Executive Summary
Use Case: AI-Assisted Portfolio Recommendations (Robo-Advice) · Business: Discretionary Portfolio Management · Model: Ensemble (GBM + Rules)
This sample illustrates how RiskAI produces audit-ready evidence: policy → procedure → workflow mapping, regulatory coverage (MiFID II, EU AI Act), test results, approvals, best-execution evidence, and post-market monitoring.
Binder Contents
1. Model Overview & Ownership
- Business context & KPIs (suitability pass rate, drift, client outcomes)
- Data sources & lineage (KYC, risk profile, markets)
- Risk tier & intended use (advice vs. execution-only)
- RACI & roles (Front Office, Risk, Compliance, Audit)
2. Regulatory & Control Mapping
- MiFID II (suitability, best-ex, conflicts), EU AI Act
- Policy → Procedure → Workflow links
- Evidence IDs & artifacts
3. Validation Evidence
- Suitability & appropriateness tests
- Performance & scenario/stress tests
- Explainability (recommendation rationale)
4. Approvals & Sign-offs
- 1st/2nd/3rd line approvals
- Approval gate outputs (Pre-Prod → Prod)
- Immutable audit trail
5. Monitoring & Incidents
- Drift/quality/surveillance thresholds
- Best-ex outlier alerts, greenwashing checks
- Corrective actions (CAPA)
6. Appendix
- Model cards & logs
- Workflow definitions
- Raw artifacts (PDF/CSV/JSON)
Model Overview & Ownership
- Owner: Head of Digital Advice
- Risk Tier: High (Client Advice)
- KPIs: Suitability pass %, AUC (propensity), churn impact, complaints rate
- Lineage: KYC/Risk Profile, positions, market data
Regulatory & Control Mapping (Excerpt)
Control ID | Policy → Procedure (Workflow) | Framework Mapping | Status | Evidence |
---|---|---|---|---|
POL-07 | Suitability & Appropriateness → Suitability Checks (Suitability — Recommendation) | MiFID II Art. 25; ESMA Suitability; EU AI Act Art. 14 | Implemented | EVID-207 |
POL-08 | Best Execution & Conflicts → Execution Evidence (BestEx — Trade Binding) | MiFID II Art. 27; RTS; Conflicts policies | Implemented | EVID-308 |
POL-10 | Marketing Fairness → Surveillance Review (Surveillance — Marketing) | Conduct (fair, clear, not misleading); SEC/FCA guidance | Implemented | EVID-510 |
POL-12 | Post-Market Monitoring → Monitor & Incidents (Monitoring — Ops) | EU AI Act Art. 61; Ongoing oversight | Implemented | EVID-612 |
Note: Full binder includes sub-controls, approver roles, thresholds, and artifact references.
Validation Evidence — Suitability & Appropriateness
Timestamp: 2025-07-10 11:32 UTC
Result: PASS — suitability acceptance 98.7% (threshold ≥ 97%)
Explainability: Client-level rationale generated & archived
Approvals: Front Office ✔ · Compliance ✔
EVID-207Explainability & Stress (Excerpt)
Local rationale stored per recommendation (XAI IDs XAI-207-1..XAI-207-50) Stress: Rate shock +300 bps → suitability ≥ 96.9% (alert below 97%) Documented edge cases auto-routed to human review
Best-Execution Evidence
Scope: Equity & ETF orders; sample month
Metrics: Slippage vs. NBBO, venue latency, hit ratios
Outcome: Meets policy thresholds; 3 outliers escalated
EVID-308Conflicts & Oversight (Excerpt)
Conflicts attestations collected quarterly (ATT-308-Q2) Outliers → Review board minutes RBM-308-07 with decisions & CAPA RTS reporting datasets archived (ANON)
Approvals & Sign-offs
Approvers: Model Owner (1st), Risk (2nd), Audit (3rd as needed)
Artifacts: Signed PDF, approval metadata, version tag
Audit: Immutable log entry AL-509-A
EVID-509Monitoring, Surveillance & Incidents
Signals: Data drift, suitability exceptions, best-ex outliers, marketing claims flags
Action: Severity-based escalation; rollbacks supported
Outcome: CAPA recorded; thresholds tuned; board notified
EVID-612Runbook Excerpt
Trigger: Suitability pass < 97% for 2 intervals OR best-ex outliers > policy Steps: Notify Front Office → Freeze auto-recommendations for impacted cohort → RCA → Method tweak → Re-validate → Approval gate Records: INC-612-09, CAPA-612-12
Appendix — Workflow Definitions
Suitability — Recommendation
Inputs: KYC, risk profile, constraints
Outputs: Client rationale (PDF/JSON), pass/fail, approvals
Gate: Blocks deploy on fail
BestEx — Trade Binding
Inputs: Order data, venues, quotes
Outputs: TCA report, outlier escalations
Gate: Policy thresholds enforceable
Monitoring — Ops
Signals: Drift, suitability, best-ex, marketing
Outputs: Alerts, incident record, CAPA
SLA: Severity-based escalation
Want the Full Binder?
Get the complete, role-based binder with artifacts and read-only access for internal audit or your risk committee.