How does TherapyDraft handle one-shot template matching for psychotherapy documentation style?

One-shot template matching is TherapyDraft's mechanism for calibrating note drafts to the individual clinician's documentation style. The clinician provides five examples of their own well-written progress notes from past sessions (with client-identifying information removed). TherapyDraft uses these examples as a style reference when generating new drafts: the length, the phrasing of clinical observations, the level of interpretive detail, the theoretical language used, and the format conventions all draw from the clinician's own examples rather than a generic template. This means a psychodynamically-oriented clinician's drafts will read differently from a CBT-oriented clinician's drafts, because the template matching uses the clinician's own clinical language as the reference. All template processing happens locally on the Mac; example notes and session audio are never uploaded.

Topic · AI psychotherapy progress notes

AI psychotherapy progress notes for licensed clinicians — architectural privacy, not contractual: session audio never leaves your Mac

Q: What is the difference between psychotherapy notes and progress notes under HIPAA?

Under HIPAA's Privacy Rule, 'psychotherapy notes' (sometimes called 'process notes') are a specific, legally defined category of documentation: notes recorded by a mental health professional that document or analyze the contents of conversation during a private counseling session and are kept separate from the rest of the patient's medical record. Psychotherapy notes under this HIPAA definition have heightened protection — they require a specific separate patient authorization for disclosure, beyond the general HIPAA authorization that covers treatment records. 'Progress notes' (also called 'session notes' or 'treatment notes') are the standard clinical record that documents the patient's status, treatment provided, and response to treatment — the record maintained in the medical chart, used for billing, and accessible to treatment team members under standard HIPAA treatment-operations exceptions. TherapyDraft drafts progress notes, not psychotherapy notes in the HIPAA sense. The AI draft is the foundation for the formal progress note that goes in the clinical record.

Q: Do licensed psychotherapists have additional ethical obligations when using AI note tools?

Yes. Licensed psychotherapists — LMFTs, LCSWs, LPCs, PsyDs, and PhDs in clinical practice — are bound by ethics codes from their licensing boards and professional associations (APA, NASW, AAMFT, ACA). Most of these codes require informed consent about the use of technology in clinical practice, including AI tools that process session content. The ethics codes do not prohibit AI note tools, but they typically require disclosure to clients and require that the technology selected be consistent with the clinician's duty to protect client confidentiality. Using a cloud AI scribe without client disclosure is ethically problematic in most licensing frameworks; using an AI tool that processes session content locally without creating a vendor archive is architecturally consistent with the confidentiality duty.

Q: What does a psychotherapy progress note typically include?

A psychotherapy progress note (the standard clinical record, distinct from HIPAA 'psychotherapy notes') typically includes: the date, duration, and modality of the session; the presenting concern or focus for this session; the client's reported mood, affect, and functioning since the last session; the clinical observations the therapist made during the session; the therapeutic interventions used (specific technique or approach); the client's response to the interventions; any risk assessment if clinically indicated; the treatment plan progress (which goals were addressed, how progress is rated); and the plan for the next session or interval. In DAP format: Data covers the presenting concern and clinical observations; Assessment covers the clinical formulation and risk; Plan covers the intervention, treatment plan, and next steps. In SOAP format: Subjective covers the client's report; Objective covers clinical observations; Assessment covers formulation; Plan covers interventions and next steps.

Q: Can AI-generated psychotherapy progress notes be used for insurance billing?

AI-generated progress notes that the clinician has reviewed, edited, and authorized can be used as the clinical record supporting insurance billing — the same as any progress note the clinician authored. The clinician remains responsible for the accuracy and completeness of the note; the AI draft is a starting point, not a final record. Insurance billing requirements for progress notes typically include: the specific CPT code and corresponding service description, the clinical necessity justification, the session date and duration, and the clinician's signature. TherapyDraft's draft includes all of these elements; the clinician reviews them before finalizing. The clinician's review and authorization of the note is the legal act that makes the note the clinical record — not the AI drafting step.

Licensed psychotherapists — LMFTs, LCSWs, LPCs, PsyDs, PhDs in clinical practice — have specific documentation requirements, specific HIPAA obligations as covered entities, and a professional ethics framework that governs their use of technology in clinical work. Most cloud AI scribes are built for the general wellness or telehealth market, not specifically for the documentation standards and privacy obligations of licensed psychotherapy. TherapyDraft is built for the licensed clinician: on-device AI note drafting that produces documentation matching clinical standards, respects the professional ethics framework around client confidentiality, and delivers an architectural privacy guarantee that no cloud-based alternative can match — because the session audio never leaves the Mac.

TL;DR

TherapyDraft drafts psychotherapy progress notes (DAP, SOAP, BIRP, GIRP) from session audio processed locally on your M-series Mac — no client audio, transcript, or note content reaches any cloud vendor. Notes are calibrated to your own documentation style through one-shot template matching. EHR-paste-ready output for SimplePractice, TheraNest, and TherapyNotes. $39/month flat with a 10-session free trial at no cost.

Psychotherapy notes vs. progress notes: the HIPAA distinction that matters

When clinicians search for "psychotherapy notes AI," they may mean two different things, and the HIPAA distinction between them is important to understand.

Progress notes (also called session notes, treatment notes, or clinical notes) are the standard clinical record — the documentation that lives in the medical chart, supports insurance billing, is accessible to treatment team members under HIPAA's treatment-operations exception, and constitutes the formal record of care. This is what TherapyDraft drafts.

Psychotherapy notes under HIPAA (45 CFR § 164.501) are a specific, legally defined category: notes recorded by a mental health professional that document or analyze the contents of conversation during a private counseling session, kept separate from the rest of the medical record. These "process notes" or "private notes" have heightened HIPAA protection — they require a specific separate patient authorization for disclosure, beyond the general authorization that covers treatment records, and they cannot be included in a limited data set. Most clinicians keep psychotherapy notes separate from the progress note, and they constitute a much smaller portion of the documentation produced per session.

TherapyDraft drafts progress notes — the formal clinical record. Psychotherapy notes in the HIPAA sense are the clinician's private working notes; they are typically not the bottleneck in documentation time. The full analysis of psychotherapy notes versus progress notes under HIPAA covers the distinction in detail, including the access-rights implications for each category.

Ethical obligations of licensed psychotherapists using AI note tools

Licensed psychotherapists are bound by ethics codes from their licensing boards and professional associations. The American Psychological Association, National Association of Social Workers, American Association for Marriage and Family Therapy, and American Counseling Association all have ethics codes that address the use of technology in clinical practice — and all require that the technology selected be consistent with the duty to protect client confidentiality.

The ethics codes generally require:

Informed consent about technology use — clients have the right to know how their session content is processed, including whether an AI tool is used and how session audio or transcript is handled. Using a cloud AI scribe without client disclosure is ethically problematic under most licensing board standards.
Competence in technology selection — the clinician is responsible for selecting technology that is consistent with their professional obligations. A tool that uploads session audio to a cloud service without adequate disclosure or safeguards may not meet the competence standard.
Protection of client confidentiality — the ethics codes require that the clinician take reasonable steps to protect client confidentiality, including in their selection of technology. A cloud AI scribe that creates a vendor-held archive of session content creates confidentiality risks that the clinician is responsible for disclosing and managing.

TherapyDraft's architectural design is consistent with these obligations. Because session audio never leaves the Mac, there is no cloud vendor processing that requires additional client disclosure beyond the clinician's standard informed consent about their documentation practice. The privacy guarantee is structural, not contractual — it does not depend on a vendor's BAA or privacy policy remaining in force.

What makes a psychotherapy progress note clinically sound

A clinically sound psychotherapy progress note does several things simultaneously: it documents the clinical work accurately for the clinician's own case management; it provides sufficient clinical justification for insurance billing; it supports continuity of care if the clinician is unavailable and another clinician reviews the record; and it constitutes a legally defensible record if the treatment is ever subject to litigation or regulatory review.

The documentation standards differ by theoretical orientation and clinical setting. A psychodynamically-oriented clinician's progress notes tend to emphasize relational patterns, transference, and the developmental or object-relational significance of session content. A CBT-oriented clinician's notes emphasize cognitions, behavioral experiments, homework, and evidence-based treatment protocol adherence. A humanistic or person-centered clinician's notes emphasize the therapeutic relationship, the client's own formulation of their experience, and the conditions-of-worth and incongruence that the session addressed.

TherapyDraft's one-shot template matching preserves the clinician's own documentation voice. By using five of the clinician's own well-written notes as style references, the drafts produced reflect the theoretical language and documentation conventions that the clinician has developed over their career. A psychodynamic draft reads differently from a CBT draft because the template matching uses the clinician's own language — not a generic AI-generated standard. See HIPAA for private practice therapists — the 2026 rewrite for the full documentation standard context.

The cloud AI scribe trust problem for licensed psychotherapists

Licensed psychotherapists in private practice are among the most vocal critics of cloud-based AI therapy scribes. This is not a coincidence — it reflects the specific position licensed clinicians occupy relative to their clients' confidentiality and their own professional ethics obligations.

The trust problem has two parts. The first is the BAA-trust problem: a Business Associate Agreement is a contractual document promising confidentiality. The signed BAA does not prevent the vendor from being subject to subpoena, data breach, acquisition by a third party, regulatory investigation, or simply changing their data retention policy. The BAA is only as strong as the vendor's organizational stability and the legal system's willingness to enforce it. For licensed clinicians who have professional ethics obligations that outlast any specific vendor agreement, the contractual frame is inadequate.

The second is the architectural problem: most cloud AI scribes process session audio in real-time on the vendor's infrastructure. The session content exists in the vendor's system — as audio, as a transcript, as an embedding or model input — before the note is generated. That existence in the vendor's system is not a theoretical risk; it is a fact about where the data is.

TherapyDraft's architectural guarantee — HIPAA by architecture, not by contract — addresses both problems. The session audio never reaches a vendor's infrastructure because the model runs locally. There is nothing for a BAA to govern for the note-drafting step, because no vendor touches the session content at any point. See what cloud AI scribes actually send to their servers for the data-flow analysis of the major competitors.

Pricing

TherapyDraft is $39 per month or $349 per year for the Solo plan — unlimited psychotherapy session note drafts, DAP / SOAP / BIRP / GIRP format options, all EHR paste presets, the inference attestation log, and one-shot template matching from your own example notes. The 10-session free trial requires no credit card. Full pricing breakdown at the pricing page.

Compared to cloud alternatives: Mentalyc ($19.99+/mo), Upheal ($29+/mo), Freed ($99/mo), Supanote ($39/mo), Blueprint ($0.99/session). None processes session audio locally — all create vendor archives of session content. TherapyDraft is the only scribe that drafts psychotherapy progress notes from audio processed entirely on the clinician's own Mac.