Thesis · Power, Energy & Grid

Will US annual electricity sales to the commercial sector plus reported data center load growth, per EIA, show data-center-driven demand growth outpacing net generating capacity additions in 2027?

US net firm capacity additions will fall short of incremental data center load growth in 2027, confirming the grid as the system-level bottleneck on AI buildout.

6 dated tests · 0 resolved · next on

The tests More theses in Power, Energy & Grid

Who is on each side

The two sides.

Each side in DeepStack’s words, then the voices who argue it, attributed and paraphrased, dated where the date is known. A voice links to its page on DeepStack where one exists.

The case for yes

Interconnection capacity is the bottleneck

Firm dispatchable additions remain capped while renewables accredit at steep discounts against double-digit data center load growth, so reserve margins compress and capacity auction prices clear high. New large loads are refused or deferred in constrained subregions as the grid becomes the limiting factor on AI buildout. Steve Eisman argues power generation cannot keep pace with data center, onshoring and grid-aging demands, making energy availability the binding constraint. Jeremie Eliahou Ontiveros and Scott Galloway each point to accredited capacity shortfall and grid capacity as the constraint on further AI expansion.

The case for no

Chips and labor, not capacity additions, are the binding constraint

If chips, skilled workers such as plumbers and electricians, and power were all unlimited, builders would already be racing to overcapacity; instead these intertwined shortages set the pace of buildout. Because the chip and labor shortage is doing the limiting, capacity additions are not necessarily falling behind data center load growth as the yes side claims. A related early signal would be a PJM capacity auction clearing materially below the prior auction, indicating restored headroom.

4 voices

Interconnection capacity is the bottleneck

  1. Steve Eisman

    Large-scale AI deployment requires massive electrical capacity, and power generation cannot keep pace with growth demands from data centers, onshoring, and grid aging, making energy availability the limiting factor rather than processor…

    Source

  2. Jeremie Eliahou Ontiveros

    Accredited capacity shortfall drives headroom negative

    Source

  3. Scott Galloway

    Grid capacity as the binding constraint on AI buildout

    Source

  4. Wedgewood Partners

    Projected AI data center demand would consume 40% of U.S. electricity. Approval and construction of new power plants and transmission infrastructure requires state and local regulatory approval and political support. Technology companies lack…

    Source

1 voice

Chips and labor, not capacity additions, are the binding constraint

  1. Barry Ritholtz

    Ankur Crawford argues that if there were an infinite supply of chips, people and power, the market would already be in overcapacity because everyone would build as fast as they wanted; instead, the shortage of chips, workers like plumbers and…

    Source

What would settle it

The dated tests.

Each test names the public source that settles it, the rule and the day. The Call’s number, the readers’ median and the machines’ numbers stand beside it, as on the Docket.

  1. Vistra, long-term debt as a share of the quarter's revenue, quarter ended September 30, 2026: whether it comes in at or above 410%.

    On the Docket Pendingth077-t04Pre-specified

    Question
    Did the long-term debt of Vistra at the end of the quarter ended September 30, 2026 come to at or above 410.0% of its revenue for the quarter?
    Source
    SEC EDGAR, XBRL company facts of Vistra (Forms 10-Q and 10-K)
    Rule
    Divide the long-term debt that Vistra reports at the end of the quarter ended September 30, 2026 by the revenue it reports for the quarter ended September 30, 2026, in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 410.0%; no if it is below 410.0%.
    If the source is late, revised or silent
    If Vistra has not filed by November 16, 2026, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.
    Base rate
    Vistra's long-term debt as a share of the quarter's revenue was 445.2% at the end of the quarter ended June 30, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, at the end of the quarter ended June 30, 2025, the same line read 420.2%, so the rungs sit on the last print.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects yes. Gives the yes answer 64%.

    64%

    0 · no100 · yes

    The machinesClaude 72% · DeepSeek 70%

    Claude: 72%DeepSeek: 70%
    The ladder 3 rungs on one reading, Nov 6, 2026: each asks whether it lands above its threshold, so the Call’s numbers down the rungs sketch where it expects the reading to land.

    1. Above 410%Call 64% · Claude 72% · DeepSeek 70%

      64%

    2. Above 455%Call 42% · Claude 22% · DeepSeek 82%

      42%

    3. Above 500%Call 22% · Claude 7% · DeepSeek 90%

      22%

    0 · no50100 · yes

    Your number

  2. Vistra, long-term debt as a share of the quarter's revenue, quarter ended September 30, 2026: whether it comes in at or above 455%.

    On the Docket Pendingth077-t05Pre-specified

    Question
    Did the long-term debt of Vistra at the end of the quarter ended September 30, 2026 come to at or above 455.0% of its revenue for the quarter?
    Source
    SEC EDGAR, XBRL company facts of Vistra (Forms 10-Q and 10-K)
    Rule
    Divide the long-term debt that Vistra reports at the end of the quarter ended September 30, 2026 by the revenue it reports for the quarter ended September 30, 2026, in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 455.0%; no if it is below 455.0%.
    If the source is late, revised or silent
    If Vistra has not filed by November 16, 2026, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.
    Base rate
    Vistra's long-term debt as a share of the quarter's revenue was 445.2% at the end of the quarter ended June 30, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, at the end of the quarter ended June 30, 2025, the same line read 420.2%, so the rungs sit on the last print.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects no. Gives the yes answer 42%.

    42%

    0 · no100 · yes

    The machinesClaude 22% · DeepSeek 82%

    Claude: 22%DeepSeek: 82%

    Your number

  3. Vistra, long-term debt as a share of the quarter's revenue, quarter ended September 30, 2026: whether it comes in at or above 500%.

    On the Docket Pendingth077-t06Pre-specified

    Question
    Did the long-term debt of Vistra at the end of the quarter ended September 30, 2026 come to at or above 500.0% of its revenue for the quarter?
    Source
    SEC EDGAR, XBRL company facts of Vistra (Forms 10-Q and 10-K)
    Rule
    Divide the long-term debt that Vistra reports at the end of the quarter ended September 30, 2026 by the revenue it reports for the quarter ended September 30, 2026, in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 500.0%; no if it is below 500.0%.
    If the source is late, revised or silent
    If Vistra has not filed by November 16, 2026, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.
    Base rate
    Vistra's long-term debt as a share of the quarter's revenue was 445.2% at the end of the quarter ended June 30, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, at the end of the quarter ended June 30, 2025, the same line read 420.2%, so the rungs sit on the last print.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects no. Gives the yes answer 22%.

    22%

    0 · no100 · yes

    The machinesClaude 7% · DeepSeek 90%

    Claude: 7%DeepSeek: 90%

    Your number

  4. Constellation Energy, purchases of property and equipment as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 18%.

    On the Docket Pendingth077-t01Pre-specified

    Question
    Did the purchases of property and equipment of Constellation Energy for the quarter ended September 30, 2026 come to at or above 18.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Constellation Energy (Forms 10-Q and 10-K)
    Rule
    Divide the purchases of property and equipment by the revenue that Constellation Energy reports for the quarter ended September 30, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 18.0%; no if it is below 18.0%.
    If the source is late, revised or silent
    If Constellation Energy has not filed by November 16, 2026, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.
    Base rate
    Constellation Energy's purchases of property and equipment as a share of revenue was 21.3% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, for the quarter ended June 30, 2025, the same line read 14.9%, so the rungs sit on the last print.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects yes. Gives the yes answer 66%.

    66%

    0 · no100 · yes

    The machinesClaude 61% · DeepSeek 60%

    Claude: 61%DeepSeek: 60%
    The ladder 3 rungs on one reading, Nov 9, 2026: each asks whether it lands above its threshold, so the Call’s numbers down the rungs sketch where it expects the reading to land.

    1. Above 18%Call 66% · Claude 61% · DeepSeek 60%

      66%

    2. Above 23%Call 45% · Claude 22% · DeepSeek 6%

      45%

    3. Above 27%Call 25% · Claude 26% · DeepSeek 5%

      25%

    0 · no50100 · yes

    Your number

  5. Constellation Energy, purchases of property and equipment as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 23%.

    On the Docket Pendingth077-t02Pre-specified

    Question
    Did the purchases of property and equipment of Constellation Energy for the quarter ended September 30, 2026 come to at or above 23.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Constellation Energy (Forms 10-Q and 10-K)
    Rule
    Divide the purchases of property and equipment by the revenue that Constellation Energy reports for the quarter ended September 30, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 23.0%; no if it is below 23.0%.
    If the source is late, revised or silent
    If Constellation Energy has not filed by November 16, 2026, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.
    Base rate
    Constellation Energy's purchases of property and equipment as a share of revenue was 21.3% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, for the quarter ended June 30, 2025, the same line read 14.9%, so the rungs sit on the last print.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects no. Gives the yes answer 45%.

    45%

    0 · no100 · yes

    The machinesClaude 22% · DeepSeek 6%

    Claude: 22%DeepSeek: 6%

    Your number

  6. Constellation Energy, purchases of property and equipment as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 27%.

    On the Docket Pendingth077-t03Pre-specified

    Question
    Did the purchases of property and equipment of Constellation Energy for the quarter ended September 30, 2026 come to at or above 27.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Constellation Energy (Forms 10-Q and 10-K)
    Rule
    Divide the purchases of property and equipment by the revenue that Constellation Energy reports for the quarter ended September 30, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 27.0%; no if it is below 27.0%.
    If the source is late, revised or silent
    If Constellation Energy has not filed by November 16, 2026, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.
    Base rate
    Constellation Energy's purchases of property and equipment as a share of revenue was 21.3% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, for the quarter ended June 30, 2025, the same line read 14.9%, so the rungs sit on the last print.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects no. Gives the yes answer 25%.

    25%

    0 · no100 · yes

    The machinesClaude 26% · DeepSeek 5%

    Claude: 26%DeepSeek: 5%

    Your number

In The Buildout

The stories that take up this thesis, with their own Calls and tests.

A thesis page states one question and both sides of it; DeepStack takes no side in words, and its view is the number it gives each test before the date. Analysis and opinion, not investment advice. Voices are paraphrased from public writing and attributed by name; DeepStack shows no score, ranking or accuracy for any person. Pre-specified means the words were approved on or before the test’s date. Specified after the date means they were written afterwards: such a test is counted and shown, and never rated. An open question has no words yet. The Call’s number is the chance, from 0 to 100, that the Call gives the yes answer to a test’s question, recorded before the test’s date; it is DeepStack’s own reading, not a market price and not advice. The readers’ mark on the same line is the readers’ median, the middle of the numbers signed-in readers gave the test, shown from 25 readers. The machines: Each model read this page and nothing else. The number that counts is the latest one each model gave before the test closed.