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

“But LLMs are too expensive! They cost too much to run, and said costs appear to increase linearly with revenues.”

AI Is Too Expensive, paragraph 43.

Our reading:

LLMs cost too much to run and their costs appear to scale linearly with revenue.

Assessment: Can’t be checked

What happened

Not graded on evidence

Outcome: Can’t be checked

An opinion, a recommendation, or too vague to test. Listed, not scored.

Evidence up to . Checked .

Why

'LLMs are too expensive' and 'cost too much to run' are value judgments with no benchmark. The factual part, that costs 'appear to increase linearly with revenues', is hedged and names no company, cost measure, or period. Testing it as a strict proportional rule would turn an impression into a firm claim he did not make. Microsoft's disclosures show AI usage pressing on margins, which fits his general point but does not test linear scaling. The claim cannot fairly be scored.

Caveats

  • A narrower version naming a company, a cost measure and a period could be tested against lab financials.

Evidence (1 item)

Claims like this aren’t scored, so there is no evidence to show.

How we judged it

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

Where we had to interpret

  • 'Too expensive' and 'cost too much to run' are value judgments with no stated benchmark.
  • 'Appear to increase linearly with revenues' is hedged. It names no company, cost measure, or period, so there is no firm proportional relationship to test.
  • Because the firm parts are value judgments and the factual part is hedged and unspecific, there is no plain reading that could be scored.

We don’t grade claims like this. We only check the quote and who said it.

We found 44 claims in this post. See them all.

Full record

Source and dates

Where's Your Ed At, AI Is Too Expensive, paragraph 43.

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 2026-05-19.

Where it was said (1)

Said once in the posts we read.

  • : Where's Your Ed At, AI Is Too Expensive

    But LLMs are too expensive! They cost too much to run, and said costs appear to increase linearly with revenues.

    Published
    2026-05-19
    We read it
    , live page
    Access
    full text, public

History

Versions

  • Current: Can’t be checked. 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

    A reviewer said our test wasn’t fair to what was actually said.