{ "generatedAt": "2026-10-22T16:04:11Z", "url": "https://deepstack.ltd/theses/named-adopter-margin-stepup/", "disclaimer": "Analysis and opinion, not investment advice.", "id": "named-adopter-margin-stepup", "number": 105, "question": "Will at least three of MercadoLibre, Paycom, Salesforce and Lemonade report a fiscal 2026 operating margin at least 200 basis points above their fiscal 2025 level?", "dek": "Companies that publicly attribute cost savings to internal AI deployment convert those savings into visible, audited operating margin expansion of at least two points within one fiscal year.", "family": "T11", "subthesis": "T11.02", "sector": "AI.ADOPT", "subsectors": [ "AI.ADOPT.FIN", "AI.ADOPT.PROF", "AI.ADOPT.INDUS", "AI.ADOPT.LABOR" ], "relatedParts": [], "approvedAt": "2026-10-22T05:42:55Z", "sectorName": "AI Adoption, Productivity & Industry Transformation", "api": "https://deepstack.ltd/api/v1/theses/named-adopter-margin-stepup.json", "sides": [ { "id": "yes", "label": "Firms expand margins from AI", "summary": "Owned or deeply embedded AI tooling replaces support tickets, manual coding, claims handling and administrative review, so operating expense grows far slower than revenue at the specific firms making the AI efficiency claim. Audited fiscal 2026 income statements at named AI adopters show a step-change in operating margin, validating the firm-level version of the AI margin story.", "voices": [ { "name": "Kris", "entity": "https://deepstack.ltd/people/kris/", "claim": "Mercado Libre deploys AI to automate repetitive functions and amplify developer productivity. Human-written code becomes the exception for the 20,000 developers using AI tools. AI-powered search improves conversion and ad click-through rates. An AI…", "date": "2026-08-20", "url": "https://www.potentialmultibaggers.com/p/mercado-libre-1-1-5" }, { "name": "Kevin Gee", "entity": "https://deepstack.ltd/people/kevin-gee/", "claim": "As AI advances, Bending Spoons leverages its technological foundations and talent density to automate development work, improve product optimization, and enhance marketing and monetization. This allows the company to accomplish more with fewer…", "date": "2026-06-10", "url": "https://aletteraday.substack.com/p/letter-333-luca-ferrari-2026" }, { "name": "Oguz Erkan", "entity": "https://deepstack.ltd/people/oguz-erkan/", "claim": "AI-driven operating leverage in fintech", "date": "2026-02-22", "url": "https://www.capitalist-letters.com/p/klarna-time-to-be-a-contrarian" } ] }, { "id": "no", "label": "AI savings reinvested into growth, not margin, at these firms", "summary": "Firms that spend AI-driven efficiency gains on handling more customer problems rather than cutting headcount grow faster, so heavy AI adopters among these names end up hiring more, not less, across engineering and the functions AI was supposed to replace. Voice-based AI costs roughly as much per day as a human agent, limiting the automation savings available to flow into reported margin. Under this view, fewer than three of MercadoLibre, Paycom, Salesforce and Lemonade expand operating margin by 200 basis points in fiscal 2026.", "voices": [ { "name": "Kris", "entity": "https://deepstack.ltd/people/kris/", "claim": "Firms that spend an efficiency gain on tackling more customer problems rather than on cutting headcount grow faster, so heavy AI adopters end up hiring more, not less, across engineering and the functions AI was supposed to replace.", "date": "2026-07-06", "url": "https://www.potentialmultibaggers.com/p/the-mag7-comeback" }, { "name": "a16z New Media", "entity": null, "claim": "Voice-based AI costs roughly $92 per day, comparable to or slightly higher than human agent costs of $90 per day, making automation uneconomical in many cases. This differs from text-based AI like coding agents, which are orders of magnitude…", "date": "2026-05-08", "url": "https://www.a16z.news/p/charts-of-the-week-it-was-a-good" } ] } ], "tests": [ { "id": "th105-t01", "part": null, "thesis": 105, "slug": "named-adopter-margin-stepup", "when": "October 29, 2026", "whenLabel": "Oct 29, 2026", "date": "2026-10-29", "precision": "day", "event": "Mastercard, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 40%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "yes", "callExpectsBy": "Desk Editor (level A)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 62, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[0].date", "url": null }, "resolver": { "kind": "manual", "rule": "Divide the net cash from operating activities by the revenue that Mastercard 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 40.0%; no if it is below 40.0%.", "question": "Did the net cash from operating activities of Mastercard for the quarter ended September 30, 2026 come to at or above 40.0% of its revenue?", "source": { "label": "SEC EDGAR, XBRL company facts of Mastercard (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001141391.json" }, "ambiguity": "If Mastercard 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": "th105-ma-ocf-margin", "threshold": 40, "direction": "above", "unit": "%", "think": { "baseRate": "Mastercard's operating cash flow as a share of revenue was 40.7% 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 56.6%, 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-th105-t01", "storyUrl": "https://deepstack.ltd/theses/named-adopter-margin-stepup/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 80, "at": "2026-10-22T07:27:09Z" }, { "model": "deepseek-reasoner", "p": 88, "at": "2026-10-22T07:27:21Z" } ], "readers": null }, { "id": "th105-t02", "part": null, "thesis": 105, "slug": "named-adopter-margin-stepup", "when": "October 29, 2026", "whenLabel": "Oct 29, 2026", "date": "2026-10-29", "precision": "day", "event": "Mastercard, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 43%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "no", "callExpectsBy": "Desk Editor (level A)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 44, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[1].date", "url": null }, "resolver": { "kind": "manual", "rule": "Divide the net cash from operating activities by the revenue that Mastercard 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 43.0%; no if it is below 43.0%.", "question": "Did the net cash from operating activities of Mastercard for the quarter ended September 30, 2026 come to at or above 43.0% of its revenue?", "source": { "label": "SEC EDGAR, XBRL company facts of Mastercard (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001141391.json" }, "ambiguity": "If Mastercard 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": "th105-ma-ocf-margin", "threshold": 43, "direction": "above", "unit": "%", "think": { "baseRate": "Mastercard's operating cash flow as a share of revenue was 40.7% 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 56.6%, 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-th105-t02", "storyUrl": "https://deepstack.ltd/theses/named-adopter-margin-stepup/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 32, "at": "2026-10-22T07:27:26Z" }, { "model": "deepseek-reasoner", "p": 85, "at": "2026-10-22T07:27:59Z" } ], "readers": null }, { "id": "th105-t03", "part": null, "thesis": 105, "slug": "named-adopter-margin-stepup", "when": "October 29, 2026", "whenLabel": "Oct 29, 2026", "date": "2026-10-29", "precision": "day", "event": "Mastercard, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 46%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "no", "callExpectsBy": "Desk Editor (level A)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 28, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[2].date", "url": null }, "resolver": { "kind": "manual", "rule": "Divide the net cash from operating activities by the revenue that Mastercard 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 46.0%; no if it is below 46.0%.", "question": "Did the net cash from operating activities of Mastercard for the quarter ended September 30, 2026 come to at or above 46.0% of its revenue?", "source": { "label": "SEC EDGAR, XBRL company facts of Mastercard (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001141391.json" }, "ambiguity": "If Mastercard 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": "th105-ma-ocf-margin", "threshold": 46, "direction": "above", "unit": "%", "think": { "baseRate": "Mastercard's operating cash flow as a share of revenue was 40.7% 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 56.6%, 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-th105-t03", "storyUrl": "https://deepstack.ltd/theses/named-adopter-margin-stepup/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 43, "at": "2026-10-22T07:28:03Z" }, { "model": "deepseek-reasoner", "p": 38, "at": "2026-10-22T07:28:14Z" } ], "readers": null }, { "id": "th105-t04", "part": null, "thesis": 105, "slug": "named-adopter-margin-stepup", "when": "December 18, 2026", "whenLabel": "Dec 18, 2026", "date": "2026-12-18", "precision": "day", "event": "Paychex, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 26%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "yes", "callExpectsBy": "Desk Editor (level B)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 60, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[3].date", "url": null }, "resolver": { "kind": "manual", "rule": "Divide the net cash from operating activities by the revenue that Paychex 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 26.0%; no if it is below 26.0%.", "question": "Did the net cash from operating activities of Paychex for the quarter ended November 30, 2026 come to at or above 26.0% of its revenue?", "source": { "label": "SEC EDGAR, XBRL company facts of Paychex (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0000723531.json" }, "ambiguity": "If Paychex 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.", "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": "th105-payx-ocf-margin", "threshold": 26, "direction": "above", "unit": "%", "think": { "baseRate": "Paychex's operating cash flow as a share of revenue was 26.2% for the quarter ended August 31, 2026, by its filing on SEC EDGAR.", "outsideView": "A year earlier, for the quarter ended August 31, 2025, the same line read 48.1%, 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-th105-t04", "storyUrl": "https://deepstack.ltd/theses/named-adopter-margin-stepup/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 72, "at": "2026-10-22T07:28:19Z" }, { "model": "deepseek-reasoner", "p": 88, "at": "2026-10-22T07:28:40Z" } ], "readers": null }, { "id": "th105-t05", "part": null, "thesis": 105, "slug": "named-adopter-margin-stepup", "when": "December 18, 2026", "whenLabel": "Dec 18, 2026", "date": "2026-12-18", "precision": "day", "event": "Paychex, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 28.5%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "no", "callExpectsBy": "Desk Editor (level B)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 43, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[4].date", "url": null }, "resolver": { "kind": "manual", "rule": "Divide the net cash from operating activities by the revenue that Paychex 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 28.5%; no if it is below 28.5%.", "question": "Did the net cash from operating activities of Paychex for the quarter ended November 30, 2026 come to at or above 28.5% of its revenue?", "source": { "label": "SEC EDGAR, XBRL company facts of Paychex (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0000723531.json" }, "ambiguity": "If Paychex 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.", "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": "th105-payx-ocf-margin", "threshold": 28.5, "direction": "above", "unit": "%", "think": { "baseRate": "Paychex's operating cash flow as a share of revenue was 26.2% for the quarter ended August 31, 2026, by its filing on SEC EDGAR.", "outsideView": "A year earlier, for the quarter ended August 31, 2025, the same line read 48.1%, 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-th105-t05", "storyUrl": "https://deepstack.ltd/theses/named-adopter-margin-stepup/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 40, "at": "2026-10-22T07:28:45Z" }, { "model": "deepseek-reasoner", "p": 35, "at": "2026-10-22T07:29:31Z" } ], "readers": null }, { "id": "th105-t06", "part": null, "thesis": 105, "slug": "named-adopter-margin-stepup", "when": "December 18, 2026", "whenLabel": "Dec 18, 2026", "date": "2026-12-18", "precision": "day", "event": "Paychex, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 31%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "no", "callExpectsBy": "Desk Editor (level B)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 26, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[5].date", "url": null }, "resolver": { "kind": "manual", "rule": "Divide the net cash from operating activities by the revenue that Paychex 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 31.0%; no if it is below 31.0%.", "question": "Did the net cash from operating activities of Paychex for the quarter ended November 30, 2026 come to at or above 31.0% of its revenue?", "source": { "label": "SEC EDGAR, XBRL company facts of Paychex (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0000723531.json" }, "ambiguity": "If Paychex 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.", "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": "th105-payx-ocf-margin", "threshold": 31, "direction": "above", "unit": "%", "think": { "baseRate": "Paychex's operating cash flow as a share of revenue was 26.2% for the quarter ended August 31, 2026, by its filing on SEC EDGAR.", "outsideView": "A year earlier, for the quarter ended August 31, 2025, the same line read 48.1%, 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-th105-t06", "storyUrl": "https://deepstack.ltd/theses/named-adopter-margin-stepup/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 40, "at": "2026-10-22T07:29:36Z" }, { "model": "deepseek-reasoner", "p": 80, "at": "2026-10-22T07:30:14Z" } ], "readers": null } ] }