{ "generatedAt": "2026-10-22T15:15:11Z", "url": "https://deepstack.ltd/theses/model-gross-margin-floor/", "disclaimer": "Analysis and opinion, not investment advice.", "id": "model-gross-margin-floor", "number": 132, "question": "Will a major foundation model provider publicly disclose model/inference gross margin above 60% in a filing or audited disclosure before 2027-12-31?", "dek": "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.", "family": "T16", "subthesis": "T16.02", "sector": "AI.MODEL", "subsectors": [ "AI.MODEL.ECON", "AI.MODEL.FRONTIER", "AI.MODEL.OPEN", "AI.APP.CONSUMER" ], "relatedParts": [ 12 ], "approvedAt": "2026-10-22T05:42:55Z", "sectorName": "Foundation Models & AI Intelligence", "api": "https://deepstack.ltd/api/v1/theses/model-gross-margin-floor.json", "sides": [ { "id": "yes", "label": "Pricing power holds above cost", "summary": "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.", "voices": [ { "name": "Miqdad Jaffer", "entity": null, "claim": "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…", "date": "2025-09-11", "url": "https://www.thevccorner.com/p/openai-ai-distribution-strategy" } ] }, { "id": "no", "label": "Margins stay below the floor", "summary": "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.", "voices": [ { "name": "Prof G Markets", "entity": "https://deepstack.ltd/people/prof-g-markets/", "claim": "Cheap Chinese open-weight models force price cuts that break OpenAI's revenue math", "date": "2026-07-20", "url": "https://www.profgmedia.com/p/openai-had-another-terrible-week" }, { "name": "Scott Galloway", "entity": "https://deepstack.ltd/people/scott-galloway/", "claim": "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.", "date": "2026-07-17", "url": "https://www.profgmedia.com/p/1999ai" }, { "name": "Tscsw", "entity": null, "claim": "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…", "date": "2026-02-07", "url": "https://tscsw.substack.com/p/dont-short-saas" }, { "name": "Ruben Dominguez", "entity": "https://deepstack.ltd/people/ruben-dominguez/", "claim": "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…", "date": "2025-01-29", "url": "https://www.thevccorner.com/p/deepseek-r1-the-ai-disruption-no" }, { "name": "Steve Eisman", "entity": "https://deepstack.ltd/people/steve-eisman/", "claim": "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…", "date": "2026-07-24", "url": "https://realeismanplaybook.substack.com/p/googles-negative-cash-flow-and-the" } ] } ], "tests": [ { "id": "th132-t01", "part": null, "thesis": 132, "slug": "model-gross-margin-floor", "when": "December 2, 2026", "whenLabel": "Dec 2, 2026", "date": "2026-12-02", "precision": "day", "event": "C3.ai, gross margin, quarter ended October 31, 2026: whether it comes in at or above 30%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "open", "callExpects": null, "callExpectsBy": null, "callExpectsAt": null, "callProbability": null, "callProbabilityAt": null, "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[0].date", "url": null }, "resolver": { "kind": "manual", "rule": "", "question": "", "source": null, "ambiguity": "", "specState": "pending" }, "url": "https://deepstack.ltd/docket/#test-th132-t01", "storyUrl": "https://deepstack.ltd/theses/model-gross-margin-floor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 96, "at": "2026-10-22T08:08:46Z" }, { "model": "deepseek-reasoner", "p": 94, "at": "2026-10-22T08:08:51Z" } ], "readers": null }, { "id": "th132-t02", "part": null, "thesis": 132, "slug": "model-gross-margin-floor", "when": "November 2, 2026", "whenLabel": "Nov 2, 2026", "date": "2026-11-02", "precision": "day", "event": "Palantir, gross margin, quarter ended September 30, 2026: whether it comes in at or above 83.5%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "yes", "callExpectsBy": "Desk Editor (level A)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 74, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[1].date", "url": null }, "resolver": { "kind": "earnings", "symbol": "PLTR", "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%.", "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": { "label": "SEC EDGAR, XBRL company facts of Palantir (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001321655.json" }, "ambiguity": "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.", "specState": "approved", "specVersion": 1, "specUpdatedOn": "2026-10-22", "specHistory": [ { "version": 1, "date": "2026-10-22", "reason": "First specification.", "by": "Desk Editor (level A)" } ], "callExpects": "yes", "format": "ladder", "group": "th132-pltr-gross-margin", "threshold": 83.5, "direction": "above", "unit": "%", "think": { "baseRate": "Palantir's gross margin was 84.7% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.", "outsideView": "A year earlier, for the quarter ended June 30, 2025, the same line read 80.8%, so the rungs sit on the last print.", "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading." } }, "url": "https://deepstack.ltd/docket/#test-th132-t02", "storyUrl": "https://deepstack.ltd/theses/model-gross-margin-floor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 80, "at": "2026-10-22T08:08:56Z" }, { "model": "deepseek-reasoner", "p": 36, "at": "2026-10-22T08:09:33Z" } ], "readers": null }, { "id": "th132-t03", "part": null, "thesis": 132, "slug": "model-gross-margin-floor", "when": "November 2, 2026", "whenLabel": "Nov 2, 2026", "date": "2026-11-02", "precision": "day", "event": "Palantir, gross margin, quarter ended September 30, 2026: whether it comes in at or above 85.5%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "no", "callExpectsBy": "Desk Editor (level A)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 41, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[2].date", "url": null }, "resolver": { "kind": "earnings", "symbol": "PLTR", "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%.", "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": { "label": "SEC EDGAR, XBRL company facts of Palantir (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001321655.json" }, "ambiguity": "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.", "specState": "approved", "specVersion": 1, "specUpdatedOn": "2026-10-22", "specHistory": [ { "version": 1, "date": "2026-10-22", "reason": "First specification.", "by": "Desk Editor (level A)" } ], "callExpects": "no", "format": "ladder", "group": "th132-pltr-gross-margin", "threshold": 85.5, "direction": "above", "unit": "%", "think": { "baseRate": "Palantir's gross margin was 84.7% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.", "outsideView": "A year earlier, for the quarter ended June 30, 2025, the same line read 80.8%, so the rungs sit on the last print.", "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading." } }, "url": "https://deepstack.ltd/docket/#test-th132-t03", "storyUrl": "https://deepstack.ltd/theses/model-gross-margin-floor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 60, "at": "2026-10-22T08:09:38Z" }, { "model": "deepseek-reasoner", "p": 8, "at": "2026-10-22T08:09:49Z" } ], "readers": null }, { "id": "th132-t04", "part": null, "thesis": 132, "slug": "model-gross-margin-floor", "when": "November 2, 2026", "whenLabel": "Nov 2, 2026", "date": "2026-11-02", "precision": "day", "event": "Palantir, gross margin, quarter ended September 30, 2026: whether it comes in at or above 87%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "no", "callExpectsBy": "Desk Editor (level A)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 19, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[3].date", "url": null }, "resolver": { "kind": "earnings", "symbol": "PLTR", "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%.", "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": { "label": "SEC EDGAR, XBRL company facts of Palantir (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001321655.json" }, "ambiguity": "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.", "specState": "approved", "specVersion": 1, "specUpdatedOn": "2026-10-22", "specHistory": [ { "version": 1, "date": "2026-10-22", "reason": "First specification.", "by": "Desk Editor (level A)" } ], "callExpects": "no", "format": "ladder", "group": "th132-pltr-gross-margin", "threshold": 87, "direction": "above", "unit": "%", "think": { "baseRate": "Palantir's gross margin was 84.7% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.", "outsideView": "A year earlier, for the quarter ended June 30, 2025, the same line read 80.8%, so the rungs sit on the last print.", "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading." } }, "url": "https://deepstack.ltd/docket/#test-th132-t04", "storyUrl": "https://deepstack.ltd/theses/model-gross-margin-floor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 35, "at": "2026-10-22T08:09:53Z" }, { "model": "deepseek-reasoner", "p": 4, "at": "2026-10-22T08:10:01Z" } ], "readers": null }, { "id": "th132-t05", "part": null, "thesis": 132, "slug": "model-gross-margin-floor", "when": "November 18, 2026", "whenLabel": "Nov 18, 2026", "date": "2026-11-18", "precision": "day", "event": "Palo Alto Networks, gross margin, quarter ended October 31, 2026: whether it comes in at or above 67%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "yes", "callExpectsBy": "Desk Editor (level B)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 62, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[4].date", "url": null }, "resolver": { "kind": "manual", "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%.", "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": { "label": "SEC EDGAR, XBRL company facts of Palo Alto Networks (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001327567.json" }, "ambiguity": "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.", "specState": "approved", "specVersion": 1, "specUpdatedOn": "2026-10-22", "specHistory": [ { "version": 1, "date": "2026-10-22", "reason": "First specification.", "by": "Desk Editor (level B)" } ], "callExpects": "yes", "format": "ladder", "group": "th132-panw-gross-margin", "threshold": 67, "direction": "above", "unit": "%", "think": { "baseRate": "Palo Alto Networks's gross margin was 67.6% for the quarter ended July 31, 2026, by its filing on SEC EDGAR.", "outsideView": "A year earlier, for the quarter ended July 31, 2025, the same line read 73.2%, so the rungs sit on the last print.", "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading." } }, "url": "https://deepstack.ltd/docket/#test-th132-t05", "storyUrl": "https://deepstack.ltd/theses/model-gross-margin-floor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 92, "at": "2026-10-22T08:10:17Z" }, { "model": "deepseek-reasoner", "p": 92, "at": "2026-10-22T08:10:25Z" } ], "readers": null }, { "id": "th132-t06", "part": null, "thesis": 132, "slug": "model-gross-margin-floor", "when": "November 18, 2026", "whenLabel": "Nov 18, 2026", "date": "2026-11-18", "precision": "day", "event": "Palo Alto Networks, gross margin, quarter ended October 31, 2026: whether it comes in at or above 68.5%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "no", "callExpectsBy": "Desk Editor (level B)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 44, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[5].date", "url": null }, "resolver": { "kind": "manual", "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%.", "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": { "label": "SEC EDGAR, XBRL company facts of Palo Alto Networks (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001327567.json" }, "ambiguity": "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.", "specState": "approved", "specVersion": 1, "specUpdatedOn": "2026-10-22", "specHistory": [ { "version": 1, "date": "2026-10-22", "reason": "First specification.", "by": "Desk Editor (level B)" } ], "callExpects": "no", "format": "ladder", "group": "th132-panw-gross-margin", "threshold": 68.5, "direction": "above", "unit": "%", "think": { "baseRate": "Palo Alto Networks's gross margin was 67.6% for the quarter ended July 31, 2026, by its filing on SEC EDGAR.", "outsideView": "A year earlier, for the quarter ended July 31, 2025, the same line read 73.2%, so the rungs sit on the last print.", "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading." } }, "url": "https://deepstack.ltd/docket/#test-th132-t06", "storyUrl": "https://deepstack.ltd/theses/model-gross-margin-floor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 88, "at": "2026-10-22T08:10:30Z" }, { "model": "deepseek-reasoner", "p": 90, "at": "2026-10-22T08:10:53Z" } ], "readers": null }, { "id": "th132-t07", "part": null, "thesis": 132, "slug": "model-gross-margin-floor", "when": "November 18, 2026", "whenLabel": "Nov 18, 2026", "date": "2026-11-18", "precision": "day", "event": "Palo Alto Networks, gross margin, quarter ended October 31, 2026: whether it comes in at or above 70%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "no", "callExpectsBy": "Desk Editor (level B)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 27, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[6].date", "url": null }, "resolver": { "kind": "manual", "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%.", "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": { "label": "SEC EDGAR, XBRL company facts of Palo Alto Networks (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001327567.json" }, "ambiguity": "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.", "specState": "approved", "specVersion": 1, "specUpdatedOn": "2026-10-22", "specHistory": [ { "version": 1, "date": "2026-10-22", "reason": "First specification.", "by": "Desk Editor (level B)" } ], "callExpects": "no", "format": "ladder", "group": "th132-panw-gross-margin", "threshold": 70, "direction": "above", "unit": "%", "think": { "baseRate": "Palo Alto Networks's gross margin was 67.6% for the quarter ended July 31, 2026, by its filing on SEC EDGAR.", "outsideView": "A year earlier, for the quarter ended July 31, 2025, the same line read 73.2%, so the rungs sit on the last print.", "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading." } }, "url": "https://deepstack.ltd/docket/#test-th132-t07", "storyUrl": "https://deepstack.ltd/theses/model-gross-margin-floor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 92, "at": "2026-10-22T08:10:57Z" }, { "model": "deepseek-reasoner", "p": 89, "at": "2026-10-22T08:11:25Z" } ], "readers": null } ] }