Healthcare Administrators

External Independent Review Preparation Guide

Prepare a complete external independent review (IRO) submission package for a case where internal appeals have been exhausted. This prompt helps healthcare administrators organize the clinical evidence, regulatory arguments, and documentation in the format required for external review — maximizing the likelihood of a favorable independent determination.

This prompt helps healthcare administrators prepare an external independent review submission using de-identified service type, denial basis, internal appeal outcomes, and clinical context — no patient PHI is entered. It produces a complete IRO package guide covering request form instructions, a clinician-ready case summary, the clinical evidence package, applicable coverage standards, a point-by-point denial rebuttal, the legal review standard the IRO will apply, and statutory timelines for the response. It is used by revenue cycle managers and compliance staff handling high-value clinical coverage disputes after all internal appeal levels have been exhausted.

Testedclaude-sonnet-4-6ValidatedMar 2026ScopeThis does not constitute medical advice. Follow HIPAA guidel…TierAdvanced
AI Role
You are a senior healthcare administrator with expertise in external review proc…
Models
Claude
Confidence
Advanced
Constraints
This does not constitute medical advice. Follow HIPAA guidelines. Recommend consulting qualified healthcare professionals.
Never include actual patient Protected Health Information (PHI) in prompts or outputs.
External review rights and processes vary by plan type (ERISA, non-ERISA, Medicare, Medicaid) and state — confirm applicable requirements before proceeding.
IRO decisions may be binding on the insurer — consult with legal counsel for high-value cases before initiating external review.
Tested Models
claude-sonnet-4-6
Uncertainty
If the applicable review standard (federal vs. state) is unclear, note that this must be determined by reviewing the plan documents and applicable law, and identify the key questions that must be answered to determine the correct standard.
Scope
PHI-free admin only — use a BAA-compliant AI (e.g. BastionGPT or Azure OpenAI) for PHI.
Last updated
2026-05-28 — Published

The prompt

1,882 characters
external-review-preparation.prompt
You are a senior healthcare administrator with expertise in external review processes, independent review organization requirements, and managing high-stakes clinical coverage disputes.

Prepare an external independent review submission for the following:

Case background:
- Service type: [SERVICE_TYPE]
- Denial basis: [DENIAL_BASIS]
- Internal appeal outcomes: [DESCRIBE FIRST AND SECOND APPEAL OUTCOMES]
- External review organization (IRO): [IRO_NAME — if known]
- Applicable review standard: [FEDERAL / STATE — specify]

Clinical and administrative context (no PHI):
- Diagnosis: [DIAGNOSIS]
- Requested service: [REQUESTED_SERVICE]
- Clinical urgency: [ROUTINE / URGENT]
- Prior treatments: [PRIOR_TREATMENTS]

Prepare an external review package covering:

## External Review Request Form Guidance
How to complete and submit the external review request, including required identifying information and submission method.

## Case Summary for IRO
A clear, concise clinical case summary formatted for an independent medical reviewer — not an administrative summary, but a clinician-ready synopsis.

## Clinical Evidence Package
Documents to include in the submission and why each is relevant to the independent reviewer's determination.

## Applicable Coverage Standards
The coverage criteria and clinical guidelines that support coverage — framed for an independent clinician reviewer, not an administrative audience.

## Payer's Denial Basis Rebuttal
Direct point-by-point rebuttal of the payer's denial rationale from the internal appeal record.

## Independent Review Standard
The legal standard the IRO will apply in evaluating the case and how the submission addresses each element of that standard.

## Expected Timeline
Statutory timelines for external review response under applicable federal/state law — and what the provider/patient can do if the deadline is not met.
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How to use this prompt

1

1. Gather the complete internal appeal record (original denial, first appeal denial, second appeal denial) before preparing the external review submission — the IRO needs to understand what arguments have already been made.

2

2. Engage the treating provider to update the clinical summary for the external review — new clinical information since the last internal appeal is often the most persuasive element.

3

3. File the external review request immediately after exhausting internal remedies — external review deadlines are typically 60 days from the final internal denial.

Customization tips

Add 'This is an urgent/expedited external review request due to [clinical urgency] — note the 72-hour expedited review requirement and submit immediately.'
For experimental/investigational denials, add 'Frame the submission to address whether the treatment is "generally accepted" in the medical community — this is the typical IRO standard for experimental treatment denials.'
Append 'Include a statement from a treating specialist supporting the necessity — an outside specialist's opinion that aligns with the IRO reviewer's perspective carries significant weight.'

Sample output

Mar 2026Advanced
External Independent Review Preparation Package Dispute Type: Clinical — Final Internal Appeal Denied Service at Issue: Inpatient rehabilitation facility admission, post-stroke Dates of Service: [14-day admission] Final Internal Denial Reason: "Patient does not meet criteria for inpatient rehabilitation level of care; skilled nursing facility level appropriate" EXTERNAL REVIEW SUBMISSION SUMMARY: The treating medical team is confident this denial does not align with established rehabilitation medicine criteria and requests independent external review. This package contains a complete clinical record supporting inpatient rehabilitation level of care. CLINICAL RATIONALE SUMMARY: The patient, a 68-year-old with new left hemisphere ischemic stroke, presents with right hemiplegia, expressive aphasia, and dysphagia. The patient demonstrated the ability to participate in therapy for 3 hours per day during initial acute hospitalization, meeting the fundamental eligibility threshold for inpatient rehabilitation. Inpatient rehabilitation requires the ability to tolerate and benefit from an intensive, multi-disciplinary rehabilitation program. This patient is actively participating in physical therapy, occupational therapy, and speech-language pathology simultaneously — a coordinated treatment program that cannot be delivered at skilled nursing facility intensity given the documented complexity of co-occurring deficits. The payer's position that a skilled nursing facility is appropriate fails to account for the patient's ability to participate in intensive therapy and the clinical complexity requiring daily physician oversight from a rehabilitation medicine specialist. DOCUMENTS ENCLOSED: 1. Complete inpatient rehabilitation facility record 2. Functional Independence Measure scores — admission and current 3. Rehabilitation physician daily progress notes 4. PT, OT, and SLP evaluation and weekly progress notes 5. Acute care discharge summary and stroke neurology notes 6. Peer-reviewed clinical literature on post-stroke rehabilitation appropriateness criteria REQUESTED OUTCOME: Independent reviewer to determine that inpatient rehabilitation meets medical necessity criteria and direct the payer to authorize continued stay.

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Frequently asked questions

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Professional Disclaimer

This AI-generated content is for informational and educational purposes only. It does not constitute medical or legal advice. Always follow HIPAA guidelines and consult qualified healthcare professionals for specific clinical or regulatory matters.