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

“Return on investment for corporate end users is also lower than many people must have imagined.”

Three years on, ChatGPT still isn't what it was cracked up to be – and it probably never will be, paragraph 13. The full statement is at the source.

Our reading, the sentence that was checked:

Return on generative AI investment for corporate end users is lower than many people must have imagined.

Assessment: Can’t be checked Evidence as of

Where and when Gary Marcus wrote it

Marcus on AI, Three years on, ChatGPT still isn't what it was cracked up to be – and it probably never will be, paragraph 13.

Said
Source observed
live page, full text, public
Evidence as of
the cutoff for this assessment
Assessment recorded
assessment marcus-three-years-on-chatgpt-still-isnt-b36452-a1

We recorded 30 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 2025-11-29. 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)

Conditions

  • corporate end users (scope, stated by the speaker)
  • must have imagined (qualifier, stated by the speaker)

From the speaker

  • Return on investment for corporate end users
  • lower than many people must have imagined

Our interpretation

  • This compares realized returns with an unidentified group's imagined expectations.
  • Neither the people, their expected returns, their investment horizons, nor the required degree of disappointment is specified.
  • Replacing imagined expectations with a particular executive survey would add a substantive commitment the speaker did not make.
  • This is an aggregate assertion about expectations, not a financial figure for an identified company.

This claim is not graded on evidence. The record checks that the words are quoted correctly and attributed to the right person, and that the claim is classified correctly.

Current assessment

Not graded on evidence

Outcome: Can’t be checked

The statement is a recommendation, a value judgment, or too open to test. It is recorded, not scored.

Evidence as of
Deadline state when assessed
No horizon
Assessment recorded
Policy version
2026-10-28.7

Rationale

The statement expresses inferred disappointment relative to unspecified expectations. Surveys can measure reported returns, but cannot establish what the unnamed people must have imagined. Choosing a particular survey as the baseline would change the claim.

Limitations

  • This does not assess the separate factual claims about MIT or McKinsey.

Evidence (0 items)

No outcome evidence: a claim of this kind is recorded and attributed, not scored.

What would settle it

Identification of the people or survey, their prior expected returns, and the period over which those expectations should be compared with outcomes.

Where it was said (1)

Said once in the sources this register covers.

  • : Marcus on AI, Three years on, ChatGPT still isn't what it was cracked up to be – and it probably never will be

    Return on investment for corporate end users is also lower than many people must have imagined.

    Published
    2025-11-29
    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 marcus-three-years-on-chatgpt-still-isnt-b36452-a1.