AI Use Cases for Security, Risk, and Human Review

AI Use Cases Need Risk Controls

Every useful AI use case also has risk: private data, inaccurate outputs, overtrust, tool access, customer impact, or automation mistakes. Good use cases include review and boundaries from the start.

Security and Review Use Cases

• Identify sensitive data before using AI.
• Review AI outputs before sending or publishing.
• Check sources, facts, names, numbers, and claims.
• Define what tools and files AI can access.
• Create approval gates for customer-facing actions.
• Document owners for AI-assisted workflows.

Make Safety Part of the Workflow

Human review should not be an afterthought. The stronger the use case, the clearer the review step should be.