Where it matters
A system is gaining users, sensitive data, integrations, or regulatory obligations faster than its security design and review process are maturing.
What this discipline brings
- Threat modeling around actual users, data, and attack paths
- Identity and access review, targeted testing, and ranked findings
- Remediation checks built into the delivery path
- Technical evidence for the client’s audit or compliance team
Security work is part of AI Production Readiness, Productionization & Modernization, and Delivery Assurance as risk requires. Formal certification and legal interpretation stay with qualified auditors and counsel.