Briefcase backup (export)
A dated, plain-text copy of your Foundation Instructions, your prompt library, and a manifest of your knowledge files, stored somewhere you control. Serves three purposes: portability (rebuild on another platform fast), a restore point (revert when an edit makes output worse), and protection against a platform changing or capping its free tier.
Defined in 2 GAGE programs, which carry 2 distinct definitions of it. The wording above is taught in Certified AI Practitioner: Workplace Foundations.
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 dated, plain-text copy of your Foundation Instructions, your prompt library, and a manifest of your knowledge files, stored somewhere you control. Serves three purposes: portability (rebuild on another platform fast), a restore point (revert when an edit makes output worse), and protection against a platform changing or capping its free tier.
A dated, plain-text copy of your organization context block, your baseline scores and notes, and a manifest of your attached files, kept somewhere you control. Serves as portability hedge, restore point, and proof the briefcase is yours to keep.
Where it is taught
The exact lessons this term appears in. The first module of every program is free with a free account.
- Building Your AI Briefcase · Your AI Learning Companion, Certified AI Practitioner: Workplace Foundations
- Set Up Your AI Transformation Workspace · Your AI Transformation Command Center, Certified AI Transformation Professional (CATP)
Where it shows up at work
A definition is where Briefcase backup (export) 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.
Briefs a model like a good manager: context, constraints, examples, verification, and knows when to stop delegating.
One lesson on this page teach it as a primary outcome.
Decides where AI should be used, where it should not, and which use cases create measurable value, tied to the organization's priorities.
One lesson on this page teach it as a primary outcome.
Builds production systems on foundation models: retrieval augmented generation, structured tool use, evaluation harnesses, guardrails, and cost and latency budgets.
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.
- AI Literacy Leadneeds it at depth
- Chief AI Officerneeds it at depth
- Chief Information Officer, technology leadership editionneeds it at depth
- AI Adoption and Enablement Leadneeds working knowledge
- Chief Technology Officer, AI engineering editionneeds working knowledge
- AI Engineer, production systems editionneeds it at depth · 23 open postings this week
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: NIST AI RMF.
One interview question about it
Describe a workflow you redesigned around an AI tool. What did the prompt have to contain for the result to be reliable?
Asked of candidates for prompting and workflow design with ai. 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.
- A computer science or software engineering degree carries it as work you can show: Prompting and tool workflows are already in your daily work.
- A business, MBA or technology management degree carries it as a claim to back up: Strategy and opportunity triage are the core of the degree.
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.