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TRUE, BUTSelf-Marked

The data was ChatGPT's.

“OpenAI's working paper 'How Organizations Use AI: Evidence from ChatGPT' documents rapid enterprise adoption across 1,500+ organizations and 17M+ messages, with adoption concentrated in larger, R&D-intensive firms and heaviest use among early-career workers.”

OpenAI (Chatterji, Holtz et al., working paper), 11 August 2026

Recorded 14 August 2026. Our ruling means: literally true, materially misleading.

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Receipts pack

The evidence file for this verdict

7 receipts: 1 support the claim, 2 contradict it, 4 add context. 3 figures on the record, 2 traced to a quoted receipt.

The receipts

Each source, the line we quote from it, its date and which way it cuts. Free to read and to cite.

  1. 1Supports the claimarxiv.org ↗

    ChatGPT Enterprise usage has grown rapidly due to a combination of new firm adoption and growing intensity among existing adopters

    Look up an archived copy ↗

  2. 2Contextarxiv.org ↗

    over 1,500 organizations and over 17 million messages

    Look up an archived copy ↗

  3. 3Contradicts the claimarxiv.org ↗

    our estimates describe conditional associations between these pre-adoption firm characteristics and the probability that a public firm is observed as a ChatGPT Enterprise adopter, and should not be interpreted causally

    Look up an archived copy ↗

  4. 4Contradicts the claimnews.ycombinator.com ↗

    This reads like some crypto or NFT commodity white paper

    Look up an archived copy ↗

  5. 5Contextnews.ycombinator.com ↗

    This is a typical working paper (preprint) not white paper, for its field.

    Look up an archived copy ↗

  6. 6Contextweb.archive.org ↗

    Codex generated 64% of combined Codex and ChatGPT output tokens among enterprise customers, suggesting that agents are enabling a shift toward more substantive, delegated work

    Look up an archived copy ↗

  7. 7Contextdigitaltoday.co.kr ↗

    OpenAI enterprise customers generated 64 percent of their AI usage from Codex.

    Look up an archived copy ↗

Members' extras

What each receipt proves, and what would change our mind.

  • What each receipt above proves, in our words
  • The figures table, each number traced to the receipt that states it
  • The trick behind the claim, explained, with the guide to spotting it
  • What would change our verdict
  • Our call on the record, with its due date

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