Risk Maps

Maps ethics risks across confidentiality, competence, supervision, billing, and citation integrity.

Main risks

• · Unverified AI citations
• · Client data in public tools
• · Insufficient supervision
• · Opaque AI billing

Structured map of clause-level risks in AI vendor agreements.

Main risks

• · Training data rights
• · Output ownership gaps
• · Weak breach notification
• · One-sided indemnity

Employment law risks for AI-assisted hiring and screening tools.

Main risks

• · Disparate impact
• · Missing candidate disclosure
• · Unvalidated vendor claims
• · Audit trail gaps

Authentication and admissibility risks for AI-generated evidence.

Main risks

• · Deepfake admissibility
• · Authentication failures
• · Discovery disputes
• · Court rule noncompliance

Go-to-market and product liability risks for AI companies.

Main risks

• · Overclaimed capabilities
• · Terms-of-service gaps
• · Regulatory misclassification
• · Consumer protection exposure

Practical risk map for firm-wide generative AI adoption.

Main risks

• · Policy gaps
• · Shadow AI use
• · Client disclosure failures
• · Malpractice exposure