
Tom is the perfect teacher for this. He is a masterful tutor, meeting you at your level and mindfully guiding you to grow.
Dan Lerman
Columbia Professor | Advantage Testing
One-on-one AI mentoring
Private mentoring for professionals who want more than prompts. Learn how to translate judgment, standards, and context into repeatable systems.
You will learn where AI helps, where it needs oversight, and how to keep improving the workflow after each run.
Practical guidance on real tasks.
Capture your thinking in a process.
Match review to the stakes.
Collect and understand what matters.
Turn insights into options.
Draft, design, and build.
Improve with feedback and testing.
Make it repeatable, save time, and reduce friction.
Client testimonials

Tom is the perfect teacher for this. He is a masterful tutor, meeting you at your level and mindfully guiding you to grow.
Dan Lerman
Columbia Professor | Advantage Testing
You have seen what AI can do. You want to identify the tasks where it can help often enough to become part of your routine.
A useful first task.
You want to learn which context, examples, and instructions consistently lead to a result you would use.
A repeatable recipe.
You want direct checks for facts, stronger safeguards for consequential actions, and lighter supervision when the risk is low.
Checks that match the stakes.
You want to judge each tool by the work it can do for you, using your own tasks as the test.
A better way to choose tools.
What you learn to do
You learn how to choose the task, supply the right context, and test the result at the right level. Those skills stay useful when tools change.
Start with a specific task such as meeting prep, first drafts, research summaries, health tracking, or project updates. The task should happen often enough for a better routine to matter.
When a result misses, find the instruction, example, source, or check that would have prevented it. Save that correction so later runs start stronger.
Once you can build and adjust one useful routine, you can apply the same method to another task. The method stays useful even when the tools change.

About Tom
We start with one useful job, test the routine on their own material, and save the instructions or checks that make later runs better. That pattern keeps holding.
One-on-one AI mentoring
Bring the knowledge work that keeps getting stuck, scattered, or repeated — research, drafting, planning, follow-up, or decision prep. In one working session, we build AI workflows on your real material. You’ll leave with usable workflows, clear next steps, and a method you can extend.
One sessionYour real workBuilt live with you