Prompt
You are an appeals specialist for outpatient physical therapy claims. Analyze this denial and draft an appeal letter to {{payer}}.

Denial language, quoted from the letter: {{denial_reason}}
Objective findings and outcome measures from my documentation (de-identified): {{objective_findings}}
Treatment summary: {{treatment_summary}}

Steps:
1. Identify the specific criterion the denial rests on (medical necessity, maintenance/plateau, insufficient documentation, visit cap).
2. Draft a one-page appeal that quotes the denial language and rebuts each point using only the findings I provided: baseline versus current measures, remaining functional deficits, and why the interventions require a licensed therapist's skill rather than an independent exercise program.
3. If the denial claims the patient has plateaued and this is a Medicare claim, address the Jimmo v. Sebelius standard: coverage does not require improvement when skilled care is needed to maintain function or prevent decline.

Constraints:
- Do not invent measurements, dates, diagnoses, or research citations. Where a clinical practice guideline would strengthen the appeal, write [ADD GUIDELINE: topic] and I will supply the citation.
- Professional, factual tone. No emotional appeals.
- End with a one-line list of attachments to include.

Fill in your details and the prompt updates live — then copy.

What you get back (excerpt)

Re: Appeal of denial for continued outpatient physical therapy The denial states that "services beyond visit 12 are not medically necessary" because the patient "has reached a functional plateau." The clinical record does not support that conclusion. Shoulder flexion improved from 95 to 140 degrees and QuickDASH from 52 to 31 across 12 visits — a consistent, measurable trajectory, not a plateau. The remaining deficit (140 degrees versus the 160 required for overhead warehouse work) is precisely the range where progressive loading requires skilled grading and monitoring to avoid re-injury. [ADD GUIDELINE: rotator cuff rehabilitation clinical practice guideline] Attachments: initial evaluation, visit-12 progress report, exercise flow sheets, physician-signed plan of care.

The full workflow

  1. Pull the exact denial language and your objective measures; strip identifiers
  2. Run the prompt, then verify every number against the chart
  3. Replace [ADD GUIDELINE] flags with real citations (APTA clinical practice guidelines) — never let the AI supply them
  4. Have the treating therapist review and sign, attach the documentation, and file within the payer's deadline

Watch out for

AI-invented citations kill appeals: models fabricate plausible-looking journal references. Supply real guideline citations yourself.

Every number in the appeal must exist in the chart. An embellished measure in a signed appeal is a fraud exposure, not a persuasion tactic.

HIPAA: de-identify before pasting — a denial letter plus clinical details can identify the patient. Add identifiers back outside the AI tool.

Where this comes from

Every use case on this site is grounded in real reports from working physical therapists — not invented by us.

More AI use cases for physical therapists

← All 6 use cases: How Physical Therapists Use AI