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

“At $1.25 trillion (as mentioned above), OpenAI would need a much better listing price than Anthropic is expected to have, for a company with objectively worse metrics, including slower growth, lower revenue, higher costs, and hundreds of millions of free users that generate, at best, about a billion dollars in “annualized” ad revenue against the billions of dollars it costs to serve their compute.”

Running Dry, paragraph 17.

Our reading:

OpenAI has objectively worse metrics than Anthropic (slower growth, lower revenue, higher costs), and its free users bring in far less ad revenue than they cost to serve.

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

OpenAI confirms the $1 billion advertising run rate. That does not establish the free-user cost comparison. The revenue comparison also needs reconciliation of partner-share accounting. The retrieved evidence does not settle all the claimed financial differences on matching measures.

Caveats

  • The SEC filing could not be read directly.
  • The claim combines several financial measures that cannot be represented by one uniform accounting scope.
  • Failure to find comparable records is not evidence that Zitron's comparisons are false.

Evidence (2 items)

  • Context only: OpenAI,

    $1 billion

    Why it matters: Confirms the advertised run rate during the target quarter. It does not separate revenue from free users or establish their serving costs, and therefore does not settle the compound comparison.

    Publisher
    OpenAI
    Kind of source
    Company disclosure: the company describing itself, not an independent finding
    Measures
    OpenAI, ChatGPT Ads annualized revenue run rate, USD billions, company reported, 2026-08-31 to 2026-08-31
    About events on
    Published
  • Context only: Reuters, republished by The Straits Times,

    net basis

    Why it matters: The report describes different treatment of partner shares at the two companies. Its headline revenue figures cannot establish an equivalent financial comparison without reconciliation.

    Publisher
    Reuters, republished by The Straits Times
    Kind of source
    News report
    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 ordinary reading is a comparison of financial performance on comparable definitions, rather than a comparison of differently defined headline figures.
  • Use July–September 2026, the latest completed quarter before publication. Compare revenue growth over the same interval and costs covering the same activities.
  • The advertising figure is explicitly annualized. It must be compared with an annualized serving-cost estimate for the same free-user population, not with an unrelated quarterly expense or total company spending.
  • The financial comparison draws on press estimates in the surrounding text. The advertising announcement separately uses company-reported figures.
  • The single metric_scope summarizes several components; their realized and annualized measures must remain separate.

Right if: Comparable records establish lower OpenAI revenue and revenue growth, higher comparable costs, hundreds of millions of free users, and roughly $1 billion or less in annualized free-user advertising revenue against several billion dollars in comparable annual serving costs.

Wrong if: Comparable records establish the reverse of a stated financial comparison or show that free-user advertising revenue was materially above the stated ceiling or covered comparable serving costs. Conflicting components would warrant mixed rather than a blanket verdict.

We wrote this test after the outcome was known.

What would settle it

Comparable Q3 financial records for both companies, reconciled revenue recognition and cost categories, and a matched free-user advertising and serving-cost breakdown.

We found 42 claims in this post. See them all.

Full record

Source and dates

Where's Your Ed At, Running Dry, paragraph 17.

Said
We read the source
live page, full text, public
Evidence up to
Checked

We read this wording on 2026-11-09. The post may have been edited after 2026-11-03.

Where it was said (1)

Said once in the posts we read.

  • : Where's Your Ed At, Running Dry

    At $1.25 trillion (as mentioned above), OpenAI would need a much better listing price than Anthropic is expected to have, for a company with objectively worse metrics, including slower growth, lower revenue, higher costs, and hundreds of millions of free users that generate, at best, about a billion dollars in “annualized” ad revenue against the billions of dollars it costs to serve their compute.

    Published
    2026-11-03
    We read it
    , live page
    Access
    full text, public

History

Versions

  • Current: Unresolved. Evidence up to 2026-11-09.

What happened to this record

  1. PublishedBy us

    Published after both AI reviews and the final check passed.