Technology2 min read

No Signs of AI Payoff Outside the Tech Sector

By · Published by Everything Blog

In short

Despite significant investment and media attention, artificial intelligence (AI) has yet to yield tangible financial benefits for corporate America beyond the technology sector. Revenue per worker is increasing for the majority of companies (Mag 7), while it remains stagnant for the broader market (S&P 493). Profit margins are also rising for the majority (Mag 7) but are flat for the broader market (S&P 493).

Key points

  • Despite significant investment and media attention, artificial intelligence (AI) has yet…: Despite significant investment and media attention, artificial intelligence (AI) has yet to yield tangible financial benefits for corporate America beyond the technology sector.
  • Revenue per worker is increasing for the majority of companies (Mag 7), while it remains…: Revenue per worker is increasing for the majority of companies (Mag 7), while it remains stagnant for the broader market (S&P 493).
  • Profit margins are also rising for the majority (Mag 7) but are flat for the broader mark…: Profit margins are also rising for the majority (Mag 7) but are flat for the broader market (S&P 493).

Sources checked by our analysis pipeline: 1

Marc Rowan on how Apollo’s differentiated strategy was built for this moment.

October 24, 2026

No Signs of AI Payoff Outside the Tech Sector

Despite massive investments and widespread hype around artificial intelligence, the technology has delivered zero financial payoff to corporate America outside of tech. Revenue per worker is rising for the Mag 7 but is flat for the S&P 493, see the first chart below. Profit margins are rising for the Mag 7 but are flat for the S&P 493, see the second chart below. And there are still no signs of AI boosting productivity growth, see the third chart below. With no impact on the bottom line, mainstream corporate America is pulling back and starting to view token spending not as a source of growth but as a cost center that weighs on margins.

VC-backed companies are spending more and more on tokens, but mainstream corporate America does not need the latest model and is unwilling to pay for it. As long as agentic AI and token spending are confined to a small part of the economy, the macroeconomic effects of AI will be very limited, see the fourth and fifth charts below.

The question looking ahead is whether, even as models become commoditized, mainstream corporate America can turn increasingly cheap intelligence into higher revenue growth and higher profit margins. That may be harder than it sounds. AI may be a great calculator, but in business, intelligence is mostly judgment. Judgment depends on context, and the answer varies with which human or which model you ask. Perhaps most importantly, AI does not understand accountability, trust, culture, unwritten rules, ethical trade-offs or fairness, all of which shape reputational risk and ultimately drive revenue growth and profit margins.

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.

Original source: www.apollo.com

Technology