Initial unrestricted access caused governance issues. Built centralized A-Team hub with AI Champions per department. Balancing open culture with safe building took 2 months.
Observed in: AI company culture — 75 workflows in 6 months, 1,000 hours saved · … · Operations
Started with Zapier.
Started with Zapier. Founders found it too limiting for multi-step logic: 'Zapier is really good if you do one-two steps, for very simple tasks' — Richard Lo, co-founder. Switched to n8n for complex conditional flows.
Observed in: Relocation startup — side project to six-figure business using full… · Operations
Initial automations created too many duplicate tasks — meeting AI a….
Initial automations created too many duplicate tasks — meeting AI and project manager both creating the same action item. Added deduplication logic and single source of truth for task creation.
Observed in: Zapier internal — 206,000 minutes of tasks eliminated with AI autom… · Operations