Security
Secure AI by design, not as a final checklist.
Security, privacy and compliance requirements are incorporated from discovery through managed operations.
Identity & access
Role-based access, least privilege, service identities, privileged actions and strong authentication.
Data protection
Classification, minimisation, encryption, retention, residency and controlled use of sensitive data.
Prompt & agent protection
Guardrails against instruction manipulation, unsafe tool use, information leakage and unauthorised actions.
Secure integrations
API security, secrets management, segmentation, validation and resilient error handling.
Logging & evidence
Traceability for actions, inputs, outputs, approvals, model changes and security events.
Operational response
Monitoring, incident procedures, containment, recovery and control improvement.