause, and put the absence itself on the record. The water guide’s lesson was that a claim is not a fact until someone defines the threshold. This guide’s lesson is the sequel: a threshold is not knowable until someone must report against it.

The badge on this question

The venue that doesn't exist.

On the hub's matrix, this question carries a mark no other status can substitute for.

This question’s decided-at badge reads No working venue. No process currently orders the disclosure this page catalogs. Commissions have declined to; one state legislature moved the opposite direction; the federal noise office that might have counted one category of harm was defunded in 1982.

The countertrend is the reason the badge could change: 36 states proposed transparency and oversight legislation in 2026, NDA-ban bills are moving in at least ten, Pennsylvania’s governor barred his agencies from signing the agreements, and Virginia’s regulators made their data center records more publicly accessible after criticism. A venue that doesn’t exist is a venue that can be built, and unlike most of the questions in this series, this one’s fix is the same in every state: a reporting requirement, written down, with a threshold.

They're hiding something.

The version that goes too far

Hears every blank as a confession and every LLC as a conspiracy. The one facility-level water number this series holds came out boring, and a method that can't survive a boring answer isn't a method.

The version that waves it away

Points out that trade secrets are lawful and competition is real, so the secrecy is ordinary business. The exhibits above are not ordinary: officials approving projects they cannot name, a commission overriding its own judge's disclosure order, a statute exempting an industry from public-records law. Lawful and ordinary are different claims.

What the evidence supports

Specific, documented nondisclosure is the norm across water, money, identity, power, and hardware, nearly all of it lawful, much of it purchased or legislated. Facts that later proved material (turbine counts, water figures, end users) repeatedly surfaced only through journalism, records work, or community measurement. The accurate posture is neither suspicion nor trust: it is naming exactly which numbers no one must produce, and treating that list as the finding.

County / parcel

Sources for this split: publicCitizenNDA · lapscMeta · ncCommerceMemo · thermalDrone — full citations below.

What you can do

Action for every level of influence.

1

For yourself

  • When a claim about a facility can't be verified, ask which kind of unknown you're holding: a number nobody has produced, or a number somebody is withholding. They warrant different confidence and different next moves.
  • Practice the register-of-deeds lookup once, on any property. The skill that unmasked Razor5 LLC takes fifteen minutes to learn and applies to every code-named project after this one.
2

For a community

  • Ask your water system, in writing, whether large-customer withdrawals are published, and ask your county whether any project agreement carries a nondisclosure clause. A documented no is a finding you can bring to a hearing.
  • File the records request. Arizona journalists unmasked a hyperscaler with public-records work; the tool is not reserved for journalists.
3

For an organization

  • Fund measurement where disclosure fails: a commissioned acoustics study, a community air monitor, a drone flight. Each produced facts this series cites that no agency held.
  • If you negotiate with developers, price the NDA. What confidentiality is worth to the other side is information about what disclosure would be worth to you.
4

For policy

  • Disclosure as a condition of public money: the highest-leverage version, since incentives are the one moment a government has something the developer wants.
  • NDA limits for officials with approval power, moving in at least ten states.
  • Facility-level reporting thresholds for water and power, so the answer to "what does this building use" stops depending on whether a reporter thought to ask.

Where this leads

Reading is one thing. Practicing it is another.

The Applied AI Certification builds practical AI fluency across all six domains — the working competence that advances toward proficiency, with structured practice, feedback, and a cohort on the same problems.

Sources

Research & further reading.

Advocacy or industry position paperCompiled from public filings and reportingCounty / parcel
Public Citizen (July 8, 2026)The Secret Data Center BuildoutThe anchor compilation on nondisclosure agreements: roughly 80% of Virginia localities with proposed or existing data centers are under NDAs (a figure the report credits to Virginia Mercury's April 2025 survey); Shreveport-area residents learned of Amazon's $12B campuses and an accompanying 5 million-gallon-a-day water sale only at the governor's announcement; Memphis officials were NDA-bound while the turbines ran. Advocacy tier: the compilation is theirs, the underlying instances are documented reporting.Citation still being verified against our research files.
Journalism · secondary reportingNational total
NPR (August 27, 2026)The national NDA storyNational reporting on nondisclosure agreements between localities and data center developers, and the state-level bills — in at least ten states — that would ban them. Pennsylvania's governor banned NDAs on data center projects by agencies he controls.Citation still being verified against our research files.
Journalism · secondary reportingUtility territory
WWNO New Orleans Public Radio (August 12, 2026)Louisiana PSC kills the ruling that would have forced Meta's numbersAn administrative law judge ruled that Meta had to disclose job and power figures for its $50B Richland Parish project. The Public Service Commission killed the ruling. A disclosure requirement existed for a moment, on the record, and was removed by the venue that supervises the venue.Citation still being verified against our research files.
Journalism · secondary reportingCounty / parcel
West Virginia Watch (July 22, 2026)The company wrote the law: WV House Bill 2014West Virginia's 2025 law exempts certified high-impact data centers and microgrid districts from county and municipal zoning, noise, viewshed, lighting, and land-use ordinances entirely, and gives data centers a FOIA exemption. Applied case: Fundamental Data's 1.6 GW gas-powered facility in Tucker County, where most residents learned of the project in March 2025 and the legislature removed every local lever before opposition could organize. A company representative later said publicly that the company wrote the law. Statute text not yet independently pulled; this entry cites the reporting.Citation still being verified against our research files.
Journalism · secondary reportingCounty / parcel
Arizona Luminaria (August 6, 2025)Tucson ends Project Blue — and the project moves to the countyTucson's council voted unanimously to end annexation negotiations for the Amazon-linked Project Blue after weeks of pressure over water and secrecy; the county had been under NDA since 2024 and supervisors could not name the end user, which Arizona Luminaria's public-records work identified as AWS only after county approvals. Honest caveat carried wherever this is cited: the project later advanced on unincorporated county land with a commission-approved power deal. A city's no is not a region's no.Citation still being verified against our research files.
Journalism · secondary reportingAirshed
Tennessee Lookout (February 16, 2026)Thermal drone footage shows the turbines runningThe reporting method matters as much as the finding: journalists documented the unpermitted Southaven turbines with thermal imaging because no disclosure, permit filing, or public record would have shown them. The same technique later documented the Vineland generators. When a fact this large surfaces only by drone, the disclosure system did not fail quietly — it never existed.Citation still being verified against our research files.
Journalism · secondary reportingAirshed
Tennessee Lookout (May–June 2026)The South Memphis community air-monitoring dispute — all three positionsA community monitoring project with the University of Maryland found PM2.5 averaging above 15 µg/m³ from November to March in Westwood and Whitehaven, against an EPA annual standard of 9. The Shelby County Health Department publicly questioned the data's integrity in June 2026. A University of Memphis study and city-released tests found minimal change attributable to the xAI facility. All three positions belong on the page together; a community monitor, a health department, and a university disagreeing about the same air is itself the disclosure finding.Citation still being verified against our research files.
Government agency memo or determinationCounty / parcel
Joint Legislative Audit and Review Commission, Virginia (December 2024)Data centers in Virginia — the legislative auditThe state's own study of the largest data center market in the world, and the source for a structural fact this section leans on: most Virginia data centers were approved by-right, with no public hearing, because industrial zoning already allowed them. Loudoun County ended by-right data center development in March 2025, which is the countertrend worth naming next to the rule.Citation still being verified against our research files.
Independent policy analysisNeighborhood
Lyver Acoustics (December 2022)The commissioned data center noise study for Prince WilliamA professional acoustics study commissioned by the Coalition to Protect Prince William County — one of the few independent, methodical measurements of data center noise at residential receivers in the public record, and a model for what a community can commission instead of arguing from smartphone readings.
Government agency memo or determinationCounty / parcel
North Carolina Department of Commerce (April 6, 2026)Memo to the Governor's Energy Policy Task ForceAbout 800 MW operational in North Carolina as of December 2025, with roughly 6,300 MW in the pipeline. Commerce issued 37 written data center tax-exemption determinations between 2015 and 2025; companies are not required to report actual investment or exemption value, and the list of 37 is not published. Commerce states openly that its MW figures come from Baxtel, a commercial tracker — a disclosure worth noticing, because it means the state is reading its own buildout off a private database.
Journalism · secondary reportingWatershed
WRAL (April 17, 2026)What nobody has to report36 states proposed data center transparency and oversight legislation in 2026. "In North Carolina, there are no statewide proposals specifically requiring data centers to disclose water use or setting limits during drought conditions." Large facilities are served by municipal systems, so their use folds into city totals and no facility-level figure exists.
Journalism · secondary reportingWatershed
Guajardo, WUNC (April 10, 2026)What North Carolina facilities actually useMeta's 30 MW Forest City facility used about 4.2 million gallons in all of 2024 — roughly 11,500 gallons a day. Forest City town manager Janet Mason: "We were shocked at how little water they used, because I think we were hoping to sell a little bit more water to them." The figure exists because a reporter asked, not because anyone had to publish it.
Corporate disclosure · self-reportedSupply chain
Microsoft (May 2024)2024 Environmental Sustainability ReportMicrosoft's Scope 3 emissions rose 30.9% against its 2020 baseline, attributed by the company itself to datacenter construction and hardware — semiconductors, servers, and racks. Self-reported, dated, and quotable, and one of the few places a hyperscaler connects its AI buildout to its supply-chain emissions in its own voice.
Journalism · secondary reportingNational total
Stateline, via Governing (November 17, 2025)Data center growth is driving locals to push for more sayThe venue problem in one national survey: administrative and by-right approvals that skip hearings entirely, including the Lancaster, PA case where a data center in an existing building needed only a building permit — no land-development plan, no planning commission vote, no hearing — and a resident learned of it after the fact.Citation still being verified against our research files.
Last reviewed: August 2026We review this page quarterly. Statistics in this category change rapidly.The NDA percentage is an advocacy organization's compilation of underlying reporting and is labeled with that tier below. Legislative counts (36 states, ten NDA-ban states) date to their cited reporting and move by session. The West Virginia FOIA exemption is cited through journalism, not yet the session law text. Most entries below were added in August 2026 and are still marked for the citation-verification pass.

Want CPAI to teach this in your community or classroom?

The reading-around-gaps method is a general media-literacy skill, and this guide's ledger works as a records-request workshop for libraries, newsrooms in training, and civics classrooms.