A-01 THE PROBLEM
Companies are rolling out AI like it's a software update. Hand everyone a login. Send a PDF. Wait for adoption.
Then they wonder why nobody's using it properly. Why QA is slipping. Why delivery feels faster but less stable. Why half the team is quietly resisting and the other half is automating with zero governance.
The problem is not the technology. The problem is that nobody addressed what happens to the humans inside the system when the system changes around them.
You don't have a tooling problem. You have a human system problem. That is what I fix.
Detail A-01 · The human layer
I work at the intersection of people, AI, and delivery. I map where trust and workflow are breaking, redesign how teams actually operate under pressure, and where extra engineering capacity is needed, bring in trusted European development teams I've worked with for over a decade.
A-02 HOW I WORK
CONSULTING
Trust Architecture
AI adoption fails at the human layer. I work with companies and senior leaders to map where trust, workflow, and judgment are breaking - then design the system that holds under pressure.
CAPACITY
Engineering Capacity
When delivery needs to scale, I connect you with trusted European engineering teams I've worked with for years. Not a marketplace. Direct relationships, AI-native workflows, proven output.
PROOF OF WORK
Simpatico Publishing
Twelve books across multiple voices and personas. An AI-native publishing house built to prove what human-Al creative partnership can actually produce.