AI Prompts for Physical Therapists: Assessment, Treatment, Documentation

Published: July 2026 | 8 min read

Physical therapists manage complex movement assessments, design individualized treatment plans, create home exercise programs, document progress toward functional goals, and coordinate care with physicians — all while navigating insurance requirements for medical necessity. AI can streamline documentation, exercise prescription, and patient education, but only with prompts that understand PT-specific language and workflows.

The prompts below are structured for real physical therapy practice. These are adapted from Skillent's Healthcare AI Prompt Library.

Patient Assessment & Evaluation

1. Initial Evaluation Template

Role: Physical therapist conducting initial evaluation
Task: Structure an initial evaluation for [patient description] with [condition/diagnosis]
Include sections:
1. Chief complaint and history of present illness
2. Past medical history (relevant comorbidities)
3. Medications affecting therapy (pain, BP, anticoagulants)
4. Social history (occupation, activity level, living situation)
5. Observation and posture assessment
6. Palpation and tissue assessment
7. ROM (active and passive, with measurements)
8. Strength (MMT, 0-5 scale)
9. Special tests (specify which for this condition)
10. Functional assessment (gait, transfer, balance)
11. Pain assessment (location, intensity, quality, aggravating/easing)
12. Assessment/Summary (impairments, activity limitations, participation restrictions)
13. Goals (SMART, short-term and long-term)
14. Plan of care (frequency, duration, interventions)
Format: Standard PT eval template per APTA Guide to PT Practice
Include: ICD-10 code and CPT code suggestions

2. Outcome Measure Selector

Role: Physical therapist
Task: Recommend outcome measures for [condition/population]
Consider:
1. Condition: [e.g., low back pain, post-stroke, total knee arthroplasty]
2. Setting: [outpatient/inpatient/home health/SNF]
3. Patient age: [range]
For each recommended measure:
1. Measure name and acronym
2. What it measures (construct)
3. Number of items
4. Administration time
5. Minimal Detectable Change (MDC)
6. Minimal Clinically Important Difference (MCID)
7. Scoring interpretation
8. Why appropriate for this patient
Format: Outcome measure recommendation table
Reference: APTA outcome measure recommendations and CDC guidelines

3. Differential Assessment Assistant

Role: Experienced PT performing differential assessment
Task: Based on the following subjective and objective findings, identify potential contributing factors
Input: [paste assessment findings: pain location, behavior, ROM, strength, special test results]
Analysis:
1. Most likely diagnosis/impairment drivers (rank top 3)
2. Contributing factors (biomechanical, neuromuscular, psychological)
3. Rule-outs (what this probably is NOT, and why)
4. Yellow flags (psychosocial factors affecting recovery)
5. Red flags requiring physician referral
Format: Clinical reasoning summary with rationale for each hypothesis
Note: This is a clinical reasoning aid, not a diagnosis — PTs work within scope of practice

Treatment Planning & Exercise Prescription

4. Plan of Care Generator

Role: Physical therapist
Task: Create a plan of care for [patient] with [diagnosis]
Based on:
- Impairments: [list from eval]
- Goals: [list SMART goals]
- Functional limitations: [list]
Plan:
1. Frequency and duration (e.g., 2x/week x 6 weeks)
2. Skilled interventions:
   - Therapeutic exercise (specific, with parameters)
   - Manual therapy techniques
   - Neuromuscular re-education
   - Gait/balance training
   - Modalities (justification required)
3. Progression criteria (how to advance each intervention)
4. Re-evaluation timeline (typically every 30 days or per state law)
5. Discharge criteria
6. Home exercise program plan
Format: POC narrative suitable for insurance submission
Include: Medical necessity justification for skilled care

5. Home Exercise Program Builder

Role: Physical therapist
Task: Create a home exercise program for [patient/condition]
Parameters:
- Phase: [acute/subacute/chronic/pre-op/post-op]
- Equipment available: [none/bands/dumbbells/floor mat]
- Patient limitations: [list]
Program (8-10 exercises):
For each exercise:
1. Exercise name
2. Starting position
3. Movement description (step-by-step)
4. Parameters: sets x reps, hold time, frequency
5. Key cues ("feel this, not that")
6. Common errors to avoid
7. Progression (how to make harder)
8. Regression (how to make easier)
Format: Patient handout with descriptions, suitable for printing
Reading level: 6th grade
Include: Safety precautions and "stop and call" criteria

6. Exercise Progression Framework

Role: Physical therapist
Task: Create a 6-week exercise progression for [condition/goal]
Starting level: [current function]
End goal: [target function]
Weekly progression:
Week 1-2: [phase description, exercises, parameters]
Week 3-4: [progression rationale, new exercises/parameters]
Week 5-6: [advanced phase, functional integration]
For each week:
- Exercise selections (3-5)
- Parameters (sets, reps, load, rest)
- Rationale for progression
- Criteria to advance to next phase
Format: Week-by-week progression table
Include: Deloading or regression criteria if patient flares

Documentation & Progress Notes

7. Daily Progress Note (SOAP)

Role: Physical therapist documenting treatment session
Task: Convert the following session notes into a SOAP note
Input: [paste rough session notes: exercises done, patient response, modifications, education provided]
S: Subjective (patient report, pain rating, function changes)
O: Objective (exercises with parameters, ROM changes, strength, gait observations, modalities)
A: Assessment (progress toward goals, response to treatment, any changes needed)
P: Plan (next session focus, progression, modifications)
Requirements:
- Show measurable progress toward specific goals
- Skilled intervention justification (why PT, not independent exercise?)
- Medical necessity language
Format: Standard SOAP note, concise but complete
Length: 1 paragraph per section

8. Progress Note (APTA Format)

Role: Physical therapist writing Medicare-compliant progress note
Task: Write a progress note per CMS requirements
Required elements:
1. Date of progress note and date range of reporting period
2. Conditions treated (diagnoses)
3. Current functional status (specific measurements)
4. Progress toward goals (each goal addressed, met/not met/in progress)
5. Remaining deficits and impairments
6. Updated goals if needed
7. Continued treatment justification (medical necessity)
8. Plan for next reporting period
9. Signature and credentials
Format: Medicare Part B compliant progress note (required every 10 visits or 30 days)
Tone: Objective, measurable, skilled-need focused

9. Re-evaluation Generator

Role: Physical therapist conducting re-evaluation
Task: Create a re-evaluation summary for [patient] at [timeframe]
Compare to initial eval:
1. Impairment changes (ROM, strength, pain — with specific numbers)
2. Functional changes (gait speed, transfer ability, ADL status)
3. Goal status (met/in progress/not met — for each)
4. New findings or complications
5. Revised goals (add/modify/discharge)
6. Updated POC (frequency/duration changes with rationale)
7. Medical necessity for continued skilled care
Format: Re-evaluation report per APTA standards
Include: Outcome measure comparison (initial vs current)

Patient Education & Communication

10. Condition Education Handout

Role: Physical therapist
Task: Create patient education for [condition: e.g., rotator cuff tendinopathy, lumbar radiculopathy, plantar fasciitis]
Include:
1. What it is (simple anatomy + pathology, analogy)
2. Typical timeline for recovery
3. What makes it better (specific movements, postures)
4. What makes it worse (aggravating activities to modify)
5. Why exercise helps (brief mechanism)
6. When to expect improvement
7. Warning signs requiring medical attention
8. Tips for daily modifications (sleep position, work setup, etc.)
Tone: Encouraging, clear, no jargon
Reading level: 7th grade
Format: 1-page handout

11. Physician Communication Letter

Role: Physical therapist communicating with physician
Task: Draft a letter to [physician type] about [patient] progress
Include:
1. Patient identifier (de-identified)
2. Referral date and original prescription
3. Diagnoses being treated
4. Current visit count / frequency
5. Progress summary (objective measures, goal status)
6. Current impairments and functional status
7. Concerns or complicating factors
8. Recommendations:
   - Continue PT (with updated POC)
   - Modify treatment approach
   - Additional imaging/consultation needed
   - Medication considerations
9. Questions for physician
Format: Professional medical correspondence, 1 page
Tone: Concise, clinical, collaborative

Specialized Care & Compliance

12. Fall Risk Assessment Summary

Role: Physical therapist
Task: Create a fall risk assessment summary for [patient]
Assessment data:
- Age, diagnoses, medications
- TUG score: [seconds]
- 5x Sit-to-Stand: [seconds]
- Berg Balance Scale: [score/56]
- Gait speed: [m/s]
- Vision/cognition status
Analysis:
1. Fall risk category (low/moderate/high)
2. Key risk factors identified
3. Modifiable vs non-modifiable factors
4. Recommended interventions
5. Home safety recommendations
6. Referral needs (vision, audiology, pharmacy review)
7. Family/caregiver education topics
Format: Fall risk report with actionable recommendations
Reference: STEADI algorithm and CDC fall prevention guidelines

Best Practices for Physical Therapy AI Prompts

1. Include specific measurements — "ROM improved from 90° to 115°" produces better documentation than "ROM improved."

2. Always justify skilled care — Insurance denials often hinge on medical necessity. AI prompts should request medical necessity language.

3. De-identify patient data — Remove names, DOBs, and MRNs before entering patient information into AI tools.

4. Use APTA terminology — Reference the Guide to PT Practice, ICF framework, and specific outcome measure names for accurate output.

5. Verify exercise safety — AI may suggest contraindicated exercises for certain conditions. A licensed PT must review all exercise prescriptions. See our nursing prompts for complementary patient care tools.