Industries
Financial services
Firms in this sector contend with model risk management obligations, the need to reconstruct decisions for supervisory review, and data that cannot be moved outside the estate, all against deadlines set externally by regulators.
What makes this sector different
Reconstruction years after the event
A supervisory sample request may arrive long after the original decision was taken. If answering it requires a manual investigation across several systems, the design has not adequately accounted for the requirement.
Model risk governance
Existing model risk frameworks were written for statistical models and are now being applied to language systems. The documentation expectations generally transfer without difficulty, whereas the validation methods frequently do not.
Data residency and third parties
Outsourcing and third-party risk regimes mean that adopting a hosted API is a governance matter before it is a technical one.
Remediation deadlines
Programmes working to fixed regulatory end dates have little capacity to absorb a six-month platform build alongside the remediation itself.
Workloads that come up
- Document-heavy remediation and file review
- KYC and onboarding evidence assembly
- Complaints triage and root-cause clustering
- Surveillance and alert reduction
- Policy and procedure question answering for front-line staff
- Regulatory change impact mapping
Frameworks in play
Two patterns we deploy here
Declared-graph case review with escalation
Structured extraction and consistency checking, in which any ambiguous case is routed to a named reviewer and every transition is recorded in a framework-independent trace.
Grounded internal policy assistant
Retrieval across policy and procedure documents, with entitlement filtering applied at query time, citation of the governing source, and suppression of any answer that cannot be cited.
Start with the constraint.
Most of these projects are shaped by what you cannot do rather than what you want. Data that cannot leave the estate, a model you cannot host with a third party, a decision somebody has to justify to a regulator. Tell us yours and we will say honestly whether we can work inside it.