“I’m going to be as blunt as possible: every bit of AI demand — and barely $65 billion of it existed in 2025 — that exists only exists due to subsidies, and if these companies were to charge a sustainable rate, said demand would evaporate.”
Our reading:
Every bit of AI demand, barely $65 billion of it in 2025, exists only because of subsidies, and if AI companies charged a sustainable rate that demand would evaporate.
Assessment: Unresolved
What happened
Does the evidence support the cause?
Outcome: Unresolved
We checked, and the evidence so far doesn’t settle it.
Judged on a plain reading. They named no measure, so we used the reading a typical informed reader would take. It is spelled out under “How we judged it”.
Evidence up to . Checked .
Why
Menlo Ventures' December 9, 2025 announcement estimated 2025 enterprise generative AI spending at $37 billion, including $19 billion for applications [e4]. This enterprise estimate does not establish a comparable total for all paid generative AI demand in 2025 [e4]. It supplies no matched prices, recurring costs and customer responses showing whether demand disappears or persists at fully cost-covering prices [e4]. Neither the $65 billion figure nor the claim of universal subsidy dependence is settled by this evidence [e4].
Caveats
- The evidence covers enterprise spending, not the complete market asserted in the claim.
- The estimate was published before year-end and is not an audited final-year total.
- The claim supplies no accounting or aggregation basis for the $65 billion figure.
- The evidence does not measure fully allocated recurring costs or demand responses to cost-covering prices.
Evidence (1 item)
Context only: Menlo Ventures, distributed by GlobeNewswire,
$19 billion
Why it matters: The study separates application spending from infrastructure and estimates enterprise spending using survey and market data. Its narrower market and absence of supplier-cost measurements prevent it from settling either the aggregate $65 billion assertion or universal subsidy dependence.
- Publisher
- Menlo Ventures, distributed by GlobeNewswire
- Kind of source
- Company disclosure: the company describing itself, not an independent finding
- Measures
- Enterprise generative AI application providers, industry subset, Estimated annual enterprise spending on AI applications, USD billions, estimate, 2025-01-01 to 2025-12-31
- About events on
- Published
How we judged it
- Kind of claim
- Causal claim
- Deadline
- None given. We don’t add one.
Conditions
- if these companies were to charge a sustainable rate (their words)
Where we had to interpret
- In this discussion of model subscriptions and applications, AI demand means paid demand for generative AI services. Including all semiconductor sales or established advertising systems would stretch the context.
- The monetary component concerns realized 2025 customer spending or provider revenue, with a consistent boundary that avoids counting the same spending repeatedly through suppliers.
- The causal assertion concerns demand existing at publication. The target interval includes 2025 and the period through March 31, 2026.
- Subsidies means outside funding or cross-subsidies allowing prices below the full recurring cost of sustaining the service.
- Evaporate means commercially meaningful demand would disappear at cost-covering prices, not merely grow more slowly.
- The conditional phrase is assessed as a causal counterfactual. It is not converted into a dated forecast or treated as an observed industry-wide price increase.
- Barely is approximate; I do not invent a numerical tolerance. The quotation identifies no accounting or aggregation basis.
Right if: Comparable evidence establishes the approximate 2025 market size and demonstrates that all commercially meaningful demand depends on below-cost pricing and disappears when full recurring costs are charged.
Wrong if: A consistently measured 2025 market size clearly conflicts with the stated magnitude, or credible observed demand persists at demonstrably fully cost-covering prices for a meaningful service within the claimed market.
We wrote this test after the outcome was known.
What would settle it
A consistently bounded total of realized 2025 spending or revenue that avoids supplier-chain double counting, plus studies matching prices, full recurring costs and customer responses. Universal subsidy dependence requires evidence that commercially meaningful demand disappears at cost-covering prices. Meaningful demand persisting at verified cost-covering prices would contradict that assertion.
We found 54 claims in this post. See them all.
Full record
Source and dates
Where's Your Ed At, The Subprime AI Crisis Is Here, paragraph 179.
- Said
- We read the source
- live page, full text, public
- Evidence up to
- Checked
We read this wording on 2026-10-28. The post may have been edited after 2026-03-31.
Where it was said (1)
Said once in the posts we read.
: Where's Your Ed At, The Subprime AI Crisis Is Here
I’m going to be as blunt as possible: every bit of AI demand — and barely $65 billion of it existed in 2025 — that exists only exists due to subsidies, and if these companies were to charge a sustainable rate, said demand would evaporate.
- Where
- paragraph 179
- Published
- 2026-03-31
- We read it
- , live page
- Access
- full text, public
History
Versions
- Current: Unresolved. Evidence up to 2026-10-28.
What happened to this record
PublishedBy us
Published after both AI reviews and the final check passed.
Held backBy us
The final check failed: the write-up said more than the evidence showed.