OpenAI internal Codex token usage surged up to 56x across departments since Nov 2025

Median internal Codex output tokens grew 56x in Research, 32x in Customer Support, 27x in Engineering, and 13x in Legal since November 2025. OpenAI employees had unlimited AI access throughout but usage only recently accelerated significantly.