Keynote speaker · Advisor · Author
AI can draft the plan. It cannot decide if the plan is right.
Your teams are already using AI. The open question is where its output can be trusted, and who is answerable when it is wrong. The work is to set the objective, direct the work, check the output and own the outcome. AIR APAC’s published measurement programme tests how that judgment holds up in practice.
The work began with a 241 per cent growth year that ended in dismissal. The lesson: results without relationships do not last.
How this helps your organisation
Your teams do not need another summary of AI headlines.
They need evidence that helps leaders decide where AI belongs, what could go wrong, and what has to stay human-led. Through AIR APAC, a published measurement tracks how AI systems represent organisations and places across Asia Pacific. The method is public. The results are free to whoever was measured.
In a keynote or briefing, that evidence becomes the material we work through together: not what AI can do in general, but what your leaders and teams need to decide, check and own next. Including the parts that did not work.
Signature keynotes
Three talks, each anchored to something measured.
Every session is shaped around your audience before the day. Live or online, 45 minutes to a half day.
The judgment AI does not replace
Why capable teams with good tools still make worse decisions than they did before.
What AI systems say about your destination
Something already answers on your behalf. Here is what it is saying.
Governing what you cannot see
AI-mediated discovery is a governance question wearing a marketing costume.
The book · November 2026
The Human Layer
What the 5% of AI winners build that everyone else skips
This book began with a result that looked exceptional on paper: 241 per cent growth. The team behind it had fallen apart. The Human Layer is about what sits beneath the numbers: how leaders decide, how people build trust, and how organisations make change last.
416 pages, written and finished. It goes on sale in November 2026. The opening chapters are readable now.
Read the opening chapters
Download the opening of The Human Layer free. First name and email only.
Insights
One evidence-based piece a week, including what did not work.
Findings carry the artefact they came from. Arguments are marked as arguments. One piece so far is about something that failed.
Newsletter
One evidence-based piece a week, with the source and limits attached.
No news roundups. Unsubscribe in one click.
Book a date
Give your audience evidence they can apply.
Share the date, the city and the audience. You will get a clear answer on fit within a week. Next confirmed: 10th TPO Forum, Taichung, Taiwan, 16 to 18 September 2026.