I help teams adopt AI, meeting you where you are.
AI adoption is different for every business. I stay firmly rooted in value to your business.
My support scales to your needs, whether you're finding your feet, or pushing the limits of what's possible.
Where is your biggest professional opportunity for using AI?
Choose the best answer
Four stages of adoption.
Your sidekick.
You and an AI side-by-side. You're in the lead, and the AI helps you think, write, and decide faster.
The first stage. Most people landing here are using ChatGPT, Claude, or similar tools, asking questions, drafting things, getting unstuck.
It's the foundation for everything above. Without the habits at this stage, the higher stages don't pay off.

- 01Drafting an email, document, or slide.
- 02Asking a question and getting a useful first answer.
- 03AI as a faster, more patient colleague.
- 01You use AI when you think of it, not by default.
- 02Output is useful but you double-check everything.
- 03You haven't yet built it into your daily workflow.
- 04Your colleagues' habits vary person to person.
- 01Forgetting it's there and reverting to manual work.
- 02Confident-sounding answers that turn out wrong.
- 03When you try to use it for bigger work without the basics in place.
What I'm building.
Three projects, all rooted in a commitment to observable, self-healing solutions.
cofounderOS
An agentic system built on Claude that manages a twin-brain of your everyday business and tasks. Manages your calendar, and keeps you on task.
memory
Hybrid memory for agents: short-term, long-term, and reasoning — I believe that domain-specific hybrid architectures are the future.