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The companies best positioned in AI are not those with the best models — they are those whose products generate proprietary data that improves with use.
Data moats compound through usage while technology moats erode through commoditization. A 6-month model lead disappears; a dataset built from millions of user interactions does not. The competitive question is not who has the best AI — it is whose AI gets better fastest.






