About Realistik AI Dynamics
A practical perspective on AI and work.
I founded Realistik AI Dynamics to help leaders and employees understand how AI may affect the work they actually do.
My background combines 32 years of local-government management experience with post-retirement work in small-business development and marketing. That experience shapes a practical question: what information will help someone make a better decision?

Former City Manager, British Columbia, Canada
Understand first. Then decide.
“Before an organization invests in AI training, tools or consulting, shouldn’t they first understand how AI may affect the work their people do?”
Donald DeGagne
Experience behind the approach
Useful information for real decisions.
During my career in local government, including serving as City Manager, I worked with the competing priorities that leaders face: limited resources, changing demands and decisions that affect people’s working lives.
My later work in small-business development and marketing added another perspective on how organizations adapt and make practical use of new opportunities.
Realistik AI Dynamics brings that perspective to AI and work. The aim is to make the subject easier to understand, using evidence about actual work rather than assumptions about a job title or sector.
AI supports the analysis. My experience and human judgment guide the approach. The methodology explains how findings are developed, what they can tell you and where their limits lie.
I now live in Playa del Coco, Guanacaste, Costa Rica.
Two perspectives on work
For organizations. And for individuals.
Organizational product
Workforce AI Impact Snapshot
An organizational picture grounded in private employee input. It examines AI Task Exposure, Human Strengths, Adaptability and Technology Readiness as four distinct dimensions.
It helps leaders understand the findings and consider questions worth exploring before deciding what to do next.
Individual product
Individual AI Risk Assessment
A separate assessment for people who want to consider how AI may affect their own work, alongside their strengths and capacity to adapt.
Learn more about the individual product and see its sample reports.
A conversation with the founder
Have a question?
If you would like to understand whether the Snapshot fits your organization, or ask about the approach behind it, you are welcome to contact me.