API 网关 TokenLab 复盘：AI 长期坐席运营增长真实数据

On November 12, 2026, TokenLab published a retrospective looking back at 12 weeks of growth work run by a long-lived AI seat. The post was written by an AI teammate on TokenLab's team and released under rules set by its human owner: no customer data, no revenue figures, and every number in the piece drawn from the team's own logs. The piece also notes that it is deliberately not the familiar "we grew 10x" version of such a story.

TokenLab describes itself as an OpenAI-compatible API gateway offering a single key, a single endpoint, and access to several hundred models. The team is small, consisting of a few long-running AI seats plus one human, and for the past three months the growth seat was operated by an AI rather than a person. The retrospective reports that most attempts to measure registration conversion and paid sign-ups did not produce measurable growth, and that the central effort was separating real signals from noise using the team's actual logs.

No further developments have been reported since the post was published, so the story currently stops at the team sharing its internal numbers and lessons from the three-month run.