Approval gate
A control that requires a human to approve a specific action before it executes, applied narrowly to the irreversible or high-consequence actions flagged during scoping (a large payment, a mass email, a record deletion). Applied to the small set of actions that must not go wrong silently, gates work; applied to everything, they decay into rubber-stamping.
Defined in 3 GAGE programs, which carry 3 distinct definitions of it. The wording above is taught in Certified AI Governance Professional (CAIGP).
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.
A control that requires a human to approve a specific action before it executes, applied narrowly to the irreversible or high-consequence actions flagged during scoping (a large payment, a mass email, a record deletion). Applied to the small set of actions that must not go wrong silently, gates work; applied to everything, they decay into rubber-stamping.
A configured checkpoint where an agent must obtain explicit human confirmation before taking a specified action. Applied to irreversible and high-stakes actions, while reversible actions run without a prompt.
A system state an assisted output must pass through before becoming a record, an assertion or a communication, with refusal conditions. Distinct from a mandatory field, which gets completed with a full stop.
Where it is taught
The exact lessons this term appears in. The first module of every program is free with a free account.
- Securing Agent Permissions and Access Boundaries · AI Security Fundamentals, Certified AI Practitioner: Workplace Foundations
- You deploy an agent: scoping, containment, and the kill switch you test before launch · Agents Under Command, Certified AI Governance Professional (CAIGP)
- Governing the artificial intelligence your own function uses · Governance, Risk and Compliance Technology, Automation, and Evidence Engineering, Certified Enterprise Governance, Risk and Compliance Professional (CEGP)
Where it shows up at work
A definition is where Approval gate starts. The lessons above teach it inside the competencies below, which are what job descriptions ask for and what the GAGE credential records. Every link here is drawn from the same careers map that builds a role's readiness check.
Governs AI agents that take actions: tool access, least privilege, interruptibility, cascading actions and accountability for what an agent did.
2 lessons on this page teach it as a primary outcome.
Understands prompt injection, data poisoning, model theft, insecure integrations and excessive agent privileges, and the controls that reduce each.
One lesson on this page teach it as a primary outcome.
Defines who reviews AI outputs, what they check, when they can override, and how to keep review from becoming a rubber stamp.
One lesson on this page teach it as a primary outcome.
Roles that hire for it
Each role page shows the full competency set, what the seat decides, and a readiness check against your own evidence.
- Chief Information Security Officer, AI security focusneeds it at depth
- AI Security Architectneeds it at depth · 8 open postings this week
- Chief Technology Officer, AI engineering editionneeds it at depth
- AI Governance Engineerneeds it at depth · 7 open postings this week
- VP of AI Governance and Ethicsneeds working knowledge
- Agentic AI Engineer, orchestration editionneeds working knowledge
How job descriptions say it
Postings rarely use the textbook word. These are the phrases the careers map reads as asking for the competencies above.
Where the frameworks place it: IMDA Model AI Governance Framework for Agentic AI; NIST AI RMF; OWASP Top 10 for LLM Applications; Google SAIF.
One interview question about it
An agent can send emails and update records. What may it touch, what needs a human, and how do you prove afterwards what it did?
Asked of candidates for agentic ai controls and authorization boundaries. Answering it in your own words is exactly how a GAGE topic is passed, and the credential records the pass where an employer can check it.
If you come from another field
Some backgrounds already carry this competency, and the readiness check gives credit for it.
- Cybersecurity and IT carries it as a claim to back up: Threat modeling and control design transfer; the AI-specific threats are new.
- A computer science or software engineering degree carries it as a claim to back up: Security fundamentals are a course you took, not yet a control you ran.
- A cybersecurity or information assurance degree carries it as work you can show: Security fundamentals are your coursework and your labs.
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.