Industry / Banking & Financial Services
AI that fits inside model risk management, not around it.
Banks, lenders, insurers and wealth managers have more experience with models than almost any other sector. They also face the strictest expectations on explainability, data protection, outsourcing and operational resilience.
We focus on operational uses where AI prepares, summarises and checks, and where accountable people make customer and credit decisions.
/ 01Sector workflows
Where AI helps
Customer onboarding and KYC support
Document checks, data extraction and discrepancy flags that speed up analyst review.
Servicing and complaints handling
Case summaries, drafted responses grounded in policy and routing of regulated complaints to trained staff.
Operations and reconciliation
Exception investigation with linked evidence for operations teams.
Policy and procedure knowledge
Cited answers from procedure manuals for front-line and operations staff.
/ 02Governance
Considerations we design for
- Alignment with your model risk management framework, including validation and documentation.
- Explainable outputs with evidence for every recommendation.
- Data residency and outsourcing requirements considered in deployment design.
- Clear separation between AI assistance and credit or suitability decisions.
Credible constraints
- Credit, pricing and suitability decisions carry specific regulatory obligations and are not automated in our designs.
- Third-party model providers may be treated as material outsourcing and need due diligence.
We do not claim sector certifications or regulatory approvals that we cannot evidence.
/ 04FAQ
Banking & Financial Services: questions
Do you have experience with regulators?
We design systems to produce the documentation and evidence your risk and compliance functions need. Engagement with regulators remains your responsibility, supported by your legal advisers.
Can models run in our own data centre?
Yes, with open-weight models where quality is sufficient, or through private connectivity to cloud providers.
AI in banking & financial services, done carefully
Start with a consultation that includes your risk and compliance colleagues. We will map opportunities against the constraints that apply to you.