Raw SignalAug 12, 20261 min read2 sources

OpenAI's Enterprise Signals: agents now produce most enterprise output

OpenAI's August reports say Codex produced 64% of enterprise output tokens by June and the top 10% of firms now use 8.3x more output per user than typical ones.

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OpenAI's August reports say Codex produced 64% of enterprise output tokens by June and the top 10% of firms now use 8.3x more output per user than typical ones. OpenAI published Enterprise Signals and a companion working paper, How Organizations Use AI, on August 12. As of June, Codex generated 64% of combined Codex and ChatGPT output tokens among enterprise

OpenAI published Enterprise Signals and a companion working paper, How Organizations Use AI, on August 12. As of June, Codex generated 64% of combined Codex and ChatGPT output tokens among enterprise customers. Frontier firms, the top 10% by monthly output tokens per active user, generated 8.3 times as many output tokens per active user as typical firms, up from 2.6 times in January.

Each week 21% of active users at frontier firms use Plugins, against 9% at typical firms. Since February, weekly active enterprise Codex users grew 108 times in legal, 41 times in sales and recruiting, and 26 times in marketing, compared with 5 times in engineering. Usage is highest among early-career employees. OpenAI measures depth of use by output tokens, which it calls a proxy, and the figures come from its own customer base.

Evidence / sources

  1. 1openai.com/index/how-enterprises-put-ai-to-work
  2. 2cdn.openai.com/pdf/how-organizations-use-chatgpt.pdf
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