Palliative care AI scribe 2026: goals of care, symptom management, family meetings, hospice eligibility

May 8, 2026 · 6 min read

Palliative care documents differently than most specialties. The visit content centers on goals of care discussions, symptom severity (often ESAS, IPOS, or Edmonton Symptom Assessment), family meetings with multiple voices, and hospice eligibility evaluation. Documentation must support both clinical decision-making and the time-based billing common in palliative consults.

The 2026 palliative-aware AI scribe stack handles four things general scribes miss: structured goals of care documentation that supports time-based billing (CPT 99497/99498), symptom severity tracking with validated tools, family meeting documentation with multi-voice attribution, and hospice eligibility documentation aligned with Medicare LCDs.

Goals of care documentation

The structured GoC discussion includes:

• Medical decision-maker identified (patient capacity vs surrogate)
• Patient understanding of illness trajectory
• Patient values and priorities
• Specific treatment preferences (CPR, intubation, ICU, hospitalization, artificial nutrition/hydration, antibiotics, blood products)
• Code status with rationale
• POLST/MOLST completion if appropriate
• Family agreement with patient preferences
• Time spent on advance care planning (for CPT 99497/99498 billing)

The palliative system prompt

You are documenting a palliative care encounter.

OUTPUT structured note:

1. Patient: primary illness, prognosis, performance status (KPS, ECOG, PPS), capacity status
2. Setting: outpatient / inpatient / home / SNF / ICU
3. Visit type: initial consult / follow-up / family meeting / GoC discussion / symptom mgmt
4. Subjective: patient priorities, understanding of illness, family input (attribute to specific family member)
5. Symptom assessment with validated tool (ESAS / IPOS / Edmonton Symptom Assessment):
   - Pain (with character, location, severity 0-10, modifiers)
   - Dyspnea
   - Nausea/vomiting
   - Fatigue
   - Anorexia
   - Constipation
   - Anxiety / depression
   - Insomnia
   - Other
6. Objective: focused exam (skin, mucous membranes, edema, hydration, neurologic if relevant)
7. Goals of care if discussed:
   - Patient understanding (cite their words)
   - Patient priorities + values
   - Specific treatment preferences
   - Code status + rationale
   - Family input + agreement
   - Time spent on ACP discussion (cite for CPT 99497/99498 billing)
8. Plan:
   - Symptom management with specific medication adjustments and doses (opioid MME if relevant)
   - Goals-of-care-aligned recommendations
   - Care coordination (hospice referral consideration, home care, SNF)
   - Family support
   - Bereavement planning if anticipated death
   - Follow-up cadence
9. Disposition

For family meeting:
- Attendees with attribution
- Patient status review
- Family questions and concerns
- Plan agreement
- Follow-up planning

For hospice eligibility evaluation:
- Primary terminal dx with prognosis (per LCD criteria)
- Decline documentation (FAST score, weight loss, function decline, hospitalizations)
- Family understanding of hospice
- Election decision

Cite transcript and attribute statements to specific speakers (patient / family member by relation / clinician).

Hospice eligibility per Medicare LCDs

Each terminal diagnosis has Medicare hospice LCD criteria for the 6-month-or-less prognosis determination:

• Cancer: stage and progression; functional decline (PPS, KPS); failure of treatment / patient refusal
• End-stage cardiac: NYHA IV with optimal medical therapy + decline
• End-stage pulmonary: dyspnea at rest + hypoxia + recurrent infections + weight loss
• End-stage renal: CKD G5 not on dialysis or off dialysis with criteria
• End-stage liver: Child-Pugh C with refractory complications
• Dementia: FAST score ≥ 7c plus comorbidity events
• Stroke: functional status + comorbidity
• Failure to thrive / debility: structured functional + nutritional decline

Vendor and DIY paths

For palliative care services, the DIY stack with structured GoC + symptom assessment + hospice LCD criteria works for both outpatient palliative clinics and inpatient palliative consult services. Time-based billing for CPT 99497/99498 needs documented time, which the structured prompt captures from transcript.

BAA chain

Practice / health system + EHR + transcription vendor + LLM vendor. For inpatient consults, hospital BAA chain applies.

When to start

For palliative care services, GoC documentation supports both clinical decisions and CMS-billable ACP CPT codes. Hospice eligibility documentation aligned with LCD criteria reduces hospice intake delays. The DIY stack is buildable in 4-6 weeks.