Figure 1From “What AI did to cost of goods sold is not visible in the line everyone quotes.”
The panel summary: three weightings, one direction
Every weighting rises between one and three points across the window. The dispute is not about the direction; it is about whether this line could show an AI effect at all.
Figure 1The panel summary: three weightings, one direction
Source: SEC EDGAR XBRL company facts; balanced panel of 53 BVP Nasdaq Emerging Cloud Index constituents, 2022Q1 to 2026Q1, 901 firm-quarters. Panel, code and exclusions: isoglu.com/research/gross-margin-panel/.

From the essay
Revenue operations & AI
What AI did to cost of goods sold is not visible in the line everyone quotes.
Two camps argue about AI and software margins from survey data. The audited filings agree with neither, and could not have settled it anyway.
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What AI did to cost of goods sold is not visible in the line everyone quotes.

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What AI did to cost of goods sold is not visible in the line everyone quotes.
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