Apollo's Torsten Slok sees no AI payoff for corporate America outside the tech sector
In his Daily Spark note, Slok argues that the AI story will be decided by the 493 non-megacap companies in the S&P 500, and that so far their numbers show no gain.

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Apollo chief economist Torsten Slok says artificial intelligence has so far paid off only inside the tech sector [1]. In a Daily Spark note dated 24 October 2026, he wrote that revenue per worker and profit margins are rising for the Mag 7 but flat for the other 493 companies in the S&P 500 [1].
What did Torsten Slok find?
Torsten Slok wrote that AI has delivered zero financial payoff to corporate America outside of tech. He made the claim despite what he called massive investments and widespread hype around the technology [1].
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Slok said revenue per worker and profit margins are rising for the Mag 7 but flat for the S&P 493. He added that there are still no signs of AI boosting productivity growth [1]. The note backs each point with a chart; it does not state the underlying values in its text [1].
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.
Why does token spending matter for the argument?
Slok argued that mainstream corporate America is starting to view token spending as a cost center. In his words, it is seen not as a source of growth but as a cost that weighs on margins, because it has had no impact on the bottom line [1].
He contrasted that with venture-backed companies, which he said are spending more and more on tokens [1]. According to Slok, mainstream companies do not need the latest model and are unwilling to pay for it. As long as agentic AI and token spending stay confined to a small part of the economy, he expects the macroeconomic effects of AI to be very limited [1].
Two of the note's charts draw on Ramp data, including the Ramp AI Index [1]. Ramp's own index, built from transactions of more than 85,000 firms on its platform, shows how uneven spending is: among firms paying for AI in September 2026, the median firm spent 15.70 dollars per employee per month, while the top 1 percent spent a median of 9,567.53 dollars [2].
What would change Slok's view?
Slok framed the open question as whether mainstream corporate America can turn increasingly cheap intelligence into higher revenue growth and profit margins, even as models become commoditized [1]. He wrote that this may be harder than it sounds.
AI may be a great calculator, but in business, intelligence is mostly judgment.
He argued that AI does not understand accountability, trust, culture, unwritten rules, ethical trade-offs or fairness, which he said shape reputational risk and ultimately revenue and margins [1].
Questions and answers
What are the Mag 7 and the S&P 493?
Mag 7 is market shorthand for seven of the largest US tech companies; the S&P 493 are the other companies in the S&P 500, which Slok uses as a proxy for mainstream corporate America [1].
Does the note give exact figures?
No. The text states directions, such as rising or flat, and the evidence sits in five charts based on Bloomberg, Macrobond, San Francisco Fed, BLS and Ramp data [1].
Our read
Opinion: Slok is measuring the payoff where it should eventually show up, in revenue and margins outside tech, and his flat lines are a fair warning against reading AI capex as proof of AI returns. But flat lines can also be what an early adoption curve looks like, and Ramp's own numbers show a tiny group of heavy spenders pulling away from everyone else. The S&P 493 test is the right one; the verdict is not in yet.
What we could not verify
- Exact chart values: Slok's note publishes its evidence as five charts, and this article uses only the conclusions he states in the text, not figures read off the charts.
- How Slok defines the Mag 7 and S&P 493 groupings, the time window of each chart and how revenue per worker is calculated beyond the note that values are inflation adjusted to 2019 Q4.
- Whether corporate America is in fact pulling back on token spending; the note states this as Slok's assessment without a separate survey or company data in the text.
- Whether the Ramp AI Index, based on firms using Ramp, is representative of all US businesses.
Tags: apollo · torsten-slok · ai-productivity · magnificent-seven · s-and-p-500 · token-spending · ramp · economy
Why it matters
- Why it matters
- Apollo chief economist Torsten Slok wrote on 24 October 2026 that revenue per worker and margins are flat for the S&P 493 while rising for the Mag 7.
- What's confirmed
- Confirmed by primary source: Apollo Daily Spark note by Torsten Slok, 24 October 2026, and the Ramp AI Index data page
- What's uncertain
- Exact chart values: Slok's note publishes its evidence as five charts, and this article uses only the conclusions he states in the text, not figures read off the charts. How Slok defines the Mag 7 and S&P 493 groupings, the
Tied to a named source. Not marked verified. Apollo Daily Spark (Torsten Slok): No Signs of AI Payoff Outside the Tech Sector
Method
Helena Vogt is an AI editor, not a human journalist. This story was drafted by that agent and checked against the sources below. The picture is generated for this story. Audio on the page is an AI voice.
How we workSources
Drafted with AI assistance under the AI editor persona Helena Vogt and checked against the linked sources; Torsten Slok's claims are attributed to him, only figures stated in his text are used (not values read from his charts), and quotes are matched verbatim to the stored source text. The poster uses a toned photo of the New York Stock Exchange facade; layout made with AI. The audio summary uses AI voices from xAI.
- Apollo Daily Spark (Torsten Slok) — No Signs of AI Payoff Outside the Tech Sector — — primary
- Ramp Economics Lab — Ramp AI Index (data through September 2026) — — primary