AIR APAC · Training, research and standards for AI readiness

AI is making work faster. Is it making work better?

AIR APAC helps organisations in Asia Pacific make better decisions with AI, design better processes, and prepare the information AI needs to work reliably. People, process and data: the three things that decide whether AI improves the work.

The three pillars

Turn AI use into better work

AI can produce an answer in seconds. Better work needs people who judge that answer, processes with clear checks, and information that is reliable. Technology alone does not provide these.

Start with one team, one process or one use of AI. We help you find the gaps and decide what to fix first.

A fictional example

How the three pillars work together

An AI tool recommends which supplier should win a contract.

People

A manager tests the recommendation, asks what it left out, and owns the final decision.

Process

The process says who checks the ranking, who approves the award, and when the decision goes to a more senior person.

Data

The ranking rests on current prices, delivery records and the conditions in each contract.

All three are needed. Good judgment cannot make up for missing records, and good data does not remove the need for a person to approve the decision.

Using AI is not the achievement. Better work is.

People · A fictional case from the free session

Would your team catch this? One AI recommendation, three possible decisions.

Meridian Supplies is a fictional distributor with 38 staff. KessidAI, its AI assistant, is connected to the accounting and stock systems. The owner asked it whether to buy a reporting tool. Read its answer, then choose.

KessidAI recommends

Approve the ReportFlow AI subscription.

Your five office staff spend about 200 hours a month preparing recurring reports. ReportFlow AI can automate an estimated 60% of that work, about 120 hours a month.

Capacity value a year, at the internal rate of USD 30 an hour
USD 43,200
Subscription a year, paid in advance
USD 12,000
Potential net benefit a year
USD 31,200

Recommend approval this week so that the first automated reports run next month.

What would you do?

  1. A. Approve: sign the annual subscription this week.
  2. B. Do not approve: keep preparing the reports as now.
  3. C. Run a pilot first: test the tool on some reports before deciding.
Show what the recommendation did not ask
  • Structure. KessidAI answered one question: is 43,200 larger than 12,000? The decision Meridian has is different: what will the 120 hours be used for, and which of these reports are needed at all?
  • Test. The 60% is the vendor's estimate after one 30-minute demonstration on one sample report. A released hour becomes money only if it stops overtime, avoids a hire or produces work that earns.
  • Engage. The recommendation addressed the owner only. The five people who prepare the reports and the three who read the Monday report were not asked. The recommendation does not say that KessidAI drafted it.
  • Perform. It recommended approval this week. A decision needs an action, a reason, an owner, the evidence it rests on, a condition that would change it, and a date to check.

Any of the three actions can be a sound decision. The difference is what you checked before you chose.

The free one-hour session works through this case with your managers, at your event or company meeting. Meridian Supplies, KessidAI and ReportFlow AI are fictional. The figures are the case figures, not a price or a result.

The programme

From Answers to Decisions: practical AI training for managers who approve decisions

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. The cases are written for your sector. Managers practise on StepSim, with AI advice they must check.

What you will know

How your managers decide with AI

You will know how your managers decided with AI in the room, what their checks missed, and what each person will practise next.

Formats and delivery

From half a day to five days

From Answers to Decisions runs as a half day, one day or two days. Other team programmes run up to five days. Programmes are led by an AIR Academy presenter, or by a partner presenter trained and approved by AIR Academy.

Fixed-scope reviews

Review one team, one process or one use of AI

Each review ends with written findings and a list of what to fix first. We start with a free scoping call, then quote a fixed fee.

Would your team rather do the work itself? Ask about a Process readiness briefing or a Data readiness briefing: we teach the method and your team applies it.

Where to begin

Four steps, from finding the gap to checking that the work improved.

For HR and learning leaders, step 4 is where value is measured. Before training, agree what will show that your managers’ decisions have changed. Then check it at work on a set date. Hours saved by AI are only part of the value.

Other ways in: host the free one-hour session at an event or company meeting, or, if you are a training company, deliver AIR Academy programmes to your own clients.

Certification

Certification under AIRS-J/1: an assessment of how a person decides with AI

AIRS-J/1 certification assesses judgment in a separate sitting on StepSim, not by attending a course. Published rules turn the record of what each person checked and decided into a result. Those who meet the rules hold a credential valid for two years. Anyone can check it free, by code, on the public register.

The assessment programme is new. What a result can and cannot claim today is published, check by check, on the validation page.

What AIR APAC has built

Named governance

A Review Board and an External Academic Reviewer

The named Review Board reviews every major version before release. The External Academic Reviewer, Prof. Mudiarasan Kuppusamy of UNITAR International University, is named in the Standard. An appeal goes to a Board member who had no part in the original decision.

Research with cities

Research with TPO member cities

In October 2026 each participating member city of the Tourism Promotion Organization for Global Cities (TPO) received its own written report on how AI assistants describe it to travellers.

Research

What organisations across Asia Pacific show in public about their AI work

The AI Readiness Index reads the public record of 5,820 organisations in 23 markets and six sectors, and publishes the 1,000 with the strongest public evidence. It is free to read, and no organisation can pay to be included.

The Index records what organisations publish about their AI work. It does not measure any organisation's people, processes or data, and nothing bought from AIR APAC changes it.

We never sell services to an organisation we are currently measuring. StepSim is an AIR APAC initiative, built and operated by Exeter Labs. The owner of AIR APAC also owns Exeter Labs. Read the rules that keep research and training separate.