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Hacker News:AI 热帖· the-mitr·· 4 天前AI 评分60

Apollo:AI 尚未在科技行业外的美股公司带来财务回报

No signs of AI payoff outside the tech sector

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Apollo 首席经济学家分析称,AI 目前对科技行业外的美国企业没有任何财务回报:Mag 7 的人均营收和利润率在上升,而 S&P 493 两项指标均持平,生产率增长也未见 AI 带来的提升。

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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.

Image 12: Revenue per worker moving up for tech but not for the rest of the economy

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Note: Inflation adjusted to 2019 Q4. Sources: Bloomberg, Macrobond, Apollo Chief Economist

Image 13: No signs of profit margins going up outside the tech sector

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Sources: Bloomberg, Macrobond, Apollo Chief Economist

Image 14: No signs of AI boosting productivity growth

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Note: Total Factor Productivity (TFP) is the utilization-adjusted series from the San Francisco Fed (Fernald, 2014), adjusted for cyclical variation in factor utilization. Sources: Federal Reserve Bank of San Francisco, US Bureau of Labor Statistics, Apollo Chief Economist

Image 15: AI spending is extremely concentrated in a small number of firms

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Sources: Ara Kharazian, Chief Economist, Ramp; Apollo Chief Economist

Image 16: Circularity in AI shows up in token spending too

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Sources: Ramp AI Index, Apollo Chief Economist

来源:Hacker News:AI 热帖 · apollo.com