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SOURCE-LINKED SIGNAL / DISCUSSION / INDUSTRY

AI delivers 'zero financial payoff' to most companies, Apollo economist says

READ THE ORIGINAL SOURCEOpen original sourcetechcrunch.com · Opens in a new tab

A TechCrunch article reports on a note by Apollo Global Management's chief economist, Torsten Slok, who examines the S&P 493 (S&P 500 excluding seven large tech firms). He finds profit margins and revenue per worker appear flat, with no evidence AI is improving productivity outside tech. Slok argues that AI is a strong calculator but business success depends on judgment, accountability, trust, and culture, which AI does not handle. The article notes recent studies have also found limited AI productivity gains.

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What the source says

A TechCrunch article reports on a note by Apollo Global Management's chief economist, Torsten Slok, who examines the S&P 493 (S&P 500 excluding seven large tech firms). He finds profit margins and revenue per worker appear flat, with no evidence AI is improving productivity outside tech. Slok argues that AI is a strong calculator but business success depends on judgment, accountability, trust, and culture, which AI does not handle. The article notes recent studies have also found limited AI productivity gains.

How to read this signalSix questions about claims, sources, risks, and open checks

This is a signal-level guide until claim-level evidence is available. “Not recorded” means the evidence has not been assessed here; it does not mean a result is false. How we check AI news →

  1. 01
    Who is making each claim?

    The claimant and whether each claim was measured or asserted are not recorded in this public brief.

  2. 02
    What was actually tested?

    Not recorded per claim. Check the source for sample size, tasks, model and benchmark versions, and reproducibility.

  3. 03
    Where are the sources?

    Original link: techcrunch.com. Brief basis: fetched source page. Primary page date and quote locations are not established in this panel.

  4. 04
    What could mislead?

    Source claims not independently checked; the analysis relies on a single economist's note and aggregate financial measures.

  5. 05
    What is at risk if wrong?

    Not assessed per claim. Consider safety, privacy, cost, and adoption decisions before relying on the result.

  6. 06
    What would change the view?

    No claim-specific check is recorded. An inspectable primary method or independent replication could change the assessment.

Key findings from the stored brief

  • Slok finds profit margins and revenue per worker in the S&P 493 appear flat.
  • Slok says AI has delivered 'zero financial payoff' to corporate America outside tech.
  • Slok argues business intelligence is mostly judgment, which AI does not understand.
  • The article notes recent studies also found AI has yet to deliver significant productivity gains.
Read with care

Source claims not independently checked; the analysis relies on a single economist's note and aggregate financial measures.

This is a source-based abstract, not independent validation of the source's claims.

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