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OpenAI enterprise report: Codex now drives 64% of enterprise output tokens as agentic AI spreads

OpenAI published two studies showing enterprise AI is shifting from assistants to agents: Codex generated 64% of combined Codex and ChatGPT output tokens among enterprise customers as of June. Frontier firms now produce 8.3x more output tokens per active user than typical firms, up from 2.6x in January, with agentic adoption spreading fast across legal, sales, recruiting, and marketing.

Published

OpenAI published two complementary studies on Tuesday showing enterprise AI use is shifting from asking questions to carrying out work, with frontier firms — the top 10% of AI users each month — now generating 8.3x as many output tokens per active user as typical firms, up from a 2.6x gap in January.

Why it matters

The widening frontier gap suggests model access alone is not enough — complementary investment in learning, shared workflows, data infrastructure, and governance determines how deeply companies benefit from agentic AI.

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