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Compensating control

A measure that holds the line on a risk while a gap remains open (for example, human review of a model's outputs until a stale evaluation is re-run). A sound compensating control names three things: the exact boundary of the risk it covers, the trigger that forces human escalation, and who signs off and how often. Named in a flag so that a disclosed gap comes with an interim safeguard rather than an open exposure.

Defined in 2 GAGE programs, which carry 4 distinct definitions of it. The wording above is taught in AI Governance: Applied Mastery.

How each discipline defines it

The same term does different work depending on who is using it. These are the definitions as each program teaches them, unedited.

AI Governance: Applied Mastery

A measure that holds the line on a risk while a gap remains open (for example, human review of a model's outputs until a stale evaluation is re-run). A sound compensating control names three things: the exact boundary of the risk it covers, the trigger that forces human escalation, and who signs off and how often. Named in a flag so that a disclosed gap comes with an interim safeguard rather than an open exposure.

Agentic AI Governance: Applied Mastery

A structural or runtime control built at a boundary you do control specifically to offset residual risk from a safeguard you cannot verify or modify directly, such as a vendor agent's undisclosed internal safeguards (Section 3M). A compensating control does not require trusting the unverifiable part; it bounds the consequence if that part fails.

Agentic AI Governance: Applied Mastery

A mitigation applied at one component (for example, narrower tool permissions) to reduce the risk created by an unresolved gap at another component (for example, a protocol with no provenance check). Reduces exposure without claiming to fix the root cause.

Agentic AI Governance: Applied Mastery

A control an organization operates on its own side of a boundary with a third-party agent or system, added specifically to close a gap the third party's own controls do not cover, used when a vendor cannot or will not meet a required control depth directly.

Where it is taught

The exact lessons this term appears in. The first 7 topics of every program are free with a free account.

Terms it appears with

Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.