What This Sample Shows
A tangible excerpt of RiskAI’s regulatory mapping: how policies & procedures (workflows) align with obligations, with example use cases for insurers. Data is anonymized and illustrative.
Frameworks Covered
EU AI Act
Risk tiers, RMF, data governance, transparency, human oversight, PMM.
Articles 6, 9, 10, 13–15, 61ISO 23894
AI risk management processes and control themes.
Clauses 5–7NIST AI RMF
Govern — Map — Measure — Manage alignment.
Core FunctionsEIOPA Guidance
Trust, fairness, human oversight, documentation, accountability.
Supervisory expectationsCross-Framework Mapping (Excerpt)
| Use Case | Policy → Procedure (Workflow) | EU AI Act | ISO 23894 | NIST AI RMF | EIOPA / Solvency II | Status |
|---|---|---|---|---|---|---|
| Claims Fraud Scoring | POL-05 Bias & Fairness → PROC-05-A Bias Test Suite (BiasCheck Pre-Prod) | Art. 10 (Data), Art. 14 (Oversight) | 6.2 Risk treatment | Measure (metrics) | Fairness & oversight | Implemented |
| Underwriting & Pricing | POL-01 Risk Tiering → PROC-01-B Model Tiering (Intake Register) | Art. 6 (Risk), Art. 9 (RMF) | 5.3 Risk assessment | Map (context) | Model governance; rate filing evidence | Implemented |
| GenAI Claims Assist | POL-09 Human Oversight → PROC-09-C Approval Gate (Prod Gate) | Art. 14 (Oversight) | 6.2 Controls | Govern (roles) | Accountability & logs | In Review |
| Monitoring (All Models) | POL-12 PMM → PROC-12-A Monitoring (Ops Monitor) | Art. 61 (PMM) | 7 Continuous improvement | Manage (response) | Incident mgmt; remediation | Implemented |
Note: This is an excerpt. Full mappings include sub-controls, artifacts, and approver roles.
Per-Framework Obligations (Sample)
EU AI Act (Excerpt)
Art. 9 Risk Management → POL-01, POL-12 Art.10 Data Governance → POL-05 Art.13 Transparency → surfaced via Model Cards Art.14 Human Oversight → POL-09 (Approval Gate) Art.61 Post-Market Monitoring → POL-12 (Ops Monitor)
ISO 23894 (Excerpt)
5.3 Risk Assessment → Tiering & intake 6.2 Risk Treatment & Controls → Bias tests, approvals 6.3 Monitoring & Review → Drift/bias dashboards 7 Improvement → Incident RCA & CAPA
NIST AI RMF (Excerpt)
Govern → Policies, roles, responsibilities Map → Context & intended use documentation Measure → Fairness, robustness, performance tests Manage → Alerts, incidents, corrective actions
EIOPA / Solvency II (Excerpt)
Trust & Fairness → Bias controls & approvals Human Oversight → 3 Lines of Defense sign-offs Documentation & Accountability → Audit binder exports Solvency II → Model validation evidence linkage
How to Read This Mapping
Policies articulate governance intent, procedures define how controls are executed, and workflows provide tangible artifacts (reports, logs, approvals). Each row ties to evidence IDs you can audit.
- Policies (POL-xx): Governance intent aligned to frameworks
- Procedures (PROC-xx): Operational steps with ownership
- Workflows: Systemized actions producing artifacts (PDF/CSV/JSON, signatures, audit logs)
Want the Full Mapping?
Get the complete, role-based matrix with control IDs, approvers, and artifact examples for your lines of defense.