Before

Every launch meant rediscovering layer groups that made sense last quarter.

After

Snapshot updates · summarize · render tile · queue review inside chat—all behind explicit caps.

Honest limit

Automation didn’t fix weak positioning—it exposed it faster. We tightened messaging before scaling schedules.

Related playbooks

30-minute weekly rhythm · plan caps