Thesis · Foundation Models & AI Intelligence

Will a major foundation model provider publicly disclose model/inference gross margin above 60% in a filing or audited disclosure before 2027-12-31?

Despite price competition, some argue frontier providers retain pricing power above serving cost; others expect commoditization, and the question is whether a provider discloses inference gross margin above 60% before 2027-12-31.

7 dated tests · 0 resolved · next on

The tests More theses in Foundation Models & AI Intelligence

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

Pricing power holds above cost

Differentiated frontier capability plus distribution can let providers price above their cost floor rather than at it, especially where customers lack cheap substitutes for top-tier performance. If a frontier lab retains enough pricing power, it could disclose model or inference gross margin above 60% in a filing or audited disclosure before 2027-12-31, contradicting the claim that prices fall toward cost of service. No voice has yet staked out this disclosure claim directly, so the side rests on the general logic of differentiation sustaining margin.

The case for no

Margins stay below the floor

Near-frontier Chinese open-source models offer most of the value at a fraction of the price, pressuring incumbents to cut prices and delaying cash-flow breakeven. Inference pricing has declined sharply and no provider maintains market dominance for long, pushing companies to integrate into applications rather than rely on the model layer alone to escape commodity economics. When capability is broadly available and cheap, competitive pricing pushes gains through to buyers rather than owners, so disclosed foundation-model gross margins come in below the 60% threshold the question asks about.

1 voice

Pricing power holds above cost

  1. Miqdad Jaffer

    In SaaS, marginal costs approach zero once the product is built, so overpaying for acquisition was acceptable because unit economics improved at scale. In AI, every query has a price tag that often gets worse as the company grows. A free tier that…

    Source

5 voices

Margins stay below the floor

  1. Prof G Markets

    Cheap Chinese open-weight models force price cuts that break OpenAI's revenue math

    Source

  2. Scott Galloway

    When capability is broadly available and cheap, competitive pricing pushes the gains through to buyers, as happened with jet transportation, vaccines and the PC, instead of accruing to owners as in search, social and e-commerce.

    Source

  3. Tscsw

    As inference pricing declines 50-200x annually and no provider maintains market dominance beyond 18 months, companies like Anthropic must integrate into applications like Claude Cowork to escape commodity economics. The model layer alone cannot…

    Source

  4. Ruben Dominguez

    When a technically competitive product can be built for a fraction of the cost, competitors using high-cost training approaches face pressure to reduce prices or innovate further. The emergence of DeepSeek R1 signals to the market that expensive…

    Source

  5. Steve Eisman

    If competitors can deliver comparable AI capabilities at much lower cost, the market for AI services becomes price-competitive rather than feature-competitive. This makes the previous spending spree on capability development appear wasteful because…

    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. Palantir, gross margin, quarter ended September 30, 2026: whether it comes in at or above 83.5%.

    On the Docket Pendingth132-t02Pre-specified

    Question
    Did the gross profit of Palantir for the quarter ended September 30, 2026 come to at or above 83.5% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Palantir (Forms 10-Q and 10-K)
    Rule
    Divide the gross profit by the revenue that Palantir 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 83.5%; no if it is below 83.5%.
    If the source is late, revised or silent
    If Palantir 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
    Palantir's gross margin was 84.7% 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 80.8%, 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 74%.

    74%

    0 · no100 · yes

    The machinesClaude 80% · DeepSeek 36%

    Claude: 80%DeepSeek: 36%
    The ladder 3 rungs on one reading, Nov 2, 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 83.5%Call 74% · Claude 80% · DeepSeek 36%

      74%

    2. Above 85.5%Call 41% · Claude 60% · DeepSeek 8%

      41%

    3. Above 87%Call 19% · Claude 35% · DeepSeek 4%

      19%

    0 · no50100 · yes

    Your number

  2. Palantir, gross margin, quarter ended September 30, 2026: whether it comes in at or above 85.5%.

    On the Docket Pendingth132-t03Pre-specified

    Question
    Did the gross profit of Palantir for the quarter ended September 30, 2026 come to at or above 85.5% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Palantir (Forms 10-Q and 10-K)
    Rule
    Divide the gross profit by the revenue that Palantir 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 85.5%; no if it is below 85.5%.
    If the source is late, revised or silent
    If Palantir 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
    Palantir's gross margin was 84.7% 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 80.8%, 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 41%.

    41%

    0 · no100 · yes

    The machinesClaude 60% · DeepSeek 8%

    Claude: 60%DeepSeek: 8%

    Your number

  3. Palantir, gross margin, quarter ended September 30, 2026: whether it comes in at or above 87%.

    On the Docket Pendingth132-t04Pre-specified

    Question
    Did the gross profit of Palantir for the quarter ended September 30, 2026 come to at or above 87.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Palantir (Forms 10-Q and 10-K)
    Rule
    Divide the gross profit by the revenue that Palantir 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 87.0%; no if it is below 87.0%.
    If the source is late, revised or silent
    If Palantir 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
    Palantir's gross margin was 84.7% 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 80.8%, 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 19%.

    19%

    0 · no100 · yes

    The machinesClaude 35% · DeepSeek 4%

    Claude: 35%DeepSeek: 4%

    Your number

  4. Palo Alto Networks, gross margin, quarter ended October 31, 2026: whether it comes in at or above 67%.

    On the Docket Pendingth132-t05Pre-specified

    Question
    Did the gross profit of Palo Alto Networks for the quarter ended October 31, 2026 come to at or above 67.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Palo Alto Networks (Forms 10-Q and 10-K)
    Rule
    Divide the gross profit by the revenue that Palo Alto Networks reports for the quarter ended October 31, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 67.0%; no if it is below 67.0%.
    If the source is late, revised or silent
    If Palo Alto Networks has not filed by December 17, 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
    Palo Alto Networks's gross margin was 67.6% for the quarter ended July 31, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, for the quarter ended July 31, 2025, the same line read 73.2%, 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 62%.

    62%

    0 · no100 · yes

    The machinesClaude 92% · DeepSeek 92%

    Claude: 92%DeepSeek: 92%
    The ladder 3 rungs on one reading, Nov 18, 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 67%Call 62% · Claude 92% · DeepSeek 92%

      62%

    2. Above 68.5%Call 44% · Claude 88% · DeepSeek 90%

      44%

    3. Above 70%Call 27% · Claude 92% · DeepSeek 89%

      27%

    0 · no50100 · yes

    Your number

  5. Palo Alto Networks, gross margin, quarter ended October 31, 2026: whether it comes in at or above 68.5%.

    On the Docket Pendingth132-t06Pre-specified

    Question
    Did the gross profit of Palo Alto Networks for the quarter ended October 31, 2026 come to at or above 68.5% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Palo Alto Networks (Forms 10-Q and 10-K)
    Rule
    Divide the gross profit by the revenue that Palo Alto Networks reports for the quarter ended October 31, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 68.5%; no if it is below 68.5%.
    If the source is late, revised or silent
    If Palo Alto Networks has not filed by December 17, 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
    Palo Alto Networks's gross margin was 67.6% for the quarter ended July 31, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, for the quarter ended July 31, 2025, the same line read 73.2%, 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 44%.

    44%

    0 · no100 · yes

    The machinesClaude 88% · DeepSeek 90%

    Claude: 88%DeepSeek: 90%

    Your number

  6. Palo Alto Networks, gross margin, quarter ended October 31, 2026: whether it comes in at or above 70%.

    On the Docket Pendingth132-t07Pre-specified

    Question
    Did the gross profit of Palo Alto Networks for the quarter ended October 31, 2026 come to at or above 70.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Palo Alto Networks (Forms 10-Q and 10-K)
    Rule
    Divide the gross profit by the revenue that Palo Alto Networks reports for the quarter ended October 31, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 70.0%; no if it is below 70.0%.
    If the source is late, revised or silent
    If Palo Alto Networks has not filed by December 17, 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
    Palo Alto Networks's gross margin was 67.6% for the quarter ended July 31, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, for the quarter ended July 31, 2025, the same line read 73.2%, 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 27%.

    27%

    0 · no100 · yes

    The machinesClaude 92% · DeepSeek 89%

    Claude: 92%DeepSeek: 89%

    Your number

  7. C3.ai, gross margin, quarter ended October 31, 2026: whether it comes in at or above 30%.

    On the Docket Pendingth132-t01Open question

    Specification pending

    The machinesClaude 96% · DeepSeek 94%

    Claude: 96%DeepSeek: 94%

    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.