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Deployment

A specific system used for a specific purpose in a specific context. The unit of inventory, because the same model in two uses is two governance objects.

Defined in 4 GAGE programs, which carry 4 distinct definitions of it. The wording above is taught in Certified Enterprise Governance, Risk and Compliance Professional (CEGP).

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.

Certified AI Governance Professional (CAIGP)

Putting a system into real use, where a real user with a real problem depends on it under your organization's actual conditions. The distance between a demo and a deployment is the subject of this topic.

Certified Agentic AI Governance Professional (CAAGP)

One specific instance of one agent, doing one describable job, for one identifiable population of users, inside one organization, real or simulated; the unit this program's dossier is built around.

Certified Enterprise Governance, Risk and Compliance Professional (CEGP)

A specific system used for a specific purpose in a specific context. The unit of inventory, because the same model in two uses is two governance objects.

Certified AI Practitioner: Workplace Foundations

The provisioning of an AI tool (licenses, access); an IT event that happens in a day and must not be mistaken for adoption.

Where it is taught

The exact lessons this term appears in. The first module of every program is free with a free account.

Where it shows up at work

A definition is where Deployment 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.

Adoption and change managementBusiness and Transformation

Knows why rollouts stall, separates a skills problem from a trust problem, builds champion networks, and measures adoption honestly.

One lesson on this page teach it as a primary outcome.

Redesigns roles as AI absorbs tasks, plans reskilling instead of replacement, and supports managers in honest conversations about how work changes.

One lesson on this page teach it as a primary outcome.

AI inventory and use-case intakeGovernance and Oversight

Finds every AI system in use, records owner, purpose, data and risk tier, and keeps the record alive as tools change.

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.

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.

“change management”“drive adoption”“organizational change”“workforce transition”“role redesign”“workforce planning”

Where the frameworks place it: NIST AI RMF MAP 2; ISO/IEC 42001 Annex A.

One interview question about it

How do you get a team that fears an AI tool to use it well, and how do you know adoption is real and not reported?

Asked of candidates for adoption and change management. 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.

Terms it appears with

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