Case managers spend more time on documentation than on patients. Prior auth denials, care coordination notes, discharge summaries, insurance navigation letters — it's a paperwork profession dressed up as a healthcare role.
Since 2022, prior authorization denial rates have climbed over 20% in some payer networks. Every denial requires a written appeal. Every appeal takes time case managers don't have.
ChatGPT doesn't have clinical judgment. You do. But ChatGPT can draft the appeal letter in the time it takes you to open your EHR. These 35 prompts are built around the documentation-heavy work case managers face every day.
1. Prior Authorization Appeals
Prompt 1 — Initial Auth Appeal Letter
"Write a prior authorization appeal letter for [service: inpatient rehabilitation / skilled nursing facility / home health / specialty medication / mental health treatment]. Patient situation: [brief clinical summary]. Denial reason given: [state denial]. Use medically necessary language grounded in [clinical guideline or MCG criteria if known]. Request expedited review given [clinical urgency reason]."
Prompt 2 — Peer-to-Peer Talking Points
"Prepare talking points for a peer-to-peer review call with a payer's medical director. The service being requested: [describe]. The denial reason: [describe]. My strongest clinical arguments: [list]. Help me structure these into a 3-minute verbal presentation that anticipates their pushback."
Prompt 3 — Second-Level Appeal
"Our first-level appeal for [service] was denied again. The payer's reasoning: [describe]. Write a second-level appeal that: references the denial of the first appeal, escalates urgency, cites [specific guideline / case law / ERISA rights / state regulation], and requests independent external review."
Prompt 4 — Urgent/Expedited Auth Request
"Write an expedited prior authorization request for [service]. Clinical urgency: [describe why delay causes harm]. Patient's current status: [brief]. Required decision timeline per regulation: [24-72 hours depending on payer]. Include language invoking the right to expedited review under [state law / ACA / Medicare regulations]."
Prompt 5 — Clinical Justification Narrative
"Write a clinical justification narrative for [service/treatment] for a patient with [diagnosis]. Patient history: [key relevant history]. Functional limitations: [describe]. Why standard/alternative treatments are insufficient: [describe]. Reference [diagnosis code] and [procedure code] if provided. Keep it under 300 words."
2. Care Coordination & Planning
Prompt 6 — Individualized Care Plan
"Create an individualized care plan template for a patient with [primary diagnosis] and the following comorbidities: [list]. Include: care goals (short-term and long-term), interventions by discipline, responsible parties, target dates, and patient/family education needs. Format for clinical documentation."
Prompt 7 — Interdisciplinary Team Meeting Prep
"Prepare a case summary for an interdisciplinary team meeting. Patient: [age/gender/diagnosis]. Current status: [describe]. Active issues to discuss: [list]. Decisions needed from the team: [list]. Format it as a structured clinical handoff using SBAR (Situation, Background, Assessment, Recommendation)."
Prompt 8 — Complex Case Management Plan
"Build a complex case management plan for a patient with [diagnosis/conditions] who has had [X] hospitalizations in the past [timeframe]. Social determinants of health concerns: [list]. Goals: reduce readmissions, connect to community resources, stabilize housing/medications. Structure the plan with 90-day milestones."
Prompt 9 — Care Gap Identification
"Review this patient's care history summary: [paste or describe]. Identify care gaps — missed screenings, overdue follow-ups, unaddressed diagnoses, or social needs that may impact health outcomes. Present as a prioritized action list for outreach."
Prompt 10 — Warm Handoff Script
"Write a warm handoff script for transitioning this patient to [home health / outpatient specialty / primary care / behavioral health]. Include: key clinical information, who is receiving the handoff, what the patient has been told, and what the receiving provider needs to do first."
3. Client & Family Communication
Prompt 11 — Benefits Explanation Letter
"Write a letter to a patient explaining their [insurance benefit / Medicare Part A SNF benefit / LTAC criteria / home health eligibility]. Use plain language at a 6th-grade reading level. Include what is covered, what is not covered, and who to call with questions."
Prompt 12 — Treatment Options Summary
"Write a patient-friendly summary comparing [2-3 treatment or placement options]. For each option, describe: what it involves, the typical setting, what the patient/family can expect daily, approximate cost/insurance coverage, and the pros and cons. Avoid medical jargon."
Prompt 13 — Difficult Conversation Prep
"Help me prepare for a conversation with a patient's family about [situation: transitioning to hospice / moving to a higher level of care / stopping aggressive treatment / financial responsibility for extended stay]. Give me an opening statement, how to handle the most likely pushback, and a closing that preserves trust."
Prompt 14 — Discharge Planning Letter
"Write a discharge planning summary letter for a patient returning home. Address it to the patient and family. Cover: diagnosis, follow-up appointments, medication changes, warning signs to watch for, who to call if problems arise, and available community resources. Use plain language."
Prompt 15 — Advance Directive Explanation
"Explain advance directives — living will, healthcare proxy, POLST — to a patient in plain language. Why they matter, what decisions they cover, who can help complete them, and that the patient can change them at any time. Format as a brief handout."
4. Clinical Documentation & Notes
Prompt 16 — Case Management Note
"Write a case management progress note. Format: [SOAP / narrative / DAP]. Patient: [age/gender/diagnosis]. What I did this encounter: [interventions, contacts, referrals made]. Patient/family response: [describe]. Plan: [describe]. Include barriers to care if applicable."
Prompt 17 — Readmission Risk Assessment Note
"Write a clinical note documenting readmission risk assessment for a patient being discharged. Risk factors identified: [list]. Mitigation steps taken: [describe interventions, follow-up appointments, education provided]. Risk level: [high/moderate/low] based on [tool: LACE / BOOST / other]."
Prompt 18 — Transitional Care Note
"Write a transitional care management note documenting 30-day post-discharge follow-up. Contact made on [date]. Patient status: [describe]. Medications reconciled: [yes/no, detail]. Appointments kept/missed: [describe]. Barriers identified: [list]. Next action plan: [describe]."
Prompt 19 — Functional Assessment Documentation
"Document a functional assessment for a patient being evaluated for [home health / SNF placement / LTAC / inpatient rehab]. ADL status: [describe independence level for bathing, dressing, transfers, mobility, feeding, toileting]. Safety concerns: [describe]. Caregiver support: [describe]."
Prompt 20 — Refusal of Services Documentation
"Write a clinical note documenting a patient's refusal of [recommended service]. Include: what was recommended and why, how the recommendation was explained, the patient's stated reason for refusal, that risks of refusal were explained, and that the option remains available."
5. Discharge Planning
Prompt 21 — SNF Referral Package
"Create a skilled nursing facility referral checklist. Include: clinical documents to send (H&P, discharge summary, medication list, lab results, imaging), required criteria documentation, insurance/authorization copies, advance directives, and social/functional information facilities need for placement decisions."
Prompt 22 — Home Health Order Request
"Draft a home health referral note summarizing why this patient meets Medicare home health criteria. Patient is: [homebound status]. Requires: [skilled nursing / PT / OT / speech / wound care]. Intermittent skilled care needed for: [reason]. Physician certification needed for: [specific orders]."
Prompt 23 — Discharge Against Medical Advice Documentation
"Write an AMA discharge documentation note. Patient: [brief description]. Recommendation: remain hospitalized for [reason]. Patient's decision: leave AMA. Risks explained: [list]. Patient demonstrated understanding: [yes/no, detail]. Discharge instructions given: [yes/no]. Legal representative notified: [if applicable]."
Prompt 24 — Housing Instability Intervention Plan
"A patient is being discharged with unstable housing. Current situation: [describe]. Community resources contacted: [list]. Immediate placement arranged: [describe or 'none available']. Barriers to housing: [list]. Document this as a social determinants of health intervention note and create a 30-day follow-up plan."
Prompt 25 — Long-Term Care Placement Letter
"Write a letter to the patient and family documenting the decision to pursue long-term care placement, the factors considered (clinical, functional, social, financial), options presented, their choice, and next steps in the placement process. Keep the tone supportive and non-judgmental."
6. Insurance & Benefits Navigation
Prompt 26 — Medicare Coverage Explanation
"Explain [Medicare Part A hospital benefit / skilled nursing benefit / home health benefit / hospice benefit] to a patient who is confused about what is covered and for how long. Use plain language. Include the key eligibility criteria, coverage limits, cost-sharing, and what happens after benefits end."
Prompt 27 — Medicaid Application Assistance Letter
"Write a letter to accompany a Medicaid application for a patient who needs [long-term care / community-based services]. The patient's situation: [describe financial/medical situation]. List documents enclosed and why each is relevant. Reference the relevant eligibility criteria for [state if known]."
Prompt 28 — External Appeal Rights Letter
"Write a letter to a patient explaining their right to an external appeal after their insurance denied [service]. Include: the denial they received, their right to an independent external review, the timeline to request one, how to request it, and that the external reviewer's decision is binding on the payer."
Prompt 29 — Coordination of Benefits Inquiry
"A patient has both Medicare and [secondary insurance]. They are confused about who pays what. Write a plain-language explanation of coordination of benefits, primary vs. secondary payer rules, and what they may still owe out of pocket for [specific service]."
Prompt 30 — Financial Assistance Referral Note
"Document a referral for financial assistance for a patient who is [underinsured / facing high out-of-pocket costs / eligible for medication assistance programs]. List the programs referred to, contact information, what documents the patient needs, and the follow-up plan."
7. Compliance & Ethics
Prompt 31 — HIPAA Incident Documentation
"Write a documentation note for a potential HIPAA privacy incident: [describe what happened]. Include: date discovered, nature of the potential breach, information involved, how it was discovered, immediate action taken, and that it was reported to [privacy officer / supervisor]. Use objective language only."
Prompt 32 — Ethical Conflict Documentation
"I'm facing an ethical conflict between: [patient autonomy / family wishes / clinical recommendation / resource constraints]. Describe the tension clearly. Help me structure documentation that shows I recognized the ethical issue, consulted appropriately [ethics committee / supervisor], and made a decision that prioritized [patient's best interest]."
Prompt 33 — Mandatory Reporting Documentation
"Document a mandatory report made for [suspected abuse / neglect / exploitation / self-harm risk]. Include: observations that led to concern, specific behaviors or statements noted, report made to [agency] on [date], patient and family notification (if appropriate), and safety plan implemented."
Prompt 34 — Case Conference Documentation
"Write a case conference note documenting a meeting between [case manager / social worker / physician / patient/family / payer representative] on [date]. Purpose: [describe]. Decisions made: [list]. Disagreements noted: [if any]. Next steps and owners: [list]. Estimated follow-up timeline: [describe]."
Prompt 35 — Quality Improvement Submission
"Write a quality improvement case submission about [issue: delayed discharge / repeated ED visits / prior auth denial pattern / care coordination gap]. Include: case summary (de-identified), root cause analysis, impact on patient and system, recommended process change, and measurable success metric."
Getting More From These Prompts
Case managers work within strict regulatory, clinical, and ethical boundaries. These prompts work best when:
- You add specific clinical details. "Patient with CHF, EF 35%, recent 3rd hospitalization in 6 months" generates a much better appeal letter than "patient with heart failure."
- You cite payer-specific criteria. MCG, InterQual, and NCQA each have different thresholds. Mention which criteria your payer uses.
- You verify before sending. ChatGPT is a drafting tool — always review clinical accuracy before submitting to payers, courts, or surveyors.
For a complete case management prompt library — including prompts for utilization management, denial management workflows, and value-based care documentation — the full collection is here: Case Manager's ChatGPT Prompt Pack
Documentation is the job you didn't sign up for. These prompts handle the writing so you can focus on the patients who need you.
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