“One thing that Noble doesn’t mention is why OpenAI has struggled to make a profit; in my eyes, there are three reasons, that I have emphasized here before: the product is unreliable (placing an upper bound on how much many people be willing to pay), it is expensive to operate, and they have no technical moat, which has led to price wars.”
Our reading, the sentence that was checked:
In Marcus's view, one reason OpenAI has struggled to make a profit is that its product is unreliable, which places an upper bound on how much many people are willing to pay for it.
Assessment: Unresolved Evidence as of
Where and when Gary Marcus wrote it
Marcus on AI, Does OpenAI’s new financing make sense?, paragraph 5.
- Said
- Source observed
- live page, full text, public
- Evidence as of
- the cutoff for this assessment
- Assessment recorded
- assessment marcus-does-openais-new-financing-make-sense-949f4f-a1
We recorded 4 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 2026-02-27. This page does not claim the wording was captured then.
What the claim commits to
- Kind
- Causal claim
- Deadline, as the speaker wrote it
- None stated. This site does not add one.
- Deadline state when assessed
- No horizon
- Deadline state on 2026-10-29
- No horizon (the release’s reference date)
Conditions
- in my eyes (qualifier, stated by the speaker)
- many people (scope, stated by the speaker)
From the speaker
- why OpenAI has struggled to make a profit
- in my eyes
- the product is unreliable
- placing an upper bound on how much many people be willing to pay
Our interpretation
- The ordinary reading is that product errors materially reduce willingness to pay among a substantial group of potential customers, contributing to OpenAI's profitability difficulties.
- Marcus does not claim that unreliability is the only cause, or that nobody will pay.
- Use calendar 2025, the latest completed annual financial period before publication, for the profitability component. Product evidence must concern products available before the post.
- No accounting measure or basis is specified. Do not substitute cash burn or gross margin for net profit.
- 'In my eyes' identifies an opinion about an empirical causal relationship; it is not a forecast condition.
Counts as supported if: Evidence connects experienced OpenAI product unreliability to materially lower willingness to pay among many relevant customers and connects that effect to OpenAI's profitability difficulties during the target period.
Counts as contradicted if: Representative customer evidence and a financial analysis establish that reliability shortcomings did not materially constrain willingness to pay or contribute to the profitability difficulties described.
Retrospective: these criteria were written after the outcome was public.
Current assessment
Does the evidence support the cause?
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 horizon
- Assessment recorded
- Policy version
- 2026-10-28.7
Rationale
Errors are documented, and survey evidence connects hallucination concerns with less favorable attitudes and continued-use intentions. Neither establishes Marcus's complete causal claim: that unreliability limits payments from many OpenAI customers and thereby contributes to its profitability difficulties. Improvements in reliability also caution against treating all products and tasks alike. The available evidence does not establish the opposite causal conclusion either.
Limitations
- General AI survey findings do not directly measure OpenAI purchasing behavior.
- Only the study abstract was accessible.
- Unknown accounting basis prevents a definitive financial score.
Evidence (2 items)
Context only: OpenAI,
but they still occur.
Why it matters here: OpenAI acknowledges continuing errors while reporting improvement. This establishes a reliability limitation, not its effect on payments or profits.
- Publisher
- OpenAI
- Kind of source
- Company disclosure: the company describing itself, not an independent finding
- Describes events of
- Public from
Context only: Journal of Broadcasting & Electronic Media, abstract reproduced by EBSCO,
hallucination risks negatively influenced ATTAI
Why it matters here: The abstract reports associations between hallucination concerns, attitudes and continued-use intentions among general generative-AI users. It does not establish an OpenAI-specific payment ceiling or a contribution to company losses; the underlying survey dates are not supplied in the abstract.
- Publisher
- Journal of Broadcasting & Electronic Media, abstract reproduced by EBSCO
- Kind of source
- Peer-reviewed paper
- Describes events of
- Public from
What would settle it
Representative OpenAI customer experiments or purchasing data linking reliability to payments, combined with financial records showing a material profitability effect on a specified accounting basis.
Where it was said (1)
Said once in the sources this register covers.
: Marcus on AI, Does OpenAI’s new financing make sense?
One thing that Noble doesn’t mention is why OpenAI has struggled to make a profit; in my eyes, there are three reasons, that I have emphasized here before: the product is unreliable (placing an upper bound on how much many people be willing to pay), it is expensive to operate, and they have no technical moat, which has led to price wars.
- Where
- paragraph 5
- Published
- 2026-02-27
- Source observed
- , live page
- Access
- full text, public
History
Assessment versions
- Assessment marcus-does-openais-new-financing-make-sense-949f4f-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 marcus-does-openais-new-financing-make-sense-949f4f-a1.