Shared from twixb · latent.space

[AINews] OpenAI reports median internal Codex output tokens grew 56x in Research, 32x in Customer Support, 27x in Engineering, and 13x in Legal since November 2025.

latent.space·Jun 26, 2026

OpenAI has reported a significant increase in the use of its Codex model across various departments, with median token output in Research growing by 56 times and other areas like Customer Support and Engineering also seeing substantial increases since November 2025. This uptick in internal usage highlights the evolving role of AI in enhancing productivity and workflow within the organization.

OpenAI's internal Codex usage has significantly increased, with median output tokens growing 56x in Research, 32x in Customer Support, and 27x in Engineering since late 2025. This trend suggests that Codex is becoming a critical tool for complex, cross-functional tasks and highlights the importance of developing persistent workflows and review loops to maximize AI productivity in professional settings.

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