Thesis · AI Software, Applications & Agents

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?

Seat-priced vendors defensively convert to consumption/outcome pricing for agent products, confirming that seat economics no longer support growth.

6 dated tests · 0 resolved · next on

The tests More theses in AI Software, Applications & Agents

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

Agents displace seat-based SaaS

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.

The case for no

Vendors hold the per-seat line, consumption pricing stays a side option

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.

3 voices

Agents displace seat-based SaaS

  1. Arne Ulland

    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.

    Source

  2. Kevin

    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…

    Source

  3. Ruben Dominguez

    Automation shrinks the seat base

    Source

2 voices

Vendors hold the per-seat line, consumption pricing stays a side option

  1. Kris

    Platform layer captures the agent wave

    Source

  2. Tscsw

    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…

    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, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 58%.

    On the Docket Pendingth095-t04Pre-specified

    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
    SEC EDGAR, XBRL company facts of Palantir (Forms 10-Q and 10-K)
    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%.
    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 operating cash flow as a share of revenue was 62.8% 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 53.7%, 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 72%.

    72%

    0 · no100 · yes

    The machinesClaude 72% · DeepSeek 40%

    Claude: 72%DeepSeek: 40%
    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 58%Call 72% · Claude 72% · DeepSeek 40%

      72%

    2. Above 62%Call 50% · Claude 80% · DeepSeek 30%

      50%

    3. Above 65%Call 30% · Claude 48% · DeepSeek 12%

      30%

    0 · no50100 · yes

    Your number

  2. Palantir, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 62%.

    On the Docket Pendingth095-t05Pre-specified

    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
    SEC EDGAR, XBRL company facts of Palantir (Forms 10-Q and 10-K)
    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 62.0%; no if it is below 62.0%.
    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 operating cash flow as a share of revenue was 62.8% 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 53.7%, 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 50%.

    50%

    0 · no100 · yes

    The machinesClaude 80% · DeepSeek 30%

    Claude: 80%DeepSeek: 30%

    Your number

  3. Palantir, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 65%.

    On the Docket Pendingth095-t06Pre-specified

    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
    SEC EDGAR, XBRL company facts of Palantir (Forms 10-Q and 10-K)
    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 65.0%; no if it is below 65.0%.
    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 operating cash flow as a share of revenue was 62.8% 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 53.7%, 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 30%.

    30%

    0 · no100 · yes

    The machinesClaude 48% · DeepSeek 12%

    Claude: 48%DeepSeek: 12%

    Your number

  4. C3.ai, operating cash flow as a share of revenue, quarter ended October 31, 2026: whether it comes in at or above 0%.

    On the Docket Pendingth095-t01Pre-specified

    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
    SEC EDGAR, XBRL company facts of C3.ai (Forms 10-Q and 10-K)
    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 0.0%; no if it is below 0.0%.
    If the source is late, revised or silent
    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.
    Base rate
    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.
    Outside view
    A year earlier, for the quarter ended July 31, 2025, the same line read -47.7%, 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 58%.

    58%

    0 · no100 · yes

    The machinesClaude 61% · DeepSeek 27%

    Claude: 61%DeepSeek: 27%
    The ladder 3 rungs on one reading, Dec 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 0%Call 58% · Claude 61% · DeepSeek 27%

      58%

    2. Above 3.5%Call 42% · Claude 33% · DeepSeek 4%

      42%

    3. Above 7%Call 23% · Claude 33% · DeepSeek 12%

      23%

    0 · no50100 · yes

    Your number

  5. C3.ai, operating cash flow as a share of revenue, quarter ended October 31, 2026: whether it comes in at or above 3.5%.

    On the Docket Pendingth095-t02Pre-specified

    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
    SEC EDGAR, XBRL company facts of C3.ai (Forms 10-Q and 10-K)
    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 3.5%; no if it is below 3.5%.
    If the source is late, revised or silent
    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.
    Base rate
    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.
    Outside view
    A year earlier, for the quarter ended July 31, 2025, the same line read -47.7%, 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 42%.

    42%

    0 · no100 · yes

    The machinesClaude 33% · DeepSeek 4%

    Claude: 33%DeepSeek: 4%

    Your number

  6. C3.ai, operating cash flow as a share of revenue, quarter ended October 31, 2026: whether it comes in at or above 7%.

    On the Docket Pendingth095-t03Pre-specified

    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
    SEC EDGAR, XBRL company facts of C3.ai (Forms 10-Q and 10-K)
    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%.
    If the source is late, revised or silent
    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.
    Base rate
    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.
    Outside view
    A year earlier, for the quarter ended July 31, 2025, the same line read -47.7%, 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 23%.

    23%

    0 · no100 · yes

    The machinesClaude 33% · DeepSeek 12%

    Claude: 33%DeepSeek: 12%

    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.