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

“The prices are not decreasing, the software is not becoming more useful, and the "next generation" model that we’ve been hearing about since last November has turned out to be a dud.”

The Subprime AI Crisis, paragraph 56. The full statement is at the source.

Our reading, the sentence that was checked:

Generative AI prices are not decreasing, the software is not becoming more useful, and OpenAI's next-generation model is a dud.

Assessment: Contradicted Evidence as of

Where and when Ed Zitron wrote it

Where's Your Ed At, The Subprime AI Crisis, paragraph 56.

Said
Source observed
live page, full text, public
Evidence as of
the cutoff for this assessment
Assessment recorded
assessment wyea-subprimeai-d90f9f-a1

We recorded 50 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 2024-09-16. This page does not claim the wording was captured then.

What the claim commits to

Kind
Observation
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)

From the speaker

  • The prices are not decreasing
  • the software is not becoming more useful
  • since last November
  • has turned out to be a dud

Our interpretation

  • I read the general price statement as covering publicly offered generative-AI model prices, including comparable API token prices.
  • The comparison window begins in November 2023, the month named in the surrounding sentence, and ends on the post date.
  • Useful improvements can include documented improvements on practical tasks, but a benchmark gain alone does not establish universal business value.
  • Dud is an evaluative judgment without a supplied threshold. A documented price decrease can nevertheless refute the sentence's categorical factual price component.
  • Customer API prices are not a claim about company revenue, losses, or spending, so metric_scope is null.

Counts as supported if: Comparable published prices show no decreases over the stated window, and practical capability evidence supports no useful improvement. The dud judgment cannot independently be scored without a supplied criterion.

Counts as contradicted if: A documented reduction in comparable published model prices refutes the categorical price statement, or documented practical capability gains refute a categorical absence of useful improvement.

Retrospective: these criteria were written after the outcome was public.

Current assessment

Was it true for the period described?

Outcome: Contradicted

The dated evidence goes against what the claim committed to, under the criteria frozen before grading.

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

Under the ordinary broad reading, the price assertion is false. OpenAI documented GPT-4-family price reductions in November 2023 and GPT-3.5 Turbo reductions in January 2024. This refutes a concrete component of the combined claim. The narrower criticism that o1 was expensive has contemporaneous support. This outcome does not establish that o1 was exciting or that every application became more useful.

Limitations

  • The result depends on the broad price scope; an o1-only reading would require a different assessment.
  • Lower token rates do not guarantee a lower total bill for every workload.
  • The subjective dud judgment is not scored.

Evidence (3 items)

  • Goes against the claim: OpenAI,

    Input prices for the new model are reduced by 50%

    Why it matters here: OpenAI announced lower input and output token rates for the updated GPT-3.5 Turbo offering. This directly contradicts the broad claim that model prices were not decreasing.

    Publisher
    OpenAI
    Kind of source
    Company disclosure: the company describing itself, not an independent finding
    Describes events of
    Public from
  • Goes against the claim: OpenAI,

    GPT‑4 Turbo input tokens are 3x cheaper than GPT‑4

    Why it matters here: The provider documented lower GPT-4 Turbo input and output prices, expressed per 1,000 tokens. This is another price decrease within the comparison window.

    Publisher
    OpenAI
    Kind of source
    Company disclosure: the company describing itself, not an independent finding
    Describes events of
    Public from
  • Context only: TechCrunch,

    OpenAI o1 is also uniquely pricey.

    Why it matters here: This contemporaneous review supports the narrower criticism of o1's cost. A more expensive new reasoning model does not establish that generative-AI prices generally failed to fall.

    Publisher
    TechCrunch
    Kind of source
    News report
    Describes events of
    Public from

Where it was said (1)

Said once in the sources this register covers.

  • : Where's Your Ed At, The Subprime AI Crisis

    The prices are not decreasing, the software is not becoming more useful, and the "next generation" model that we’ve been hearing about since last November has turned out to be a dud.

    Published
    2024-09-16
    Source observed
    , live page
    Access
    full text, public

History

Assessment versions

Recorded events

  1. Assessment publishedBy this site

    First assessment published after both reviews and the final-text check passed.

    About assessment wyea-subprimeai-d90f9f-a1.