Ecosystem
OpenAI's Token Data Says the Agent Bottleneck Moved From Capability to Deployment
OpenAI's internal Codex usage grew 56x in Research and 32x in Customer Support since November 2025, while Engineering grew 27x. The departments that scaled fastest weren't the ones best suited to automation. They were the ones that solved deployment first.
Jun 27, 2026Verified