The era of limitless exploratory research financed solely by private sovereign funds and cloud credits is maturing into a balance-sheet discipline. Building gigawatt-scale infrastructure demands access to public capital markets.

Public market investors will rigorously examine inference unit economics, hardware depreciation schedules, and sustainable customer retention over promotional benchmark scores.