PLAYBOOK

Turn your course into an adaptive AI tutor with Gemini Study Notebooks.

A practitioner playbook: how to convert your existing course, protocol handbook or intake pack into a personalised study tool clients can use between sessions — and how the dashboard makes your next session sharper without more of your time.

By Sabin · Wellness & AI8 min read
Method
Turn your course into an adaptive AI tutor with Gemini study notebooks

The gap between sessions is where most of your work disappears. You explain the protocol on Monday; by Thursday the client has half of it; by the next appointment you are re-teaching what you already taught. Gemini study notebooks — Google’s adaptive tutor, free inside the Gemini app — are the first consumer feature that makes closing that gap actually plausible without you writing a course platform of your own. This is the playbook for doing it well.

the three ingredients

You need three things before you open the app.

  1. A tidy source pack — the module of your course, the protocol handbook, or the intake pack you already send. One folder, cleanly written, no client-identifiable material. If you would not hand it to a stranger, do not hand it to the tutor.
  2. A learning goal in one sentence — what you want the client to be able to explain out loud by the next session. ‘Understand what a fasting insulin of 12 means for me’ is a goal. ‘Learn about metabolic health’ is not.
  3. A consent + boundary note — a short paragraph the client sees that names what the tutor is, what it is not, what data is shared with Google (they upload it to their own account), and the rule that anything urgent goes to you, not to the app.

the build, step by step

  1. Draft the source pack — pull the module you want the tutor to cover into a single PDF. Add a one-page ‘what a lay reader should be able to explain’ summary at the front. That summary is the diagnostic scaffolding.
  2. Write the goal + guardrails page — one page: the one-sentence goal, the ‘this is not medical advice, message me for anything urgent’ note, and three questions the tutor is allowed to answer plus three it should defer to you on.
  3. Hand the pack to one pilot client — they open the Gemini app on their own account, create a study notebook, upload the pack, and paste your goal. The upload lives in their Google account, not yours. This is the important detail: you are handing over material, not identity.
  4. Have them run a diagnostic in front of you — 10 questions, 15 minutes on the first session. You watch what the tutor asks and what the client stumbles on. That is the syllabus for the next four weeks.
  5. Set the weekly cadence — one 20-minute session, mid-week. They screenshot the dashboard and send it to you the day before your next appointment.
  6. Use the dashboard as your agenda — open the session with the three things the tutor marked shaky. You just skipped the ten minutes of re-teaching.
  7. Review at four weeks — can the client explain the material out loud, without the app open? If yes, keep going with a new module. If no, retire the tutor for this client and go back to your normal recall pack.

why it is different from ‘just record a video’

Sending a Loom is broadcast; a study notebook is a loop. The Loom is the same for every client and reveals nothing about who understood what. The study notebook diagnoses each client separately, drills them on their own weak spots, and gives you back a small dashboard that tells you where to start the next session. It is the same delta between watching a lecture and having a tutor — the reason universities still bother with the second one, at scale.

where it works, and where it does not

  • Works well — foundational vocabulary (glycaemic variability, HRV, HPA axis, functional labs), the ‘why we do this’ explanations behind your protocol, the difference between two options a client keeps confusing, the first-pass literacy any new client needs before they can follow you.
  • Works badly — anything specific to this client’s body, anything with an urgency threshold, anything that requires your clinical judgement on their case. Those stay on your table, not the tutor’s.
  • Do not attempt — medication decisions, symptom triage, mental-health crisis material. The tutor is a lay-literacy tool, not a clinician-substitute. Say so plainly in the guardrails page.

the version we build for you

This playbook is buildable in a weekend if you already have the course. If you want it done for you — a curated source pack drawn from your material, a written goal + guardrails page in your voice, a client-facing onboarding note, and the practitioner-side agenda template that turns the dashboard into your next session — that is the ‘Adaptive AI Study Tool from Your Course’ DFY. Same shape as this playbook. We just do the plumbing.

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