AI
“Apollo Global Management chief economist Torsten Slok argued in a note that outside the tech industry, AI has yet to deliver any meaningful economic advantages for businesses, amounting to 'zero financial payoff.'" (Post headline: "TOP ECONOMIST FINDS THAT AI HAS PROVIDED 'ZERO FINANCIAL PAYOFF' TO COMPANIES OUTSIDE TECH")”
Plain restatementIn a recent note, Apollo Global Management chief economist Torsten Slok wrote that AI has produced no financial payoff for US companies outside the technology sector, using the phrase "zero financial payoff."
This one checks out as a quote. Apollo Global Management's chief economist Torsten Slok did publish a note on 24 October 2026 titled "No Signs of AI Payoff Outside the Tech Sector," and its opening line says AI has delivered zero financial payoff to corporate America outside of tech. Bloomberg and Fortune reported the same note, and the other quotes in the post, about revenue per worker and profit margins being flat for the S&P 493 and no signs of AI lifting productivity growth, are accurate. Two details are worth knowing. His evidence is index-level charts comparing the seven biggest tech companies with the other 493 companies in the S&P 500, so it describes large public companies rather than businesses in general, and aggregate charts like these cannot separate AI's effect from everything else moving revenue and margins. The note is market commentary from an investment firm, not peer-reviewed research, and his own concluding sentence is more cautious than the headline, saying there is no evidence of improvement so far. Separate survey work by Federal Reserve researchers finds small but positive AI productivity effects reported by executives, so the broader question of whether AI is paying off outside tech remains open. The post's side claims about Goldman Sachs and Anthropic's IPO filing also check out.
Apollo Global Management chief economist Torsten Slok [drifted from the evidence:] argued in a note that [drifted from the evidence:] outside the tech industry, AI has [drifted from the evidence:] yet to deliver any meaningful economic advantages for businesses, amounting to 'zero financial payoff.'" [drifted from the evidence:] (Post headline: "TOP ECONOMIST FINDS THAT AI HAS PROVIDED 'ZERO FINANCIAL PAYOFF' [drifted from the evidence:] TO COMPANIES OUTSIDE TECH")
[added by the neutral restatement:] In a recent note, Apollo Global Management chief economist Torsten Slok [added by the neutral restatement:] wrote that AI has [added by the neutral restatement:] produced no financial payoff [added by the neutral restatement:] for US companies outside the technology sector, using the phrase "zero financial payoff.
Red-tinted words in the claim drifted from the evidence. Green-tinted words are what a neutral restatement needs.
The trace / claim to source
- The note exists, is attributed correctly, and is correctly dated. It was published Saturday 24 October 2026 in Apollo's Daily Spark series under the title "No Signs of AI Payoff Outside the Tech Sector," which matches the post's "a note over the weekend."
- The quoted phrase is exact. Slok's own opening sentence uses the words "zero financial payoff to corporate America outside of tech."
- The two further quotes in the caption are exact and in context: revenue per worker and profit margins rising for the Mag 7 while flat for the S&P 493, and no signs of AI boosting productivity growth.
- The post correctly identifies Slok's role as chief economist at Apollo Global Management, and correctly explains the Mag 7 versus S&P 493 split.
- The Goldman Sachs side claim is accurate. The CEO said there is very little Goldman does that needs frontier models, at the launch of a $500 million small-business AI effort with four AI labs, reported by Fortune on 23 October 2026.
- The Anthropic side claim is accurate. Anthropic publicly filed a Form S-1 with the SEC on 26 October 2026.
- The post says AI has delivered no meaningful advantages "for businesses," while the note's financial evidence is drawn from the 493 largest US public companies outside the Magnificent Seven. Small firms, private companies and non-US firms are not measured by those two charts, so a statement about the S&P 493 is being read as a statement about business in general.
- The headline wording "TOP ECONOMIST FINDS" presents an argument built from aggregate index-level charts as a measured result. Aggregate revenue per worker and margins cannot isolate AI's specific contribution from pricing, demand, interest rates, labor costs or sector mix. Slok's own closing sentence is weaker than his opening one: he writes that there is no evidence of improvement, which is an absence of a visible signal rather than a demonstration that the payoff is zero.
- Marketing as evidence, in a mild form: a market commentary note published by an asset manager is presented as a neutral economic finding. It is reliable evidence of what Slok argued and of the charts he showed, and it is not an independent, refereed measurement of AI's return on investment.
- The post does not mention that the note's productivity point concerns measured, economy-wide productivity statistics, which are known to move slowly and to capture new technologies with a lag. Readers are left with "no payoff" rather than "no payoff yet visible in these aggregates."
- Whether AI has in fact produced no financial benefit for non-tech companies is not settled by this note. Survey evidence from corporate executives collected by Federal Reserve researchers reports positive, if modest and uneven, AI-attributed productivity effects at firm level, which sits in tension with a flat reading of index aggregates.
- How much of the Mag 7 versus S&P 493 gap is attributable to AI at all is not established. The two groups differed on revenue per worker and margins before the current AI cycle, and the note's charts show a divergence rather than a cause.
- Whether "flat" means exactly unchanged or modestly rising for the S&P 493 is not resolvable from the published page text alone, since the underlying series values behind the charts are not published alongside them.
- Whether later data revisions or coming earnings seasons change the picture is open by construction, since the note describes conditions as of October 2026.
The note exists, is recent, and says what the post says it says. Apollo's own page opens with the sentence "Despite massive investments and widespread hype around artificial intelligence, the technology has delivered zero financial payoff to corporate America outside of tech." The same page continues: revenue per worker is rising for the Mag 7 but flat for the S&P 493, profit margins are rising for the Mag 7 but flat for the S&P 493, and there are still no signs of AI boosting productivity growth. The note's concluding line is narrower than its opening: the bottom line is that the AI story will be decided in the S&P 493, not the Mag 7, and so far there is no evidence that revenue growth or margins are improving outside the tech sector. Bloomberg independently reported the note on 25 October, quoting the same lines and dating it to Saturday: "Revenue per worker is rising for the Mag 7 but is flat for the S&P 493," he wrote in a note published Saturday, with the same pattern for profit margins and no signs yet of AI boosting productivity growth. Trade coverage identifies the note as a five-chart Daily Spark item: published 24 October 2026 under the title "No Signs of AI Payoff Outside the Tech Sector," setting five charts side by side covering revenue per worker, profit margins, productivity growth, the concentration of AI spending, and the financial backing of the heaviest AI buyers. The S&P 493 is Slok's label for the S&P 500 minus Alphabet, Amazon, Apple, Meta, Microsoft, Nvidia and Tesla. The post's two supporting side claims also check out. Fortune reported Goldman's CEO saying, at the launch of the bank's small-business AI push, "There's very little that we do where we need frontier models," alongside a $500 million AI push with OpenAI, Anthropic, Google and Meta. Anthropic's own newsroom confirms the IPO step: on 26 October 2026 Anthropic, PBC filed a registration statement on Form S-1 with the SEC relating to its proposed initial public offering of Class A common stock, intending to list on Nasdaq under the symbol "ANT."
Complete reasoning
The reply is formatted for pasting into the thread where the claim is circulating.
Ask this case
Answers come only from the case file above; nothing is added.
Did Torsten Slok actually say AI has a 'zero financial payoff' outside tech?
Yes. That exact phrase opens his Apollo note published 24 October 2026, which states AI has delivered zero financial payoff to corporate America outside of tech.
What evidence did Slok use to back this claim?
He used index-level charts comparing the seven biggest tech companies to the other 493 companies in the S&P 500, looking at revenue per worker, profit margins, and productivity growth. These charts describe large public companies rather than businesses in general.
Does this mean AI definitely has no benefit for non-tech businesses?
Not necessarily. The note cannot separate AI's specific effect from other factors like pricing, demand, or labor costs, and it only covers large public companies, not small firms, private companies, or businesses outside the US.
Is there research that contradicts Slok's finding?
Yes. Federal Reserve researchers have collected survey evidence from executives reporting small but positive AI-attributed productivity effects, which is in tension with the flat aggregate numbers Slok presents.
Is this note a scientific study or something else?
It is market commentary published by an asset management firm, not peer-reviewed research. It reliably shows what Slok argued and the charts he used, but it is not an independent, refereed measurement of AI's return on investment.