AI Frontier 2025-10-09

AIGC Governance Playbook: Risk Boundaries for Real-World Teams

Sherry Gao

AI Governance Advisor

Read Time: 13 Min

AIGC Governance Playbook: Risk Boundaries for Real-World Teams

Risk Map

The main AIGC risks sit across copyright, factual accuracy, privacy, and brand reputation.

Responsibility Layers

Define clearly who generates, reviews, approves, and owns the outcome.

"The future belongs to products that solve a problem and make people feel something meaningful."

Embed Review into the Workflow

Build review checkpoints into publishing, instead of relying on after-the-fact checks.

Iterate Governance

Refresh your high-risk scenario list and blocked prompt library every month.