What does the Standard mean by AI-enabled work?
The title of AIRS-J/1 names AI-enabled work, and the first sentence of Section 2 says what the Standard covers for individual judgment. Six entries set the Standard's own wording beside a plain reading of each part.
Judgment is how well a person decides once AI has given the answer.
The full title of AIRS-J/1 is "AIR APAC Standard for Judgment in AI-Enabled Work". Section 2 opens its statement of scope with this sentence:
"Assessment and certification of individual human judgment when working with, alongside, or in supervision of AI systems in a professional or pre-professional setting." (Section 2, In scope)
The next sentence of Section 2 adds the certification of facilitators (Section 20.6). This set does not cover it.
The first four entries explain the parts of that sentence. Entries 5 and 6 explain two words that Section 2.2 uses. Each entry gives the Standard's own wording first, and a plain reading after it. A plain reading is AIR APAC's explanation in simpler words. It is not the text of the Standard.
Entry 1: AI-enabled work
The Standard's wording. Section 3, Terms, has no row for "AI-enabled work". The phrase appears in the Standard's title and in several of its sections. Section 1 says the Standard sets out the rules "used by AIR APAC to certify individual judgment in AI-enabled work". The Standard does not define the phrase. This set reads its meaning from the title and from the scope sentence of Section 2. Section 1.1 states the problem the Standard addresses: "AI systems now produce the answer. They do not carry the consequence of acting on it."
Plain reading. A person still has to decide whether to act on that answer, and remains responsible for what follows. AI-enabled work is work in which an AI system produces or shapes an answer and a person decides what happens next. The scope sentence names no particular AI tool and no amount of AI use. "Technical proficiency with any specific AI tool, model or vendor" is out of scope for this version (Section 2).
Entry 2: Individual human judgment
The Standard's wording. The scope sentence says "individual human judgment" (Section 2). The first item out of scope is "Organisational readiness rating (see Section 16.1)". Section 16.1 says that the AI Readiness Index "Rates organisations on public signals", and that "a certification confers no Index effect".
Plain reading. A result describes one person's decisions, not a team and not an organisation. An organisation that commissions assessments may receive a team view, which counts individual results (Section 12.7). The AI Readiness Index is a separate instrument about organisations. A certification does not change an organisation's place in the Index.
Entry 3: Working with, alongside, or in supervision of AI systems
The Standard's wording. "when working with, alongside, or in supervision of AI systems" (Section 2). The Standard names three relations between a person and an AI system in one phrase. Section 3 gives none of the three a row of its own.
Plain reading.
- With. The person uses an AI system in their own work, for example to draft, search or analyse, and decides what to do with what it returns.
- Alongside. An AI system does part of the same work beside the person, and the person decides how its part and their own part fit together.
- In supervision of. The person oversees work that an AI system does, and decides whether its output is used, is corrected or is stopped.
The glossary set on words for AI work explains "supervision" and "agent".
Entry 4: Professional or pre-professional setting
The Standard's wording. "in a professional or pre-professional setting" (Section 2). Section 13 sets out the tracks. The Campus track is for "Final-year students of institutes of higher learning, and graduates in their first two years of work" (Section 13).
Plain reading. The Standard covers people who have jobs, and people who are about to start one. The Campus track is written for final-year students and for graduates in their first two years of work.
Entry 5: Managerial
The Standard's wording. Section 3 defines the term as "Managing decisions, consequences and AI outputs; not necessarily managing people". Section 2.2 adds that the word is "a construct label, not a claim that the holder occupies, or is qualified to occupy, a people-management role".
Plain reading. In the Standard, "managerial" is about managing decisions, consequences and AI outputs. It does not require the person to manage staff. The word also does not claim that the person is qualified to lead a team.
Entry 6: Certified function
The Standard's wording. "This Standard certifies the exercise of judgment in AI-enabled work using domain content supplied within an approved assessment." (Section 2.2). The same section lists what the Standard does not certify: "occupational competence, domain expertise, comprehensive AI literacy, management of people, or performance in an unbounded workplace". It also says: "The plain-language description on every credential and register entry must carry this scope."
Plain reading. The assessment gives the person the facts of the field that they need. What is certified is how the person decides with those facts and with what the AI produced. A certification is not proof that the person knows a profession, knows all of AI, manages people well, or performs well in every situation at work.
AIR APAC publishes the standard for judgment in AI-enabled work, certifies people against it through its official instrument, and stands behind every result.
What these entries do not claim: a plain reading adds no rule to the Standard, and a credential gives no authority beyond what its holder already has (Section 2.1).