AI governance & GenAI controls
Policy-to-control mapping, guardrails, monitoring, and evidence for enterprise AI and GenAI usage.
What breaks in the real world
- Avoid uncontrolled data exposure
- Make AI use auditable
- Prove guardrails actually work
No client specifics. No metrics. Employer-safe by design.
My structure for fixing it
- Define approved use-cases and risk tiers
- Enforce identity + access constraints
- Apply data controls (DLP/labels)
- Log and monitor AI activity
- Test guardrails and document exceptions