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OpenAI Enterprise Signals: Codex Penetration by Job Function × Gap to the Frontier (Depth Layer, Monthly Check)
OpenAI Enterprise Signals: Codex Penetration by Job Function × Gap to the Frontier (Depth Layer, Monthly Check)#
Inside companies Codex is spreading from engineering into legal, sales and recruiting; the multiples are relative to a low February 2026 base.Draft, pending review
How to read this chart
Data is from OpenAI's economic research team's enterprise signals, de-identified. Frontier companies are the top 10% by output per active user; typical companies are the 45th to 55th percentile. Multiples are an index against a low February 2026 base; no absolute headcounts are given.
Source: OpenAI published research data; FinSight compilation · Updated 2026-09-04
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