The problem at this scale
The blocker is rarely capability. It is whether the system can be governed: who may see what, who approved an action, what happens when the model is wrong, and whether any of it can be evidenced to an auditor.
What we build for it
Role-aware agents limited to what each role may see and do. Permissions enforced before retrieval, not requested in a prompt. Approval gates on high-impact or irreversible actions. Audit trails with appropriate redaction and retention. Deployment on-premise, on a private LLM, or air-gapped where regulation requires it.
Sectors we serve
Banking and finance, government and public sector, healthcare, law enforcement and large-scale retail. Related work includes financial reconciliation for ARKA and covenant monitoring for a major US bank — see our work.
Build Your Organisation’s AI Capability
Start with a focused AI Discovery Sprint. We will map your use case, organisational knowledge, systems, MCP integrations, security requirements and delivery architecture.