Finding
A single, specific item in a mock defense report identifying a gap, weakness, or unsupported claim in one section of the dossier. A well-formed finding names the section, the framework element or threat it touches, the kind of gap, and its severity, whether or not those four parts are explicitly labeled.
Defined in 4 GAGE programs, which carry 7 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.
A single, specific item in a mock defense report identifying a gap, weakness, or unsupported claim in one section of the dossier. A well-formed finding names the section, the framework element or threat it touches, the kind of gap, and its severity, whether or not those four parts are explicitly labeled.
A report converted into a bare, falsifiable claim about a specific defect (this model denies this group at twice the rate on equal qualifications). A finding can be tested and defended, which is what makes it ready to place on the escalation ladder and put in a memo.
A specific, testable statement the analysis has established, narrow enough to be verified or refuted against evidence on its own. Distinct from a vague summary sentence that restates the analysis without adding checkable specificity.
The output of an assurance activity, carrying criteria, condition, cause and effect. Immutable once issued.
an honestly named gap in a dossier entry, an unowned dataset, an unverified claim, a contradiction between components, tracked forward rather than smoothed over, and closed by a later module rather than hidden in the current one.
Where it is taught
The exact lessons this term appears in. The first module of every program is free with a free account.
- Dossier Workshop A: System Description · The Agent, Deconstructed, Certified Agentic AI Governance Professional (CAAGP)
- Mock Defense I · The Capstone: Deploy and Defend, Certified Agentic AI Governance Professional (CAAGP)
- Operating-Effectiveness Testing: The Sample, the Exception, the Finding · Evidence Engineering, Certified AI Governance Professional (CAIGP)
- The whistleblower memo: what you do when the report is about your own project · Adversarial Governance, Certified AI Governance Professional (CAIGP)
- The board inspection: the seven-seat AI board audits your organization end to end · The Capstone: The Board Audit and Viva, Certified AI Governance Professional (CAIGP)
- The taxonomy · Findings, Issues, Root Cause, and Remediation, Certified Enterprise Governance, Risk and Compliance Professional (CEGP)
- Reading and writing a post-incident report · Failure Analysis, Learning From How Robots Break, Engineering Judgment and Professional Formation
Where it shows up at work
A definition is where Finding 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.
Maps risks to preventive, detective and corrective controls, then tests design and operation with samples, evidence and defensible findings.
One lesson on this page teach it as a primary outcome.
Scopes an AI audit, sets criteria, samples, interviews, tests, writes findings with condition, criteria, cause, effect and recommendation, and tracks remediation.
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 Audit Executive, AI audit editionneeds it at depth
- AI Auditorneeds it at depth · 9 open postings this week
- Senior AI Compliance Analystneeds working knowledge
- AI Compliance Managerneeds it at depth · 2 open postings this week
- AI Compliance Specialistneeds working knowledge · 1 open posting this week
- AI Governance Engineerneeds it at depth · 7 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: COSO; ISO/IEC 42001 Annex A; Global Internal Audit Standards; ISO/IEC 42001 Clause 9.2.
One interview question about it
Pick one AI control and tell me how you would test that it operated all year, not only that it was designed.
Asked of candidates for control design and operating-effectiveness testing. 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.
- Compliance and regulatory affairs carries it as work you can show: Control mapping and testing evidence exist in your files.
- Internal audit and IT audit carries it as work you can show: Tests of design and operating effectiveness are the core skill.
- Operations, claims, customer service and administration carries it as a claim to back up: Identifying process risks and quality checks is control thinking.
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.