Nine skills in four areas: Structure, Test, Engage and Perform
AIRS-J/1, version 2.3, sets out nine skills in four areas. Anyone can read the assessment criteria and scoring rules.
AIR Academy, AIR APAC's learning division, runs instructor-led programmes for managers and teams: half a day, one day or two days, in person, with cases written for your sector. Your people practise real workplace decisions with AI, then learn to check the answer before they act. An optional, separate assessment can lead to certification under AIRS-J/1, the public Standard for Judgment in AI-Enabled Work.
AIRS-J/1, version 2.3, sets out nine skills in four areas. Anyone can read the assessment criteria and scoring rules.
A named Review Board reviews every major version before release. The External Academic Reviewer, Prof. Mudiarasan Kuppusamy of Curtin University Malaysia, is named in the Standard.
Short missions in which AI tools give advice and you decide what to do. Published rules score your actions. No AI model grades your work.
Practise spotting a polished but wrong answer, the wrong problem, missing information, an unchecked recommendation and undisclosed AI use.
For managers who make or approve decisions using an AI assistant. Each edition starts with a simulated decision made your usual way and ends with a new case of the same kind, so the group sees how its checking changed.
Six of the fifteen programmes in the AIR Academy catalogue. Each one is instructor-led and uses the same four questions.
For procurement, category and contract managers, and tender committee members.
For department heads and the teams that decide together: management teams, project boards and committees.
For board members, directors and executive committees.
For finance teams and finance business partners.
For human resources (HR) leaders, hiring managers and talent teams.
For civil servants and officers in ministries, agencies and city governments.
Certification is open. Arrange a separate assessment of how your team makes decisions with AI, or register on your own. Certification comes from a separate assessment on StepSim, not from attending a course. The assessment records what each person checks and how they explain their decision. Those who meet the published rules earn a credential valid for two years. Anyone can check it free, by code, on the public register.
StepSim is an AIR APAC initiative, built and operated by Exeter Labs. The owner of AIR APAC also owns Exeter Labs.
Training companies and consultants can bring these programmes to their own clients. You own the client relationship. Your facilitators can train to run StepSim sessions in your own programmes.
We screened 5,820 candidates across 23 markets and six sectors, and named 1,000 organisations. Read the results free, without a form or email address.
No organisation can pay to be included. Our method is public.
Read the results freeAI now produces the answer. A person still carries the consequence of acting on it. Read what is left for people to decide, what the research shows, and what courts in the region now expect. Every figure carries its source. Read the field guide: Nine AI judgment traps to catch before you act.
See all twelve articlesAI now produces the answer. It does not carry the consequence of acting on it. What is left for your people is a short list of decisions, and organisations have no common language for it.
9 min read
Singapore's High Court has made named lawyers pay personally for citing cases that do not exist. One said a junior had used an AI app. The court held that the duty to check cannot be passed to someone else. Courts in Victoria and Hong Kong have also criticised unchecked AI material.
7 min read
Attendance, tool certificates and self-rated confidence are the three records most organisations hold on AI capability. None of them shows whether a person decides well with AI in the room.
7 min read
We study how AI assistants describe a city to visitors. In 2026 we held private consultations with member cities of the Tourism Promotion Organization for Global Cities (TPO).
For city tourism officers: AI Fluency, a free four-week course for TPO member cities. Contact the TPO Secretariat about enrolment and course dates.
Read the rules that keep our research and our training separate. Invite AIR APAC to speak to your leadership team about decisions with AI.
About AIR APACThe annual AI Readiness Index