How much of the AI data center boom is actually real?
The short answer
Across every screen we can find, somewhere between half and nineteen out of every twenty megawatts of announced AI data center demand disappears once somebody has to commit to it. The median is about two thirds. That does not mean two thirds of AI data centers are fake. It means the demand figures quoted in coverage of the AI boom are between two and twenty times larger than the demand that has passed any binding test.
How this can be measured at all
Start with the thing that makes this measurable at all. To an electricity grid, a data center is simply a very large customer that turns up asking for as much power as a mid-sized city. It cannot just go and buy that power. It has to join a queue, and the grid operator has to work out whether the wires and the generating plants exist to serve it.
That queue is where the exaggeration gets caught, because each step costs the developer something more than the last. Announcing a project costs a press release. Entering a study costs paperwork. Signing an interconnection agreement costs a commitment. Posting collateral costs actual money. Pouring concrete costs a great deal of it. At every step a large share of the projects quietly walk away.
So the gap between what gets announced and what clears those steps is a rough measure of how much of the AI buildout is real. Nobody has to take our word for any of it: the grid operators, utilities and regulators publish these numbers themselves, in filings and testimony, and they have every reason to be conservative rather than promotional.
For a sense of scale, Texas alone is fielding about 474 gigawatts of connection requests, roughly 90 percent of it data centers. The all-time record demand across the entire Texas grid is 85.5 gigawatts. Governor Greg Abbott described the pile of requests as more than five times the state record when he ordered an audit of it in August 2026.
One state, four stages
Pennsylvania counted its own data center projects at every step in August 2026. This is what the drop-off looks like.
Source: Commonwealth of Pennsylvania, Executive Order 2026-05 (August 18, 2026)
50% to 95%
of announced or requested AI data center demand is removed by the body that has to actually connect it, across 7 independent screens run by different operators in different states.
The screens, ranked by how much they remove
| Who is screening | Asked for | Survived | Cut | Test applied |
|---|---|---|---|---|
| Pennsylvania DEPPennsylvania · Announced projects against fully permitted projectsAs of August 18, 2026 Disclosed by the state inside Executive Order 2026-05, which also bars DEP from issuing any data center permit before the project secures local approval. The intermediate stages are 58 projects engaged with the agency and 15 that have filed a permit application. Commonwealth of Pennsylvania, Executive Order 2026-05 (August 18, 2026) | 100in publicly sourced databases, at least | 5holding every first-phase permit | 95%20x more asked for than got through | Permitted |
| Georgia PowerGeorgia · Large load pipeline against signed commitmentsAs of March 31, 2026 Filed quarterly with the Georgia Public Service Commission, which makes this the most auditable series in the set. Of the committed 12,400 MW, 8,500 MW has physically broken ground and 10 projects are already online. PSC staff testimony separately records 33 projects totalling 11,332 MW removed from the pipeline since 2023. Georgia Power, Quarterly Large Load Economic Development Report, Q1 2026, Georgia PSC Docket 56002 | 76,200 MWtotal pipeline through the mid-2030s | 12,400 MWcommitted, across 31 customers | 84%6.1x more asked for than got through | Signed agreement |
| AEP OhioOhio · Inquiries before and after a minimum-take tariffAs of February 13, 2026 The closest thing in this data to a controlled experiment. PUCO approved a tariff on July 9, 2025 requiring data centers above 25 MW to pay for at least 85 percent of the energy they subscribe to whether or not they use it, over a 12-year term with an exit fee and proof of financial viability. Four in five megawatts of stated interest did not survive being asked to pay for itself. AEP Ohio (February 13, 2026) | 30,000 MWof inquiries, more than 50 customers across more than 90 sites | 5,642 MWafter binding financial commitments | 81%5.3x more asked for than got through | Money posted |
| PPL Electric UtilitiesPennsylvania · Data center pipeline against signed service agreementsAs of June 30, 2026 PPL reports a third figure below the two here: 6,500 MW actually under construction. Read across all three, the pipeline converts to signed agreements at about one in three, and to steel in the ground at about one in five. PPL Electric Utilities, second quarter 2026 disclosure | 31,800 MWof pipeline in Pennsylvania | 11,000 MWunder signed electric service agreements | 65%2.9x more asked for than got through | Signed agreement |
| ERCOTTexas · Contracted load against officer-letter attestations, 2030As of December 19, 2025 ERCOT splits its own forecast into load carrying signed interconnection agreements and load backed only by a transmission provider officer letter, which ERCOT defines as an attestation of confidence rather than a signed agreement. By 2030 the larger share of the forecast is the weaker category. ERCOT, Report on the Capacity, Demand and Reserves in the ERCOT Region, 2026 to 2030 (December 19, 2025) | 47,783 MWof new large load in the 2030 planning forecast | 19,560 MWwith a signed interconnection agreement | 59%2.4x more asked for than got through | Signed agreement |
| ERCOTTexas · Batch Zero interconnection screenAs of July 28, 2026 ERCOT labels this preliminary. Final determinations were due Aug. 7, 2026, with results communicated by Sept. 2. The Batch Zero deadline for posting financial security and site control is planned for June 2027, which is the point where this number gets tested again. ERCOT, Assessing the Grid, presented to the Texas Senate Committee on Business and Commerce (July 29, 2026) | 498 GWrepresented in the screen, 688 projects | 205 GWstudy-eligible, 326 projects | 59%2.4x more asked for than got through | Accepted for study |
| NERCTexas · Requested load against what NERC will countAs of January 1, 2026 NERC counts a data center project only once it has advanced from speculative and exploratory stages into development commitments. On Texas it states that new data center demand projections are reduced by almost 50 percent of their original requested load level. NERC, 2025 Long-Term Reliability Assessment | 100%of the originally requested load level | 50%after NERC screening, approximately | 50%2.0x more asked for than got through | Accepted for study |
What each test actually asks for
Which stocks this actually touches
The ones already in the ground. A rule that slows every new entrant does not hurt a project that is already sited, permitted and locally supported. If anything it widens the moat. These are the names with real Pennsylvania exposure that mostly clear the new bar.
The most exposed name on this page. It reports 31,800 MW of Pennsylvania data center pipeline, 11,000 MW under signed service agreements and 6,500 MW under construction. Its growth story lives at the top of exactly the funnel this order narrows.
Sold its 960 MW Cumulus campus next to the Susquehanna nuclear plant to Amazon for $650 million, then expanded to a 1,920 MW power agreement running to 2042. An operating nuclear site with decades of local relationships clears a local-approval test easily.
Restarting Three Mile Island Unit 1 as the Crane Clean Energy Center. Same logic as Talen: an existing licensed site, not a greenfield fight.
Supplying seven gas turbines to the Homer City Energy Campus, the largest project in Pennsylvania at 4.5 gigawatts and about $10 billion. The turbine order is already placed, though environmental groups are crowdfunding a legal challenge to the site.
Announced an agreement in principle to supply the gas for Homer City.
Owns the Susquehanna campus outright and has confirmed talks to take capacity at Homer City, with no deal signed.
The ones that will move anyway. These names have no Pennsylvania exposure we can find. They tend to trade on data center policy headlines regardless of geography, which is a sentiment reaction rather than a change in their business. Worth separating the two before treating a move as information.
There is a live precedent for that split. When New York paused state data center permits on July 14, 2026, TeraWulf finished as the biggest decliner among the AI infrastructure names we track and Nebius was close behind, despite Nebius having nothing to do with New York.
What survives when someone has to pay
These are the counterweight. Real capacity is being built at very large scale, and these two figures are the cleanest evidence of it anywhere in the data.
AEP told investors it had collected nearly $2 billion in cash or collateral for load commitments in ERCOT, covering all of the required credit support for the full 45 GW in its Batch Zero filing. Posted collateral is the cleanest available filter against one project being counted in several places at once. AEP, second quarter 2026 results and earnings call (July 30, 2026)
Concrete is the one test no press release can pass. Ten of these projects are already online and serving load. Georgia Power, Quarterly Large Load Economic Development Report, Q1 2026
The long-run base rate
Of all generation and storage capacity that entered a US interconnection queue between 2000 and 2020, 13 percent reached commercial operation. Attrition did not stop at the paperwork either: 41 percent of the capacity that signed an interconnection agreement between 2000 and 2022 had withdrawn by the end of 2025. The median project reaching operation in 2025 took 61 months from its request, up from 36 months in 2015.
This measures generation and storage, not data center load. Lawrence Berkeley National Laboratory states plainly that large loads sit in separate queues its report does not cover. It belongs here as the long-run base rate for how queue capacity turns into working plant, not as a data center figure. Lawrence Berkeley National Laboratory, Queued Up: 2026 Edition (June 2026)
Method, and what this page refuses to do
This is deliberately not a count of blocked or cancelled projects. That number exists, it is quoted everywhere, and it is close to useless. It comes almost entirely from one organisation whose clients are the AI industry, its recent project-level data sits behind a paywall, its own pages disagree with each other, and its delayed column contains projects that were later approved. Announcement froth is also perfectly normal: companies have always announced more than they build, and counting the froth on its own tells you nothing.
What matters instead is the conversion rate, and whether it is getting worse. A project that clears these screens has secured land, defined how it will be powered and, in the strictest cases, posted collateral. Those projects are largely on schedule. The useful question is how much of the announced pipeline ever becomes one of them, because permits and interconnection agreements run 18 to 36 months ahead of concrete. That makes this a reading on capacity arriving in 2028 through 2030, which is where the valuations actually live, rather than on anything being delivered this year.
Two things cut against a bearish reading, and they belong here rather than in a footnote. Local defeats often do not stick: Saline Township, Michigan rejected a $16 billion campus, was sued two days later, settled for about $14 million in community benefits and saw ground broken within two months. And friction runs both ways, because West Virginia has moved in the opposite direction and preempted local ordinances that limit large data center projects.
Every figure here comes from the screening body itself: an ISO presentation, a public utility commission filing, an earnings call, a federal reliability assessment or a state executive order, each linked in the row it supports. Nothing is estimated, modelled or interpolated. The screens are deliberately not added together, because they cover different regions, vintages and definitions, so the range and median describe the spread across them rather than a total.
Related coverage
- Pennsylvania will not permit a data center until the town says yes
- Texas froze new data center grid connections pending an audit
- New York paused state permits for new data centers
- ECB researchers say an AI stock market correction is likely
- AI infrastructure backlog leaderboard
Questions people ask
Is there an AI bubble?
This page does not answer that, and no single number can. What it shows is narrower and more checkable: the demand figures underpinning AI infrastructure valuations are consistently between two and twenty times larger than the demand that has passed any binding test. Whether that gap represents a bubble or just the normal difference between a sales pipeline and a signed backlog depends on how fast the conversion rate is changing. Nothing here is investment advice.
What is the AI commitment gap?
It is the difference between data center capacity that has been announced or requested, and the capacity that survives a test requiring a real commitment: a signed interconnection agreement, a permit, posted collateral, or concrete in the ground. Across the seven screens on this page the gap runs from 50 percent to 95 percent, with a median of about 65 percent.
Which stocks are most exposed to data center permitting?
PPL Electric Utilities is the most directly exposed, reporting 31,800 MW of Pennsylvania data center pipeline against 11,000 MW under signed service agreements and 6,500 MW under construction. Talen Energy (TLN) and Constellation (CEG) own existing licensed nuclear sites serving data centers, and GE Vernova (GEV) and EQT supply the turbines and gas for Pennsylvania's largest campus. Separately, AI infrastructure names like Nebius (NBIS), TeraWulf (WULF) and CoreWeave (CRWV) frequently move on data center policy headlines without having exposure to the state involved.
Why not just count cancelled data center projects?
Because that number is unreliable and the widely quoted version is conflicted. Nearly every cancellation dollar figure in circulation traces to a single tracker run by a firm that sells intelligence to the AI industry, its recent project-level data is paywalled, and its own reports place projects that were subsequently approved in the delayed column. Separately, roughly half of all announced data center projects have historically failed to arrive on schedule, so a raw cancellation count carries no signal without that base rate.
Which number here is the strongest evidence?
AEP Ohio. Its inquiries stood at about 30,000 MW. After Ohio regulators approved a tariff requiring data centers above 25 MW to pay for at least 85 percent of the energy they subscribe to whether or not they use it, expected load fell to 5,642 MW. Same market, same period, one variable changed: developers had to pay for what they had asked for. Four in five megawatts went away.
Does this mean AI data centers are not being built?
No, and the page carries the counter-evidence deliberately. AEP has 45 GW in Texas backed by fully executed letters of agreement and nearly $2 billion in posted cash or collateral, and Georgia Power has 8,500 MW that has physically broken ground with 10 projects already online. Real capacity is being built at very large scale. The gap is between that and the far larger announced figures that reach headlines.
Last updated August 19, 2026. This is a record of what grid operators, utilities and regulators have published about their own screening, not a forecast and not investment advice. Figures move only when one of those bodies files something new, so this page updates as filings land rather than live.