RISK
Risk classification
Map AI use cases, users, affected persons, decision impact, and likely governance obligations.
I help teams classify AI risk, design governance models, define human oversight, and create audit-ready documentation for AI-enabled workflows.
Map AI use cases, users, affected persons, decision impact, and likely governance obligations.
Define roles, responsibilities, review points, controls, policy requirements, and operational limits.
Design review, override, escalation, and accountability flows for AI-assisted outputs.
Capture prompts, outputs, model usage, critical decisions, review actions, and evidence events.
Turn AI usage into a reviewable map of risk level, controls, documentation, and missing evidence.
Produce documentation that supports internal governance, procurement, and future regulatory review.
The work makes AI use explainable to management, customers, and auditors.