{
  "generatedAt": "2026-10-22T15:15:11Z",
  "url": "https://deepstack.ltd/theses/consumption-pricing-shift-2027/",
  "disclaimer": "Analysis and opinion, not investment advice.",
  "id": "consumption-pricing-shift-2027",
  "number": 95,
  "question": "Will at least three of five major software vendors launch a consumption or outcome-based agent pricing model as a primary option by 2027-12-31?",
  "dek": "Seat-priced vendors defensively convert to consumption/outcome pricing for agent products, confirming that seat economics no longer support growth.",
  "family": "T09",
  "subthesis": "T09.01",
  "sector": "AI.APP",
  "subsectors": [
    "AI.APP.SAAS",
    "AI.APP.AGENT",
    "AI.APP.COPILOT",
    "AI.SEC.GOV"
  ],
  "relatedParts": [
    9
  ],
  "approvedAt": "2026-10-22T05:42:55Z",
  "sectorName": "AI Software, Applications & Agents",
  "api": "https://deepstack.ltd/api/v1/theses/consumption-pricing-shift-2027.json",
  "sides": [
    {
      "id": "yes",
      "label": "Agents displace seat-based SaaS",
      "summary": "Agents reduce the number of humans who need a license, so vendors must bill per task or per result to keep revenue coupled to value delivered. Pricing pages and earnings disclosures shift from per-seat to credits, per-conversation, or per-outcome billing as the headline agent SKU.",
      "voices": [
        {
          "name": "Arne Ulland",
          "entity": null,
          "claim": "Seat counts fall as work is automated and per-seat pricing falls as substitutes appear, hitting both terms of the revenue line; platform vendors with integrated ecosystems can escape by shifting to value-based pricing on AI capabilities.",
          "date": "2026-04-06",
          "url": "https://torghattencapital.substack.com/p/the-truth-is-in-the-numbers-bias"
        },
        {
          "name": "Kevin",
          "entity": "https://deepstack.ltd/people/kevin/",
          "claim": "When software pricing is tied to user seats and AI dramatically increases worker productivity, customers naturally reduce headcount. Since revenue is directly proportional to seat count, the revenue base contracts in line with workforce…",
          "date": "2026-03-20",
          "url": "https://www.100baggerhunting.com/p/is-ai-going-to-kill-your-favourite"
        },
        {
          "name": "Ruben Dominguez",
          "entity": "https://deepstack.ltd/people/ruben-dominguez/",
          "claim": "Automation shrinks the seat base",
          "date": "2025-11-06",
          "url": "https://www.thevccorner.com/p/the-100b-question-how-saas-giants"
        }
      ]
    },
    {
      "id": "no",
      "label": "Vendors hold the per-seat line, consumption pricing stays a side option",
      "summary": "AI agents require systems of record to operate through with guaranteed consistency, so platforms serving as governance layers for agents grow more entrenched and keep AI capability as a per-seat upsell tier. Regulated industries cannot accept anything short of full consistency from LLMs, which limits agent autonomy and the pressure to abandon per-seat pricing, so vendors sell AI without a general-availability consumption option as the primary model.",
      "voices": [
        {
          "name": "Kris",
          "entity": "https://deepstack.ltd/people/kris/",
          "claim": "Platform layer captures the agent wave",
          "date": "2026-04-21",
          "url": "https://www.potentialmultibaggers.com/p/my-servicenow-thesis"
        },
        {
          "name": "Tscsw",
          "entity": null,
          "claim": "Systems of action (AI agents) require systems of record (deterministic SaaS) to operate through with guaranteed consistency. Business processes built on 'if X then Y' cannot depend on 'if X then probably Y'. This architectural necessity makes…",
          "date": "2026-02-07",
          "url": "https://tscsw.substack.com/p/dont-short-saas"
        }
      ]
    }
  ],
  "tests": [
    {
      "id": "th095-t01",
      "part": null,
      "thesis": 95,
      "slug": "consumption-pricing-shift-2027",
      "when": "December 2, 2026",
      "whenLabel": "Dec 2, 2026",
      "date": "2026-12-02",
      "precision": "day",
      "event": "C3.ai, operating cash flow as a share of revenue, quarter ended October 31, 2026: whether it comes in at or above 0%.",
      "status": "pending",
      "resultId": null,
      "sameAs": null,
      "stage": "pre",
      "callExpects": "yes",
      "callExpectsBy": "Desk Editor (level A)",
      "callExpectsAt": "2026-10-22T08:14:29Z",
      "callProbability": 58,
      "callProbabilityAt": "2026-10-22T08:14:29Z",
      "callProbabilityHistory": [],
      "source": {
        "kind": "thesis",
        "ref": "tests[0].date",
        "url": null
      },
      "resolver": {
        "kind": "manual",
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        "question": "Did the net cash from operating activities of C3.ai for the quarter ended October 31, 2026 come to at or above 0.0% of its revenue?",
        "source": {
          "label": "SEC EDGAR, XBRL company facts of C3.ai (Forms 10-Q and 10-K)",
          "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001577526.json"
        },
        "ambiguity": "If C3.ai 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 A)"
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        ],
        "callExpects": "yes",
        "format": "ladder",
        "group": "th095-ai-ocf-margin",
        "threshold": 0,
        "direction": "above",
        "unit": "%",
        "think": {
          "baseRate": "C3.ai's operating cash flow as a share of revenue was 4.0% 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 -47.7%, 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."
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      "url": "https://deepstack.ltd/docket/#test-th095-t01",
      "storyUrl": "https://deepstack.ltd/theses/consumption-pricing-shift-2027/#tests",
      "resultUrl": null,
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    {
      "id": "th095-t02",
      "part": null,
      "thesis": 95,
      "slug": "consumption-pricing-shift-2027",
      "when": "December 2, 2026",
      "whenLabel": "Dec 2, 2026",
      "date": "2026-12-02",
      "precision": "day",
      "event": "C3.ai, operating cash flow as a share of revenue, quarter ended October 31, 2026: whether it comes in at or above 3.5%.",
      "status": "pending",
      "resultId": null,
      "sameAs": null,
      "stage": "pre",
      "callExpects": "no",
      "callExpectsBy": "Desk Editor (level A)",
      "callExpectsAt": "2026-10-22T08:14:29Z",
      "callProbability": 42,
      "callProbabilityAt": "2026-10-22T08:14:29Z",
      "callProbabilityHistory": [],
      "source": {
        "kind": "thesis",
        "ref": "tests[1].date",
        "url": null
      },
      "resolver": {
        "kind": "manual",
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        "question": "Did the net cash from operating activities of C3.ai for the quarter ended October 31, 2026 come to at or above 3.5% of its revenue?",
        "source": {
          "label": "SEC EDGAR, XBRL company facts of C3.ai (Forms 10-Q and 10-K)",
          "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001577526.json"
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        "ambiguity": "If C3.ai 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 A)"
          }
        ],
        "callExpects": "no",
        "format": "ladder",
        "group": "th095-ai-ocf-margin",
        "threshold": 3.5,
        "direction": "above",
        "unit": "%",
        "think": {
          "baseRate": "C3.ai's operating cash flow as a share of revenue was 4.0% 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 -47.7%, 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-th095-t02",
      "storyUrl": "https://deepstack.ltd/theses/consumption-pricing-shift-2027/#tests",
      "resultUrl": null,
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          "model": "claude-opus-5",
          "p": 33,
          "at": "2026-10-22T07:16:33Z"
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          "model": "deepseek-reasoner",
          "p": 4,
          "at": "2026-10-22T07:16:42Z"
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    },
    {
      "id": "th095-t03",
      "part": null,
      "thesis": 95,
      "slug": "consumption-pricing-shift-2027",
      "when": "December 2, 2026",
      "whenLabel": "Dec 2, 2026",
      "date": "2026-12-02",
      "precision": "day",
      "event": "C3.ai, operating cash flow as a share of revenue, quarter ended October 31, 2026: whether it comes in at or above 7%.",
      "status": "pending",
      "resultId": null,
      "sameAs": null,
      "stage": "pre",
      "callExpects": "no",
      "callExpectsBy": "Desk Editor (level A)",
      "callExpectsAt": "2026-10-22T08:14:29Z",
      "callProbability": 23,
      "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 C3.ai 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 7.0%; no if it is below 7.0%.",
        "question": "Did the net cash from operating activities of C3.ai for the quarter ended October 31, 2026 come to at or above 7.0% of its revenue?",
        "source": {
          "label": "SEC EDGAR, XBRL company facts of C3.ai (Forms 10-Q and 10-K)",
          "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001577526.json"
        },
        "ambiguity": "If C3.ai 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 A)"
          }
        ],
        "callExpects": "no",
        "format": "ladder",
        "group": "th095-ai-ocf-margin",
        "threshold": 7,
        "direction": "above",
        "unit": "%",
        "think": {
          "baseRate": "C3.ai's operating cash flow as a share of revenue was 4.0% 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 -47.7%, 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-th095-t03",
      "storyUrl": "https://deepstack.ltd/theses/consumption-pricing-shift-2027/#tests",
      "resultUrl": null,
      "machines": [
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          "model": "claude-opus-5",
          "p": 33,
          "at": "2026-10-22T07:16:50Z"
        },
        {
          "model": "deepseek-reasoner",
          "p": 12,
          "at": "2026-10-22T07:17:07Z"
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      ],
      "readers": null
    },
    {
      "id": "th095-t04",
      "part": null,
      "thesis": 95,
      "slug": "consumption-pricing-shift-2027",
      "when": "November 2, 2026",
      "whenLabel": "Nov 2, 2026",
      "date": "2026-11-02",
      "precision": "day",
      "event": "Palantir, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 58%.",
      "status": "pending",
      "resultId": null,
      "sameAs": null,
      "stage": "pre",
      "callExpects": "yes",
      "callExpectsBy": "Desk Editor (level A)",
      "callExpectsAt": "2026-10-22T08:14:29Z",
      "callProbability": 72,
      "callProbabilityAt": "2026-10-22T08:14:29Z",
      "callProbabilityHistory": [],
      "source": {
        "kind": "thesis",
        "ref": "tests[3].date",
        "url": null
      },
      "resolver": {
        "kind": "earnings",
        "symbol": "PLTR",
        "rule": "Divide the net cash from operating activities 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 58.0%; no if it is below 58.0%.",
        "question": "Did the net cash from operating activities of Palantir for the quarter ended September 30, 2026 come to at or above 58.0% 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.",
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          }
        ],
        "callExpects": "yes",
        "format": "ladder",
        "group": "th095-pltr-ocf-margin",
        "threshold": 58,
        "direction": "above",
        "unit": "%",
        "think": {
          "baseRate": "Palantir's operating cash flow as a share of revenue was 62.8% 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 53.7%, 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-th095-t04",
      "storyUrl": "https://deepstack.ltd/theses/consumption-pricing-shift-2027/#tests",
      "resultUrl": null,
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          "model": "deepseek-reasoner",
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    {
      "id": "th095-t05",
      "part": null,
      "thesis": 95,
      "slug": "consumption-pricing-shift-2027",
      "when": "November 2, 2026",
      "whenLabel": "Nov 2, 2026",
      "date": "2026-11-02",
      "precision": "day",
      "event": "Palantir, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 62%.",
      "status": "pending",
      "resultId": null,
      "sameAs": null,
      "stage": "pre",
      "callExpects": "either",
      "callExpectsBy": "Desk Editor (level A)",
      "callExpectsAt": "2026-10-22T08:14:29Z",
      "callProbability": 50,
      "callProbabilityAt": "2026-10-22T08:14:29Z",
      "callProbabilityHistory": [],
      "source": {
        "kind": "thesis",
        "ref": "tests[4].date",
        "url": null
      },
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        "symbol": "PLTR",
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        "question": "Did the net cash from operating activities of Palantir for the quarter ended September 30, 2026 come to at or above 62.0% of its revenue?",
        "source": {
          "label": "SEC EDGAR, XBRL company facts of Palantir (Forms 10-Q and 10-K)",
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            "version": 1,
            "date": "2026-10-22",
            "reason": "First specification.",
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          "baseRate": "Palantir's operating cash flow as a share of revenue was 62.8% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.",
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          "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading."
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      "url": "https://deepstack.ltd/docket/#test-th095-t05",
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    {
      "id": "th095-t06",
      "part": null,
      "thesis": 95,
      "slug": "consumption-pricing-shift-2027",
      "when": "November 2, 2026",
      "whenLabel": "Nov 2, 2026",
      "date": "2026-11-02",
      "precision": "day",
      "event": "Palantir, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 65%.",
      "status": "pending",
      "resultId": null,
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      "callExpectsBy": "Desk Editor (level A)",
      "callExpectsAt": "2026-10-22T08:14:29Z",
      "callProbability": 30,
      "callProbabilityAt": "2026-10-22T08:14:29Z",
      "callProbabilityHistory": [],
      "source": {
        "kind": "thesis",
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        "url": null
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      "resolver": {
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        "question": "Did the net cash from operating activities of Palantir for the quarter ended September 30, 2026 come to at or above 65.0% of its revenue?",
        "source": {
          "label": "SEC EDGAR, XBRL company facts of Palantir (Forms 10-Q and 10-K)",
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        "unit": "%",
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          "baseRate": "Palantir's operating cash flow as a share of revenue was 62.8% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.",
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          "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading."
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      "url": "https://deepstack.ltd/docket/#test-th095-t06",
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