Clear thinking
on AI change.
From the inside out.
Articles written from operational experience, not research synthesis. What AI change actually looks like inside organisations, and what to do about it.
For a $50 million company, the savings are real, the math is straightforward. The difference between capturing 2x and 50x is something most leaders overlook: the Human Throttle.
Read articleThe agent is not the hard part. The hard part is the work that happens around it.
This is the kind of thinking Contxtyfy brings into discovery conversations: specific, plain-spoken, and grounded in what work actually costs people.
Published thinking.
The qualities my assessments celebrate nearly cost me everything. What Canngea taught me about self-knowledge, blind spots, and why they make you better at AI change work.
Clarity in Complexity
A field guide to AI governance in Australia — and the work of making the frameworks operational.
- Seven layers of Australian AI governance, mapped
- The three obligations already running in 2026
- A five-phase engagement model you can adapt
When they're ready.
Not when the calendar says.
Contxtyfy is not trying to become a content machine. New pieces are published when there is something useful to say.

