Thesis · Hyperscalers, Cloud & Compute Services

Will spot/on-demand hourly rental prices for NVIDIA H100 80GB SXM capacity on major public GPU marketplaces be at or above their November 2026 level as of the stated test dates in 2027?

Deployed accelerator capacity stays scarce enough that even prior-generation H100/A100 rental prices hold or rise rather than collapsing as Blackwell-class supply floods in, confirming there is no idle-GPU glut.

6 dated tests · 0 resolved · next on

The tests More theses in Hyperscalers, Cloud & Compute Services

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

GPU utilization stays high

AI inference and training demand growing faster than datacenter shell, power and chip supply can be commissioned, so total deployed compute remains the binding constraint across GPU generations. Rental and contract prices for older accelerators hold or escalate, backlogs persist, and new capacity is absorbed on commissioning rather than sitting idle.

The case for no

GPU rental prices fall as capacity loosens

When xAI's research program faltered, most of its original team departed, freeing compute capacity at SpaceX that became available to market to external customers like Google and Anthropic, showing supply can loosen faster than expected. As this kind of surplus capacity reaches the open market, published H100 hourly rental prices fall below their November 2026 levels on the stated 2027 test dates rather than holding or rising.

6 voices

GPU utilization stays high

  1. Moses Sternstein

    As demand for AI infrastructure continues to grow faster than production capacity can scale, orders remain unfilled for extended periods, driving up prices for scarce components and rental capacity while manufacturers of cooling and power systems…

    Source

  2. Daniel Romero

    Customers financing nearly half the GPU capex of their provider upfront would never happen without a genuine supply constraint; the prepayments simultaneously de-risk IREN's buildout, raise revenue per MW ($7.7M to $8.3M+), and validate demand…

    Source

  3. Kakashii

    Competitive pressure produces more products and more token-hungry models, while live capacity cannot expand because datacenters take about three years to build, so the excess demand is expressed as price rather than volume.

    Source

  4. a16z New Media

    When demand for computational resources outpaces supply, even older, less capable equipment commands premium pricing. Newer GPU introductions cannot immediately displace older capacity if total demand exceeds total supply.

    Source

  5. a16z

    Baker argues the defining feature of the 2000 telecom bubble was that laid fiber optic capacity went unused (dark fiber), whereas today GPU capacity is fully saturated to the point of overheating, so the same overbuild dynamic that signaled the…

    Source

  6. David George

    Strong compute utilization across even aging infrastructure, combined with Jevons' Paradox effects (reduced token costs driving increased usage), indicates genuine underlying demand for AI rather than speculative excess.

    Source

1 voice

GPU rental prices fall as capacity loosens

  1. Tae Kim

    When xAI's AI research program faltered, most of the original team left, freeing up the compute infrastructure they had been using. This surplus compute became available to be marketed to external customers like Google and Anthropic.

    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. CoreWeave, purchases of property and equipment as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 215%.

    On the Docket Pendingth007-t01Pre-specified

    Question
    Did the purchases of property and equipment of CoreWeave for the quarter ended September 30, 2026 come to at or above 215.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of CoreWeave (Forms 10-Q and 10-K)
    Rule
    Divide the purchases of property and equipment by the revenue that CoreWeave 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 215.0%; no if it is below 215.0%.
    If the source is late, revised or silent
    If CoreWeave 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
    CoreWeave's purchases of property and equipment as a share of revenue was 249.4% 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 202.4%, 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 72%.

    72%

    0 · no100 · yes

    The machinesClaude 63% · DeepSeek 74% · GPT 62%

    Claude: 63%DeepSeek: 74%GPT: 62%

    Your number

  2. CoreWeave, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 18%.

    On the Docket Pendingth007-t04Pre-specified

    Question
    Did the net cash from operating activities of CoreWeave for the quarter ended September 30, 2026 come to at or above 18.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of CoreWeave (Forms 10-Q and 10-K)
    Rule
    Divide the net cash from operating activities by the revenue that CoreWeave 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 CoreWeave 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
    CoreWeave's operating cash flow as a share of revenue was 26.4% 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 -20.7%, 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 70%.

    70%

    0 · no100 · yes

    The machinesClaude 73% · DeepSeek 80% · GPT 59%

    Claude: 73%DeepSeek: 80%GPT: 59%
    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 70% · Claude 73% · DeepSeek 80% · GPT 59%

      70%

    2. Above 25%Call 48% · Claude 80% · DeepSeek 85% · GPT 29%

      48%

    3. Above 32%Call 24% · Claude 35% · DeepSeek 30% · GPT 35%

      24%

    0 · no50100 · yes

    Your number

  3. CoreWeave, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 25%.

    On the Docket Pendingth007-t05Pre-specified

    Question
    Did the net cash from operating activities of CoreWeave for the quarter ended September 30, 2026 come to at or above 25.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of CoreWeave (Forms 10-Q and 10-K)
    Rule
    Divide the net cash from operating activities by the revenue that CoreWeave 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 25.0%; no if it is below 25.0%.
    If the source is late, revised or silent
    If CoreWeave 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
    CoreWeave's operating cash flow as a share of revenue was 26.4% 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 -20.7%, 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 dateEither answer fits the Call. Gives the yes answer 48%.

    48%

    0 · no100 · yes

    The machinesClaude 80% · DeepSeek 85% · GPT 29%

    Claude: 80%DeepSeek: 85%GPT: 29%

    Your number

  4. CoreWeave, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 32%.

    On the Docket Pendingth007-t06Pre-specified

    Question
    Did the net cash from operating activities of CoreWeave for the quarter ended September 30, 2026 come to at or above 32.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of CoreWeave (Forms 10-Q and 10-K)
    Rule
    Divide the net cash from operating activities by the revenue that CoreWeave 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 32.0%; no if it is below 32.0%.
    If the source is late, revised or silent
    If CoreWeave 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
    CoreWeave's operating cash flow as a share of revenue was 26.4% 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 -20.7%, 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 24%.

    24%

    0 · no100 · yes

    The machinesClaude 35% · DeepSeek 30% · GPT 35%

    Claude: 35%DeepSeek: 30%GPT: 35%

    Your number

  5. Oracle, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 95%.

    On the Docket Pendingth007-t02Pre-specified

    Question
    Did the net cash from operating activities of Oracle for the quarter ended November 30, 2026 come to at or above 95.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Oracle (Forms 10-Q and 10-K)
    Rule
    Divide the net cash from operating activities by the revenue that Oracle reports for the quarter ended November 30, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 95.0%; no if it is below 95.0%.
    If the source is late, revised or silent
    If Oracle has not filed by January 18, 2027, 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
    Oracle's operating cash flow as a share of revenue was 119.4% for the quarter ended August 31, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, for the quarter ended August 31, 2025, the same line read 54.5%, 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 68%.

    68%

    0 · no100 · yes

    The machinesClaude 22% · DeepSeek 2%

    Claude: 22%DeepSeek: 2%

    Your number

  6. Oracle, purchases of property and equipment as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 120%.

    On the Docket Pendingth007-t03Open question

    Specification pending

    The machinesClaude 22% · DeepSeek 60% · GPT 1%

    Claude: 22%DeepSeek: 60%GPT: 1%

    Your number

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.