Healthcare & Life Sciencestreatment plan memory for solo practitioners

Give Solo Practitioners Treatment Plan Memory That Holds Across Every Patient Visit

Solo practitioners — therapists, physical therapists, chiropractors, acupuncturists — carry every patient's treatment plan in their head between visits. AI tools see one visit at a time. MemoryLake gives solo practitioners persistent treatment plan memory across visits.

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The problem: solo practitioner AI restarts every visit

You've been treating this patient for six weeks. The plan has evolved through three iterations based on response. Today's AI scribe sees only this visit's notes. The trajectory of the treatment plan stays in your head, where it's hard to share with covering practitioners.

How MemoryLake supports solo practitioner treatment plan memory

Per-patient treatment plan memory

Plan versions with evolution rationale.

Event memory for visit timeline

Every visit chronologically retrievable.

Reflection memory for treatment response patterns

What works per patient.

HIPAA-aligned encryption

AES-256 E2E.

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How it works for solo practitioner treatment plan memory

Connect — Authorize EHR or practice management tools.
Structure — Treatment plans and responses become typed memory.
Reuse — Every visit's AI tools retrieve full plan history.

Before vs. after: solo practitioner treatment plan memory

	Without MemoryLake	With MemoryLake
Plan evolution visibility	Lives in head	Captured
Covering practitioner handoff	Painful	Memory transfers
Cross-visit response patterns	Manual recall	Reflection memory
Audit plan rationale	Limited	Memory provenance

Who this is for

Solo and small practice practitioners — therapists, PTs, chiropractors, naturopaths — where treatment continuity is professional standard but technology doesn't currently support it.

Runnable demoabout 1 minutes

Try this use case on your own account

A solo physiotherapist's plan for one patient has been rewritten twice, each time by an AI scribe working from the previous version and that day's visit. Between them, two of the three original precautions fell out: no overhead loading until the orthopaedic review, and no dry needling because he takes an anticoagulant. Nobody lifted either one, and the current plan now schedules both. The covering clinician is told to follow the current plan.

What you will see

Every chart entry is one fact on the patient's actor, word for word, with fact add; fact update --metadata records what it is: a plan version and the precautions it carries, a precaution being imposed, revised, reaffirmed or lifted, or a visit note
The quick read: take the newest plan (fact list --actors <patient>). It lists one precaution, and all 5 items of the covering clinician's first session come straight from it, overhead press and dry needling included
The audit is plain code over the same list: each precaution from the day it was imposed, through every plan version since. Two were dropped in the scribe's v2 and never lifted (both were repeated at later visits); the pain ceiling changed on the record and v3 carries it. 2 of 5 session items go on hold. Run as of v1's date it flags nothing (3 of 3 carried)
A keyword check passes: fact list --query overhead matches v3 itself ("add overhead dumbbell press"). The handoff is written back with metadata.basis listing every chart entry it rests on (7 of 7 read back). Plus a local web UI

You need: a MemoryLake API key · the memorylake CLI · Python 3.9+

Run it

git clone https://github.com/memorylake-ai/memorylake-usecases.git
cd memorylake-usecases/treatment-plan-memory
export MEMORYLAKE_API_KEY=sk-…
python3 demo.py          # or: python3 web/server.py

Open on GitHub Read the walkthrough