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

“Even if these companies were profitable on inference (I do not believe they are), they are dramatically, horrendously unprofitable on subscriptions, and there isn’t a chance in Hell that the majority of those subscriptions convert into token-based API users.”

Why Are We Still Doing This?, paragraph 50.

Our reading:

Most Anthropic and OpenAI subscribers will not switch to paying for token-based API access.

Assessment: Unresolved

What happened

Did the forecast come true?

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

Anthropic's October 7, 2026 update says Claude Max and Team plans include monthly API credits while subscription access continues [e1]. The update does not measure subscribers switching to separately paid, token-metered API use [e1]. It establishes neither majority conversion nor a terminal event closing the opportunity to convert [e1].

Caveats

  • The packet contains no linked conversion records for the subscriptions active on March 17, 2026.
  • Bundled credits do not establish conversion to separately paid API use.
  • The forecast has no deadline, so a low conversion rate at an interim cutoff would not settle it.

Evidence (1 item)

  • Context only: Anthropic,

    plans now include monthly API credits.

    Why it matters: Bundled API credits provide a route for subscribers to use the API. Their availability does not reveal how many subscribers switched to separately paid API use.

    Publisher
    Anthropic
    Kind of source
    Company disclosure: the company describing itself, not an independent finding
    About events on
    Published

How we judged it

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

Where we had to interpret

  • Majority means more than 50% of the relevant subscription cohort.
  • Use subscriptions active at the post date as the baseline cohort, tracking each company separately and the combined population where possible.
  • Conversion means switching to paid, token-metered API use. Receiving bundled API credits or making an incidental API request does not by itself establish conversion.
  • No deadline is supplied. A forced migration is a possible test, not an antecedent expressly required by the speaker.
  • The categorical wording is assessed as a prediction of non-conversion, not as a statistically measurable zero probability.

Right if: A definitive, completed disposition of the relevant subscription cohort shows that no more than half converted to paid token-based API use, with no remaining conversion path for the claim being assessed.

Wrong if: Verified cohort records show that more than half of the relevant subscriptions converted to paid token-based API use.

We wrote this test after the outcome was known.

What would settle it

Verified records showing that more than 50% of the fixed baseline cohort switched to paid token-metered API use would contradict the forecast. A terminal event closing further conversion, with final records showing no more than 50% converted, would support it.

We found 38 claims in this post. See them all.

Full record

Source and dates

Where's Your Ed At, Why Are We Still Doing This?, paragraph 50.

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 2026-03-17.

Where it was said (1)

Said once in the posts we read.

  • : Where's Your Ed At, Why Are We Still Doing This?

    Even if these companies were profitable on inference (I do not believe they are), they are dramatically, horrendously unprofitable on subscriptions, and there isn’t a chance in Hell that the majority of those subscriptions convert into token-based API users.

    Published
    2026-03-17
    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: a cited source didn’t say what the write-up said.