“At some point, the cost of doing business with Anthropic and OpenAI will kill AI startups, as there is no point at which any of them become sustainable, which will in turn kill the revenue from selling access to their models.”
Our reading, the sentence that was checked:
At some point the cost of doing business with Anthropic and OpenAI will kill AI startups, because none of them ever become sustainable, and this will in turn kill the labs' revenue from selling access to their models.
Assessment: Unresolved No deadline stated on 2026-10-29 Evidence as of
Where and when Ed Zitron wrote it
Where's Your Ed At, The Subprime AI Crisis Is Here, paragraph 85.
- Said
- Source observed
- live page, full text, public
- Evidence as of
- the cutoff for this assessment
- Assessment recorded
- assessment wyea-the-subprime-ai-crisis-is-here-9c939c-a1
We recorded 43 claims from this post. See every claim from this post.
The wording above is the version this site observed on 2026-10-28. The source may have been edited after 2026-03-31. This page does not claim the wording was captured then.
What the claim commits to
- Kind
- Forecast
- Deadline, as the speaker wrote it
- “at some point”
- Deadline state when assessed
- No deadline stated
- Deadline state on 2026-10-29
- No deadline stated (the release’s reference date)
From the speaker
- At some point
- the cost of doing business with Anthropic and OpenAI will kill AI startups
- no point at which any of them become sustainable
- in turn kill the revenue from selling access to their models
Our interpretation
- The context identifies AI application startups dependent on these companies' paid models, rather than every company using AI.
- The ordinary reading predicts broad business failure caused by model costs, followed by collapse of the associated model-access revenue at both labs.
- Sustainable means an ongoing business able to cover its costs, including model costs, without continual funding of operating losses. Positive gross margin alone is insufficient.
- The predicted causal sequence is part of the forecast, not a separate conditional antecedent.
- No financial accounting basis is stated. The contract therefore records it as unknown rather than imposing GAAP or a press-estimate basis.
Counts as supported if: Records establish broad failure of the relevant startups because of model-access costs, followed by collapse of the labs' associated model-access revenue attributable to those failures.
Counts as contradicted if: Verified durable sustainability of an in-scope model-dependent startup would refute the universal assertion that none can become sustainable. Temporary revenue growth or positive gross margins alone would not settle the forecast.
Retrospective: these criteria were written after the outcome was public.
Current assessment
Did the forecast come true?
Outcome: Unresolved
The record was checked, and the evidence available by the cutoff does not settle it.
Scored on a plain reading. The speaker named no measure for this claim, so it was judged on the reading an informed reader would take, stated below under our interpretation. Both reviews had to find that reading fair.
- Evidence as of
- Deadline state when assessed
- No deadline stated
- Assessment recorded
- Policy version
- 2026-10-28.7
Rationale
The retrieved evidence shows that model costs can prompt startups to change suppliers or develop their own models. Harvey's reported gross-margin recovery is relevant counterevidence to inevitable failure, but does not prove durable profitability. No evidence found establishes the full sequence of broad cost-driven failures and collapse of the associated revenue at both labs. The forecast has no deadline.
Limitations
- The Harvey evidence is secondary reporting based on unnamed sources.
- The claim's undefined financial basis prevents a supported or contradicted money assessment.
- Aggregate consumption revenue does not isolate startup customers.
Evidence (2 items)
Context only: The Next Web,
turned positive
Why it matters here: The report describes gross-margin recovery at Harvey following changes to its model use, known by publication; it does not specify the recovery date. This suggests adaptation is possible, but establishes neither company-wide profitability nor durable sustainability.
- Publisher
- The Next Web
- Kind of source
- News report
- Measures
- Harvey, Reported gross-margin recovery gross margin, estimate, ? to ?
- Describes events of
- Public from
Context only: Anthropic, PBC / U.S. Securities and Exchange Commission,
consumption-based revenue.
Why it matters here: The preceding passage identifies enterprise minimum-spend contracts. The filing's broader consumption-revenue category cannot be treated as revenue specifically from the startups covered by the forecast.
- Publisher
- Anthropic, PBC / U.S. Securities and Exchange Commission
- Kind of source
- Regulatory filing
- Measures
- Anthropic, Consumption-based revenue classification, company reported, ? to ?
- Describes events of
- Public from
What would settle it
Compatible financial records and closure evidence tracing startup failures to model costs and then to the predicted revenue collapse, or a verified durable counterexample to the universal sustainability assertion.
Where it was said (1)
Said once in the sources this register covers.
: Where's Your Ed At, The Subprime AI Crisis Is Here
At some point, the cost of doing business with Anthropic and OpenAI will kill AI startups, as there is no point at which any of them become sustainable, which will in turn kill the revenue from selling access to their models.
- Where
- paragraph 85
- Published
- 2026-03-31
- Source observed
- , live page
- Access
- full text, public
History
Assessment versions
- Assessment wyea-the-subprime-ai-crisis-is-here-9c939c-a1: Current. Outcome: Unresolved. Evidence as of 2026-10-28. Public date not recorded.
Recorded events
Assessment publishedBy this site
First assessment published after both reviews and the final-text check passed.
About assessment wyea-the-subprime-ai-crisis-is-here-9c939c-a1.