Figure 4From “What AI did to cost of goods sold is not visible in the line everyone quotes.”
The three numbers off your own cloud bill
Three columns, six monthly rows. This is the only version of the 23% figure that means anything: yours, on your own products.
Figure 4The three numbers off your own cloud bill
Source: Author's own worksheet.

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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Figure 1Figure
The panel summary: three weightings, one direction
What AI did to cost of goods sold is not visible in the line everyone quotes.

Figure 3Figure
Four tests, two instruments, no survivor
What AI did to cost of goods sold is not visible in the line everyone quotes.

Figure 2Figure
The line everyone quotes, drawn over seventeen quarters
What AI did to cost of goods sold is not visible in the line everyone quotes.
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