Pundit ClaimsAI claims by Gary Marcus and Ed Zitron, with the evidence

“OpenAI loses money every single time that somebody uses their product, and while it might make money selling premium subscriptions, I severely doubt it’s turning a profit on these customers, and certainly losing money on any and all power users.”

OpenAI Is A Bad Business, paragraph 15.

Our reading:

OpenAI loses money on every use of its product, probably makes no profit on premium subscribers, and loses money on power users.

Assessment: Unresolved

What happened

Was it true for the period described?

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

FutureSearch modeled positive API margins for June 2024 and an August-pricing scenario, but its August 7, 2026 review says those estimates remain unchecked [e1]. The model supplies neither verified August 2024 losses on every use and every power user nor a verified profitable counterexample [e1]. The firm assertions about every use and every power user therefore remain unresolved [e1].

Caveats

  • The packet lacks verified August 2024 revenue and serving costs matched to individual uses or subscriber accounts.
  • The API model does not establish profitability across all products, premium subscribers, or power users.
  • Company-wide losses cannot establish losses on every use or every power user.
  • Subscription-revenue allocation and a numerical definition of power users remain unspecified.
  • The premium-subscriber clause expresses doubt and is not assessed as a firm assertion of universal losses.

Evidence (1 item)

  • Context only: FutureSearch,

    simply unchecked

    Why it matters: The authors modeled positive API margins for June 2024 and under August pricing, which challenges the inference that overall losses imply losses on every use. Their retrospective explicitly says those estimates remain unverified; neither the period nor the customer scope establishes the claimed universal outcome.

    Publisher
    FutureSearch
    Kind of source
    Independent measurement
    Measures
    OpenAI, Modeled API revenue margin after GPU-serving costs, with an August-pricing scenario percent, estimate, 2024-06-01 to 2024-06-30
    About events on
    Published

How we judged it

Kind of claim
Observation
Deadline
None given. We don’t add one.

Where we had to interpret

  • The firm assertions concern losses on every use and every power user. The premium-subscriber clause expresses doubt and is not treated as a firm universal prediction.
  • The ordinary reading compares revenue attributable to usage or a subscriber with the costs of serving that usage or subscriber. Company-wide losses alone do not establish this.
  • For the ongoing state, I use August 2024, the latest completed monthly reporting period identified in the supplied context before publication.
  • I interpret power users as unusually heavy users, but do not invent a numerical usage threshold.

Right if: Reliable service-level and subscriber-level data for the target period establish negative contribution on every relevant use and every heavy-user account, with revenue and service costs allocated consistently.

Wrong if: Reliable matching-period data identify a profitable use or heavy-user account, or a positive aggregate contribution that necessarily includes profitable uses under the same revenue and cost definitions.

We wrote this test after the outcome was known.

What would settle it

Verified August 2024 revenue and serving costs, allocated consistently across uses and accounts, with a defined heavy-user cohort. Evidence establishing negative contribution on every relevant use and every heavy-user account would support the firm assertions. A profitable use or heavy-user account, or positive aggregate contribution that necessarily includes profitable uses, would contradict the corresponding universal assertion.

We found 47 claims in this post. See them all.

Full record

Source and dates

Where's Your Ed At, OpenAI Is A Bad Business, paragraph 15.

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 2024-10-02.

Where it was said (1)

Said once in the posts we read.

  • : Where's Your Ed At, OpenAI Is A Bad Business

    OpenAI loses money every single time that somebody uses their product, and while it might make money selling premium subscriptions, I severely doubt it’s turning a profit on these customers, and certainly losing money on any and all power users.

    Published
    2024-10-02
    We read it
    , live page
    Access
    full text, public

History

Versions

  • Current: Unresolved. Evidence up to 2026-10-28.

What happened to this record

  1. PublishedBy us

    Published after both AI reviews and the final check passed.

  2. Held backBy us

    The final check failed: our summary didn’t match their words.