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Reconciling Enterprise AI Revenue

Philipp D. Dubach· ·12 min read · 0 reactions · 0 comments · 24 views
#ai#investing#enterprise#revenue#market
Reconciling Enterprise AI Revenue
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The article discusses the discrepancies in enterprise AI revenue figures published in 2025, which vary widely from $37 billion to $1.478 trillion. Each figure is considered correct within its own defined parameters, highlighting the complexity of measuring AI revenue. The article emphasizes the importance of understanding these figures in the context of hyperscaler capital expenditures and market dynamics.

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Philipp D. Dubach - Finance, Tech & Strategy · Philipp D. Dubach
Read full at Philipp D. Dubach - Finance, Tech & Strategy →
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Original publisherPhilipp D. Dubach - Finance, Tech & Strategy
Canonical URLhttps://philippdubach.com/posts/reconciling-enterprise-ai-revenue/
Publication timeWed, 20 May 2026 14:11:17 +0000
Retrieval time2026-05-20T14:15:02.600Z
Last seen2026-05-20T14:15:02.600Z
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Opening excerpt (first ~120 words) tap to expand

Reconciling Enterprise AI RevenueMay 17, 2026 · AI, InvestingFour widely-cited 2025 enterprise AI revenue figures span 40x ($37B Menlo, $100-135B vendor run-rate sum, $307B IDC, $1.478T Gartner); each is correct under its own perimeter, so the reconciliation is definitional rather than measurement error.The audit-grade floor that defensibly underwrites $690B of 2026 hyperscaler capex is $63.2B narrow or $72.5B broad; looser numbers mix channel markup, third-party ARR claims, or full-retail device value into the same denominator.Capex-to-revenue runs at 10.9x on the narrow audit-grade basis against the 1990s telecom peak of 3.5x; even after netting only AI-incremental capex, the ratio sits at 6.3-7.9x, worse than the closest historical analogue.The Spread Index (audit-grade revenue over…

Excerpt limited to ~120 words for fair-use compliance. The full article is at Philipp D. Dubach - Finance, Tech & Strategy.

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