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What are AI SOAP Notes? Pros, Cons, Tools & Best Practices

Discover how AI-powered SOAP notes turn patient conversations into ready-to-sign documentation in minutes—see the benefits, best tools, and quick-start tips.

AI SOAP Notes - Pros, Cons, Tools & Best Practices Hero Image

What Are AI SOAP Notes?

AI SOAP notes are automatically generated Subjective–Objective–Assessment–Plan summaries produced from a patient encounter by machine‑learning models that capture, transcribe, and structure clinical information in real time. By turning raw conversation into a standardized medical note within seconds, they free clinicians from manual typing and allow more face‑to‑face interaction with patients. The rest of the section can continue with benefits, typical use cases, and why the SOAP framework remains the gold standard for behavioral‑health documentation.

Section

Content

Subjective

What the patient/client says about their symptoms, lifestyle, mood, etc

Objective

Vital signs, test results, your observed findings (e.g., affect, ROM)

Assessment

Your clinical reasoning and diagnoses.

Plan

Next steps—meds, therapy goals, follow‑up, referrals.

How AI SOAP Notes Work

  1. AI securely captures the encounter via microphone, telehealth stream, or ambient device.
  2. Speech is transcribed and contextual data collected – large‑vocabulary models turn audio into text while extracting vitals, meds, and key phrases.
  3. The engine drafts a structured SOAP note – NLP organizes subjective complaints, objective findings, assessment, and plan into the correct format.
  4. Clinician reviews and edits – the draft appears instantly for quick validation, edits, or EHR export, keeping final clinical judgment in the provider’s hands.

How Is an AI SOAP Note Different From Dictation?

Dictation still requires you to say the whole note or type corrections afterward. AI SOAP tools listen passively, summarize automatically, and learn your phrasing over time. It’s the difference between doing laundry yourself and having it picked up, washed, folded, and returned.

Dimension

Traditional SOAP notes

AI SOAP notes

Creation method

Manual typing or dictation

Speech-to-text + LLM summarization

Average time per note

7–10 min (primary care); up to 15 min (therapy)

1–2 min post-visit review

Accuracy & consistency

Depends on individual; error-prone when fatigued

Model-level consistency; ±3-5 pp error range in current studies

Integration with EHR

Often copy-paste

API or FHIR push

Impact on burnout

Neutral or negative

Burnout decreased from 51.9% to 38.8% after 30 days

*last verified January 2026

Best AI SOAP Note Generators

Shopping for a digital side‑kick? Here’s a lightning‑round look at the top AI scribe platforms and why they might be a perfect fit for your workflow.

1. Twofold Health

Twofold is a real‑time AI medical scribe that adapts to each clinician’s style, making documentation faster and more accurate. It integrates seamlessly with EHR systems, ensuring a high level of accuracy, security, and customization.

Key Features

  • 99% transcription accuracy with minimal need for manual correction
  • AI-driven CPT/ICD-10 coding suggestions
  • Specialty-based note templates
  • Option to create your own templates
  • Automated patient progress tracking capabilities
  • Multi-language support: 25+ languages, including English, French, and Spanish
  • HIPAA-compliant with enterprise-grade security
  • Built-in analytics and reporting features

Pricing

  • Free plan with 20 notes/month.
  • $49/month unlimited access and usage.
  • Group plans with volume discounts and premium offerings.
Twofold platform displaying a consultation note on depression and lack of motivation. The interface includes patient notes, a subjective section, and options like Magic Edit, Copy All, and Save Changes.

2. Athelas Scribe

Athelas Scribe is a real-time transcription tool built to handle multi‑speaker environments, various accents, and background noise. It includes automated medical coding recommendations, making it a good fit for high‑volume practices.

Key Features

  • 99.4% transcription accuracy
  • Multi-speaker recognition for extended conversations
  • Generates SOAP notes, progress notes, and medical forms
  • AI-driven CPT/ICD-10 coding suggestions
  • HIPAA, SOC2, and HITRUST compliant
  • Customizable formatting and templates

Pricing

  • Free plan with 10 scribes
  • Paid plans start at $149 per month
Athelas scribe showing a new recording setup. Users can enter a patient name, select a SOAP template, choose session type (In-Person or Virtual), and start recording.

3. Nuance Dragon Medical One

Highlights:

  • Leading-edge speech recognition.
  • Specialized medical vocabulary.
  • Enterprise-level data security.

Standout Features:

  • Real-time, accurate transcription.
  • Customizable medical terminology library.
  • Deep integrations with enterprise EHRs.

Ideal for: Hospitals and larger healthcare organizations.

Nuance Dragon dashboard

4. DeepScribe

Benefits:

  • Captures conversational context effortlessly.
  • Automatically summarizes and updates patient records.
  • Reduces clinician burnout significantly.

Top Features:

  • Conversational voice-to-text technology.
  • Minimal post-editing required.
  • Ideal for primary care documentation.

Deepscribe dashboard

Benefits of AI-Generated SOAP Notes in Healthcare

1. Automated Note Generation

Sophisticated LLMs listen during the visit, classify speech by speaker and relevance, and output a complete note—including vital signs, present illness narrative, and measurable and observable data—within seconds.

2. Integration With Electronic Health Records (EHRs)

Smart APIs push both subjective and objective findings directly into discrete EHR fields, reducing redundant clicks and ensuring each SOAP note is placed where billing and quality workflows expect it.

3. Customization & Learning Capabilities

Modern systems adapt to specialty‑specific terminology (e.g., GAD‑7 or PHQ‑9 scores for mental health professionals) and learn an individual provider’s templating preferences.

4. Improved Accuracy & Consistency

A 2025 JMIR study found AI SOAP notes' quality was good to excellent overall.

5. Reduced Burnout & Increased Efficiency

A Penn Medicine study revealed that Clinicians experienced a 30% decrease in "pajama time," or after‑hours work at home, gaining about 15 minutes of personal time daily using AI scribe for note‑taking.

6. Enhanced Collaboration & Communication

Because AI SOAP notes are consistent, interdisciplinary teams can quickly scan the note, extract subjective and objective information, and act—improving hand‑offs and reducing communication errors.

Real‑world stat: In early user surveys, Twofold clinicians cut documentation time 35 % in the first month.

Challenges with Manual SOAP Note Taking

  • Time‑consuming documentation – typing or dictating notes after every session steals hours each week that could be spent on patient care or revenue‑producing appointments.
  • Human errors and omissions – fatigue or multitasking leads to missing vitals, misordered medications, or inconsistent assessment language that can compromise continuity of care.
  • Workflow disruptions – toggling between EHR screens, note templates, and intake forms breaks clinician focus and may lengthen visit times.
  • Difficulty meeting compliance standards – changing payer or state requirements makes it easy to overlook mandated elements without automated prompts.
  • Delayed billing cycles – incomplete or late notes stall coding and claims submission, slowing cash flow for solo and small practices.

How to Get Started With AI SOAP Notes

Integration With Existing Systems

  1. Assess your EHR’s FHIR/HL7 capabilities.
  2. Choose “overlay” versus “in-EHR” approaches. Overlay tools such as Twofold AI Scribe run in any browser or mobile, while embedded modules require vendor marketplaces.
  3. Map discrete data fields such as vital signs to the EHR to unlock downstream analytics.

Training & Onboarding for Clinicians

  • Kick off with a 30-minute live demo.
  • Provide role-based tip-sheets that highlight where the AI populates subjective and objective findings.
  • Encourage a two-week shadow phase where clinicians compare AI outputs to their existing SOAP notes.

Continuous Monitoring & Feedback

  • Establish dashboards for note completeness and editing time.
  • Collect clinician feedback weekly during the first month.
  • Tune prompts/models when accuracy falls below 95 % or physicians spend >3 min per note.

Key Components of AI SOAP-Note Solutions

Join us as we take a closer look:

  • Advanced Language Understanding with AI
    Transformer-based models segment dialogue and classify it into SOAP sections in real time.
  • Tailored Solutions for Different Medical Fields
    Mental health professionals need nuanced subjective data (affect, mood); orthopedists need physical examination findings like ROM metrics.
  • Instant Data Analysis and Processing
    Embedded analytics flag gaps (e.g., missing present illness chronology) and recommend codes automatically.
  • Compliance With HIPAA and Industry Standards
    Encryption in transit & at rest, Business Associate Agreements (BAAs), and audit logging are table stakes.

Pros & Cons of Using AI SOAP Notes

Let’s call it like it is: no silver bullets, just solid wins and a few trade‑offs.

Pros

Cons

Time efficiency

Saves 6–8 min per visit on average

Initial setup costs: Year-one ROI depends on visit volume

Enhanced accuracy

Captures more measurable and observable data than manual typing

Learning curve: Providers need ~2 weeks to trust the output

Consistency

Aligns documentation with payer guidelines, improving medical documentation quality

Potential technical issues: Downtime or transcription errors require fallback workflows

Best Practices for Implementing AI SOAP Notes

Ensuring Data Security & Patient Privacy

  • Host on HITRUST-certified clouds.
  • Use patient consent banners when ambient listening.
  • Rotate encryption keys quarterly.

Regular Training & Updates for Staff

  • Quarterly in-service covering new ICD-10 mappings.
  • Monthly tip-sheet on optimizing subjective and objective information capture.

Continuous Evaluation & Quality Improvement

Monitor KPIs: note completion lag, progress notes accuracy, average clicks saved, and burnout survey scores.

AI SOAP Notes Use Cases in Healthcare

Curious where this tech really shines? Peek at these day‑to‑day success stories.

Specialty

Example Use Case

AI Outcome

Primary Care

Annual wellness visit

Auto-populated preventive-care reminders

Mental Health

50-min psychotherapy session

Captures nuanced mood descriptors & recommends DSM-5 codes

Orthopedics

Post-op follow-up

Inserts operative approach, implant details, and physical exam findings

Telehealth

Multi-state urgent care

Generates compliant interstate SOAP notes with correct time-zone stamps

Value-Based Care

Chronic disease management

Flags missing vital signs - e.g., BP, BMI - and pushes them to quality dashboards

AI SOAP Notes Compliance & Security

Quick reality check: compliance might feel boring, but it’s your ticket to stress‑free charting.

  • HIPAA & HITECH: Ensure end-to-end encryption and signed BAA.
  • GDPR (for global clinics): Offer data-processing agreements and right-to-erasure workflows.
  • Audit Trails: Every edit to the SOAP note must be version-controlled.
  • Model Governance: Retain prompt & response logs for 6 years, mirroring other medical documentation retention rules.

How Twofold Supercharges AI SOAP-Note Generation

Sneak peek: here’s how we turn raw conversation into crystal‑clear clinical notes in seconds.

  • Smart ICD-10 “Recapture” & HCC Nudges Twofold spots chronic conditions that didn’t get coded (think COPD, diabetes) and floats a one-click suggestion before you sign—no more missed risk-adjustment revenue.
  • True Plug-and-Play Onboarding Spin up your account, drop the browser extension, and you’re charting in under 10 minutes—no IT ticket, no waiting for an EHR marketplace listing. Check out our out-of-the-box SOAP note template.
  • Every-EHR Overlay Our overlay grabs subjective and objective snippets even inside the most locked-down EHR screens, so you keep your workflow while we handle the paperwork.
  • Adaptive Language Learning The model remembers your style (“Pt denies CP”) and mirrors it next visit, tightening consistency across progress notes and cutting edits to a minimum.

Example of a SOAP Note Created with Twofold’s AI

Patient J.D. (John Doe) MRN 3945221 DOB 1991‑07‑14
Date/Time 2025‑07‑20 14:05‑14:55 EDT Provider Emily Carter, PA‑C
Visit Type Established patient, 50‑min psychotherapy (CPT 90834)

S – Subjective

  • CC: “Still anxious at work, can’t sleep through the night.”
  • HPI: Workplace anxiety × 4 mo; daily worry 8/10; two brief panic episodes this month; sleep 5–6 hr with frequent awakenings.
  • ROS (pertinent): +Anxiety, +Insomnia; –Depression, –SI/HI, –Chest pain.
  • Meds: Sertraline 50 mg daily; Lorazepam 0.5 mg PRN (twice last 30 days); Melatonin 5 mg nightly.
  • Social: Software engineer; lives with spouse; exercises 1–2×/wk; minimal alcohol; no tobacco/drugs.

O – Objective

  • Vitals: BP 122/78, HR 78, RR 16, Temp 98.4 °F, SpO₂ 99 % (room air).
  • MSE: Well‑groomed, cooperative, normal speech, mood “anxious but hopeful,” congruent affect, logical thought, no delusions or SI/HI, A&O × 4, good insight/judgment.

A – Assessment

  • Generalized Anxiety Disorder (F41.1) – partially controlled; ongoing insomnia and situational stress. No depressive episode or acute safety concerns.

P – Plan

  1. Medication: Increase Sertraline to 75 mg PO daily; continue Lorazepam 0.5 mg PRN ≤3×/wk.
  2. Therapy: Continue weekly CBT; next focus on perfectionism reframing; add guided breathing app nightly.
  3. Lifestyle: Consistent lights‑out 23:00; screen‑free 30 min before bed; evening walks 3×/wk.
  4. Follow‑up: Virtual visit in 4 weeks; complete PHQ‑9 & GAD‑7 via portal beforehand; sooner if adverse effects or symptom escalation.
  5. Education/Consent: Discussed med risks/benefits; patient verbalized understanding and agreement; provided CBT journaling handout.

Conclusion

AI SOAP notes aren’t just a trendy gadget; they’re a practical way to claw back hours, create crystal‑clear documentation, and put your focus back where it belongs—on your patients. Start small, track your gains, and adjust as you go. Within a couple of weeks, you’ll wonder how you ever lived without them.

Ready to try it risk‑free? Grab a Twofold trial and let your next patient visit write itself.

References

Use of Ambient AI Scribes to Reduce Administrative Burden and Professional Burnout. 2025. JAMA Network Open.
Peterson Health Technology Institute. Early Evidence on Ambient AI Scribes & Burnout Reduction. 2025. The Washington Post
Washington Post. Ambient AI Technology Beloved by Doctors and Patients. 2025. Catalyst
NEJM Catalyst. Ambient AI Scribes: Learnings After 1 Year. 2025. mobius.md
JMIR Human Factors. Evaluating the Usability, Technical Performance, and Accuracy of Artificial Intelligence Scribes for Primary Care: Competitive Analysis 2025. PubMed

Penn Medicine. AI scribe technology decreases documentation burden for clinicians. 2025. JAMA Network Open

Stanford Health Care. Impact of Ambient AI Scribes on Physician Burden. 2025.

FAQ

Frequently asked questions

  • Are AI‑generated SOAP notes accurate?
    • Modern medical‑language models routinely achieve word‑error rates below 5 % in quiet clinical environments.
    • Accuracy further improves when the same provider’s speech patterns are learned over time.
    • Final sign‑off by the clinician ensures 100 % clinical accountability.
  • Are AI SOAP Notes HIPAA‑compliant?
    • Twofold encrypts data in transit (TLS 1.2+) and at rest (AES‑256).
    • All processing occurs on U.S. servers within HIPAA‑aligned infrastructure.
    • A Business Associate Agreement (BAA) is available for every customer.
  • How do I generate AI SOAP notes with Twofold?
    1. Start a session in the web or mobile app.
    2. Click “Record” (or launch a telehealth visit).
    3. Speak naturally; Twofold records and transcribes in real time.
    4. On ending the session, a draft SOAP note appears for review and export to your EHR.
  • Does Twofold use audio recordings or transcripts to train its AI models?
    • No patient data is ever used for model training by default.
    • De‑identified snippets may be used only with explicit customer opt‑in for quality‑improvement research.
    • Opt‑out is the system default, preserving full privacy.
  • Can any healthcare professional use AI SOAP notes?
    • Supported disciplines include psychiatry, psychology, primary care, PT/OT, speech therapy, and social work.
    • Scope‑of‑practice rules still apply; the final note must be signed by a licensed provider.
  • Why use Twofold instead of ChatGPT?

    While ChatGPT is a powerful general‑purpose AI, it lacks the healthcare‑specific features clinicians need. Twofold offers:

    • Built‑in HIPAA safeguards and BAA.
    • Domain‑tuned language model optimized for SOAP structure and ICD‑10 codes.
    • One‑click EHR export and audit trail—no copy‑and‑paste gymnastics.
    • Predictable subscription pricing; no metered token costs.
  • Can I customize the generated AI SOAP note?

    Yes—add or remove sections, reorder fields, or insert templated phrases.Create specialty‑specific snippets that auto‑populate (e.g., PHQ‑9 results).Organization‑level admins can set mandatory elements for compliance.

  • I'm considering an AI SOAP note tool. What are the non-negotiable "Best Practices" for getting started?

    To use AI safely and effectively, adopt these practices from day one:

    • Start as a scribe, not an author: Use the AI output strictly for the first draft, then review and edit as needed.
    • Maintain the Patient Voice: Ensure the AI hasn't misphrased critical patient quotes in the Subjective section.
    • Own your Clinical Reasoning: The AI may suggest an Assessment and Plan. You must critically evaluate and personalize these sections based on your expertise.