Model risk management and supervisory explainability
Banking & capital markets
Supervisors already have a mature model-risk vocabulary. We express AI systems in that vocabulary — tiering, independent validation, effective challenge, decision-level explanation — so credit, pricing and surveillance deployments clear internal validation and supervisory review without a parallel governance stack.
Pressures
What shapes delivery in this sector.
Model risk management
SR 11-7, OSFI E-23 and equivalent regimes require independent validation and effective challenge.
Explainability
Credit, pricing and surveillance decisions must be explainable to the customer and to the supervisor.
Conduct and market integrity
Automated surveillance and client-facing assistants create new conduct exposure that must be monitored.
Use cases
Where value shows up first.
- Credit memo drafting and covenant extraction with reviewer sign-off
- AML and trade-surveillance alert triage with rationale capture
- Client documentation and disclosure review
- Regulatory change monitoring mapped to internal controls
Evidence
What we leave behind.
- Model inventory entry with tier, owner and validation status
- Independent validation report and effective-challenge record
- Decision-level explanation logs retained for supervisory review
Next step
Discuss an banking & capital markets use case.
A confidential discovery call with your risk, compliance and technology leadership.