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2 November: three AI claims, checked

OpenAI's account cap with no number, Musk's Grok Bot cost claim with no figures, and a Fed hiring finding that measured hopes.

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OpenAI's account cap

OpenAI now limits paid ChatGPT accounts per device and card. Its help page covers 5 plans and never says what the limit is.

An OpenAI Help Center page says ChatGPT limits how many paid accounts can be used on one device and may block new subscriptions when too many share a card or device. It covers Go, Plus, Pro 100, Pro 200 and Pro 500.

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Inferno Tech Pty Ltd t/a BS Killer, ABN 27 647 413 474

Open the evidence3 source pages

The claim we checked

OpenAI is now capping how many paid ChatGPT accounts you can have per device and payment card.

These are quoted receipts, not a count of independent investigations. Several reports may rely on the same original source.

web.archive.org ↗
ChatGPT also limits how many paid accounts you can use on one device.
web.archive.org ↗
If too many subscriptions are associated with the same payment card or device, ChatGPT may block a new subscription purchase.
web.archive.org ↗
Device limits apply to ChatGPT Go, ChatGPT Plus, ChatGPT Pro 100, ChatGPT Pro 200, and ChatGPT Pro 500 plans.
explainx.ai ↗
Not stated by OpenAI: the actual card and device caps, an effective date, and any motivation beyond privacy and security.
the-decoder.com ↗
The policy will likely hit users who've been switching between multiple paid accounts on one device to squeeze more usage out of cheap flat-rate subscriptions.
Open this check in the full collection →
The idea, step by step

Go inside the check.

    The full explanation appears when your reading access is confirmed.
    Next: Grok Bot's costs

    Grok Bot's costs

    Musk says Grok Bot costs too much to serve. He gave no dollar figures, and the weekly allowance has no published size in this record.

    Replying on X on 1 November to a user who asked for a usage reset, Musk said the cost of serving Grok Bot was unsustainably high relative to revenue, as subscribers reported running through weekly limits fast.

    Members · 30 days free

    See what the evidence actually shows.

    Members read the full check on every story: what the evidence shows, why it matters to you and the one line to take with you. Every past edition, re-verified, and the Receipts Pack come with it. A$89 a year, about A$0.24 a day.

    1. At sign-up: 30 days free. Payment card required. One introductory trial per customer.
    2. Your trial ends 30 days after you start. Unless you cancel before then in Account → Manage subscription, we charge A$89 for the first year. It renews automatically at A$89/yr until cancelled.
    3. You can ask for a full refund within 14 days after any annual payment, renewals included, with no reason needed, by emailing [email protected]. This voluntary refund does not limit your rights under the Australian Consumer Law.

    By starting your trial, you agree to the Terms.

    Inferno Tech Pty Ltd t/a BS Killer, ABN 27 647 413 474

    Open the evidence4 source pages

    The claim we checked

    Grok Bot users ran out of a week's usage overnight, and Elon Musk says the agent was costing too much.

    These are quoted receipts, not a count of independent investigations. Several reports may rely on the same original source.

    aichatdaily.com ↗
    the cost of serving Grok Bot, the always-on Grok agent product, was "unsustainably high relative to revenue."
    tokenpost.com ↗
    Elon Musk said Grok Bot’s serving cost is unsustainable relative to its revenue
    tokenpost.com ↗
    The comment followed an X user’s request to reset a usage limit that was running down quickly this week.
    explainx.ai ↗
    It is the only primary statement so far. Musk gave no figures, no new limits and no timeline.
    aibuilderclub.com ↗
    a weekly usage allowance with no published size, on-demand overage with no product-specific cap, and a model you do not get to choose
    Open this check in the full collection →
    The idea, step by step

    Go inside the check.

      The full explanation appears when your reading access is confirmed.
      Next: Expected hiring, cause not shown

      Expected hiring, cause not shown

      VitalLaw's headline is accurate: AI-using small firms expect more hiring. It is a survey of owners' expectations, a 10-point gap after controls, and it does not show that AI causes hiring.

      AI illustration for: VitalLaw's headline is accurate: New York Fed researchers found that AI-using small businesses expect stronger hiring. The finding is what owners said they expect in a late 2025 survey, and it does not show that using AI makes a firm hire.
      AI illustration
      Correction · 4 Nov 2026

      The claim is now VitalLaw's headline of 22 October 2026, captured from its page. A re-check found no news report that presented the survey's expected hiring as hiring, so the story no longer says that coverage dropped "expect". The verdict is still True, but, and the mechanism is still Scope Swap: the finding is about owners' expectations in a survey, and it does not show that AI causes hiring. The sources are unchanged: two receipts now quote longer passages from the New York Fed on its controls, and one adds its definition of the net share. Two receipts that set the finding's limits (it does not establish causation, and actual outcomes are left for future research) now count as context, not as evidence against the claim, because VitalLaw's headline is consistent with them.
      Previously: The claim was "Feds find small businesses that use AI are more likely to hire", from a headline on 1 November. The story said that headline turned the New York Fed's finding on expected hiring into hiring itself, and praised VitalLaw for keeping the right verb.
      Corrected: The claim is VitalLaw's headline, "AI-using small businesses expect stronger hiring, revenue growth, Federal Reserve Bank researchers find". The story calls it accurate and explains that the survey links AI use with owners' expectations and does not show that AI causes hiring.

      New York Fed researchers Will Aarons and Asani Sarkar reported that, in the 2025 Small Business Credit Survey, AI-using employer firms had a net 33-point expectation of higher employment over the next year, against 15 for non-users.

      Members · 30 days free

      See what the evidence actually shows.

      Members read the full check on every story: what the evidence shows, why it matters to you and the one line to take with you. Every past edition, re-verified, and the Receipts Pack come with it. A$89 a year, about A$0.24 a day.

      1. At sign-up: 30 days free. Payment card required. One introductory trial per customer.
      2. Your trial ends 30 days after you start. Unless you cancel before then in Account → Manage subscription, we charge A$89 for the first year. It renews automatically at A$89/yr until cancelled.
      3. You can ask for a full refund within 14 days after any annual payment, renewals included, with no reason needed, by emailing [email protected]. This voluntary refund does not limit your rights under the Australian Consumer Law.

      By starting your trial, you agree to the Terms.

      Inferno Tech Pty Ltd t/a BS Killer, ABN 27 647 413 474

      Open the evidence3 source pages

      The claim we checked

      AI-using small businesses expect stronger hiring, revenue growth, Federal Reserve Bank researchers find

      These are quoted receipts, not a count of independent investigations. Several reports may rely on the same original source.

      libertystreeteconomics.newyorkfed.org ↗
      We find that firms currently using AI are significantly more likely than non-users to expect increased employment and revenues over the next year
      libertystreeteconomics.newyorkfed.org ↗
      those who currently use AI had a 33 percentage point net expectation of higher employment in the next twelve months, while non-users had only a 15 percentage point net expectation
      libertystreeteconomics.newyorkfed.org ↗
      Whether AI-adopting firms actually experience the stronger revenue and employment outcomes they anticipate is a subject for future research.
      vitallaw.com ↗
      Small businesses that use artificial intelligence are more likely than nonusers to expect employment and revenue growth during the next year
      streamlinefeed.co.ke ↗
      New York Fed researchers Will Aarons and Asani Sarkar analyzed the Federal Reserve Banks’ 2025 Small Business Credit Survey (SBCS).
      libertystreeteconomics.newyorkfed.org ↗
      However, even after we include past employment changes in the analysis, the gap in expected employment growth between AI users and non-users remains positive (at 10 percentage points
      streamlinefeed.co.ke ↗
      These controls improve the comparison but do not establish causation: AI adopters may differ in ways the survey did not capture.
      Open this check in the full collection →
      The idea, step by step

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        The finish line

        Edition complete

        You’re up to speed.

        That’s the 2 Nov 2026 briefing. Keep the useful bits. Leave the noise.

        Your call? Test yourself on this edition
        1. OpenAI's account cap

        2. Grok Bot's costs

        3. Expected hiring, cause not shown

        Reading estimate: 570 words at 200 words per minute. Source quotes and the optional sections below add reading time.

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