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OpenAI: Codex Generates 99% of Engineers' Output Tokens Internally

  • AI Agents
  • Software Dev & Coding
  • Sales & Business

On June 25, 2026, OpenAI published economic research based on its own internal usage data, revealing that 99% of the output tokens generated monthly by its engineers come from the agentic AI tool "Codex" rather than the conversational ChatGPT. According to the company's blog post "How agents are transforming work" and an accompanying research paper, the shift extends well beyond engineering into non-technical departments such as Finance (91%), Recruiting (89%), and Legal (88%).

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