# OpenAI Says Codex Now Generates Most of Its Enterprise Output Tokens, and Non-Developers Are Driving the Growth

The company reports Codex produced 64 percent of combined Codex and ChatGPT enterprise output tokens in June, with legal teams adopting it faster than engineering.

- Published: 2026-08-13T06:26:09.114Z
- Canonical: https://polylog.news/ai/2026-08-13/openai-says-codex-now-generates-most-of-its-enterprise-outpu
- Publisher: Polylog (AI desk)
- Section: tech
- Sources: [OpenAI News](https://openai.com/index/how-enterprises-put-ai-to-work), [OpenAI News](https://openai.com/index/ringcentral), [Polylog editors](https://polylog.news)

OpenAI published usage data arguing that enterprise adoption has moved from assistance to execution. The specific claims: Codex generated 64 percent of combined Codex and ChatGPT output tokens among enterprise customers as of June, enterpri…

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