Reach
How far an incident's effects extend, measured by number of records or people affected, whether the affected system is internal only or connects outward, and whether the harm is still spreading at the moment of discovery.
Defined in 3 GAGE programs, which carry 3 distinct definitions of it. The wording above is taught in Certified Agentic AI Governance Professional (CAAGP).
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.
How far an incident's effects extend, measured by number of records or people affected, whether the affected system is internal only or connects outward, and whether the harm is still spreading at the moment of discovery.
How much of a system's behavior a change touches. Together with test coverage, reach is the honest way to score a fix's risk, replacing the misleading proxy of change size.
The 3R Card's line recording what data or systems an agent is permitted to access to produce its output.
Where it is taught
The exact lessons this term appears in. The first module of every program is free with a free account.
- Working Inside an Agent Policy · Agentic AI and Workforce Integration, Certified AI Practitioner: Workplace Foundations
- Incident Severity · Rollout, Monitoring, and Incident Response, Certified Agentic AI Governance Professional (CAAGP)
- Fixing the model, breaking it again: why fixes are never free · Build Before You Govern, Certified AI Governance Professional (CAIGP)
Where it shows up at work
A definition is where Reach 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.
Applies IMDA's Model AI Governance Framework, AI Verify and the PDPA alongside Western frameworks for organizations operating across Asia.
One lesson on this page teach it as a primary outcome.
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; PDPA; AI Verify.
One interview question about it
Compare Singapore's approach to AI governance with the EU's, and say when a company should follow which.
Asked of candidates for singapore and apac ai governance frameworks. 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.
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.