AI changes the work.

Humans still have to think.

I test how people and organizations use AI in at work: where it helps, where it creates new problems, and how to manage the invisible impact.

How AI Changes Thinking

When it helps people reason, when it overwhelms them, and when they stop questioning the output.

How AI Changes Work

What happens after companies invest in the tools and employees have to use them.

How Humans Adapt

Trust, judgment, resistance, accountability, cognitive load, and the habits required to use AI effectively.

Field Notes:

Teaching Events & Workshops:

Opinion:

Services:

I help AI consulting teams do the deep work behind client delivery: workflow research, data readiness, prompt and agent design, testing, source verification, and documentation. I focus on identifying what employees need so that AI adoption is seamless.

Get Started With AI - Contact me