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OpenAI Signals: Job Functions and Consumer
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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Consumer Signals: ChatGPT Personal Plan, Monthly Over Two Years (Jul 2024 → )#
On personal ChatGPT the share of work use is diluting, the opposite of the deepening seen on the enterprise side.Draft, pending review
How to read this chart
Doing means asking ChatGPT to produce or act, asking means seeking information, expressing means venting. It sits on this page because the enterprise side above is deepening while the consumer side here is diluting: two diverging lines at the same company.
Source: OpenAI published research data; FinSight compilation · Updated 2026-09-04
Standalone page ↗d2-openai-signals-mon-02