The trick: Scope Swap
Apollo's chief economist says AI has delivered zero payoff outside tech.
His charts show flat averages for 493 companies. Flat on average is not zero for everyone.
AI has delivered zero financial payoff to corporate America outside tech.
Before you read on. Your call?
TRUE, BUT
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Apollo's charts show revenue per worker and margins flat for the S&P 493 and productivity growth near nil. Other data agree nothing shows up yet in the aggregates. But the charts are averages that do not separate AI from anything else, and an Atlanta Fed survey of executives finds positive gains that are slow to reach revenue.
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The trick has a name
We call it Scope Swap: applies to far less than it sounds like. You'll see it again. Learn to spot it →
Receipts
- Supports apollo.com:
the technology has delivered zero financial payoff to corporate America outside of tech.
- Supports apollo.com:
Revenue per worker is rising for the Mag 7 but is flat for the S&P 493, see the first chart below.
- Supports apollo.com:
Profit margins are rising for the Mag 7 but are flat for the S&P 493, see the second chart below.
- Context apollo.com:
Total Factor Productivity (TFP) is the utilization-adjusted series from the San Francisco Fed (Fernald, 2014)
- Context apollo.com:
so far, there is no evidence that revenue growth or margins are improving outside the tech sector.
- Supports accountsrecovery.net:
utilization-adjusted total factor productivity grew just 0.07% over the four quarters ending in the first quarter of 2026.
- Supports accountsrecovery.net:
About 95% of AI-related productivity sentences referred to future gains
- Supports atlantafed.org:
more than 80 percent of firms reporting no impact on either employment or productivity.
- Refutes atlantafed.org:
Labor productivity gains are positive, vary across sectors, and are expected to strengthen in 2026
- Context atlantafed.org:
perceived productivity gains are larger than measured productivity gains, likely reflecting a delay in revenue realizations.
- Context atlantafed.org:
We use novel data from a survey of nearly 750 corporate executives to study the effects of artificial intelligence (AI) on productivity
Open the Receipts Pack → What each source proves, every figure traced, and what would change our verdict.
