Organize around roles
I organized the operation around areas of responsibility so it could be understood beyond individual automation names.
Case 04 · Operations
More automation.
A clearer operating structure.
I organized multiple automations into an AI team with clear responsibilities, so one person could manage direction and outcomes across the operation.
1 × 81 human operator + 1 AI coordinator · 7 specialists2
From a list of tools
to a structure of roles.
I separated human direction from the specialist areas assigned to AI. The value is a structure one person can understand and manage across multiple workflows.
- Inventory & purchasing
- Creator outreach
- Metrics
- Video feedback
- External communications
- Competitor analysis
- Development
Keep human judgment central
The operator remains responsible for priorities and interpreting outcomes, distinct from AI specialist work.
Think beyond execution
I designed for understanding and managing the whole operation, beyond whether an individual automation runs.
An operation one person
can understand.
Figures reflect verified operating records, not live status.
Sources and scope
Verified workflow register. Counts preserve the recorded status and do not claim current live operation.
Team role documentation. The image illustrates the AI responsibilities; it is not evidence of operation.
Detailed implementation and operating rules are not disclosed to protect confidential work.