
# AI Skills for Healthcare: From Prior Auth to Clinical Documentation

Every healthcare organization runs on procedures. Prior authorization follows payer-specific rules. Clinical documentation meets facility-specific templates. Compliance checks reference your policy manual, not a textbook.

The problem is that these procedures live in people's heads, scattered PDFs, and tribal knowledge. When your best medical coder leaves, their expertise walks out the door. When a new nurse starts, they spend months learning "how we do things here."

AI skills change this. A skill encodes your organization's specific procedures — your payer rules, your documentation templates, your compliance standards — into a format that any AI tool can use consistently.

## What healthcare skills actually do

A healthcare skill is not a medical AI. It does not diagnose patients or replace clinical judgment.

Instead, it handles the structured, procedural work that consumes clinician time:

- **Prior authorization:** Knows which payers require which documentation, formats letters to each payer's specifications, includes required clinical criteria
- **Clinical documentation:** Applies your facility's note templates, ensures required fields are populated, flags missing information before submission
- **Denial management:** Analyzes denial reasons, generates appeal letters with payer-specific arguments, tracks escalation timelines
- **Compliance auditing:** Checks documentation against regulatory requirements, flags gaps before external audits find them
- **Care coordination:** Summarizes patient information for referrals using your organization's transfer templates

The key difference from generic AI: skills know your organization's way of doing things.

## The prior authorization problem

Consider prior authorization — one of healthcare's most time-consuming administrative tasks.

Without a skill, you ask AI: "Write a prior authorization letter for an MRI."

You get a generic letter that:

- Uses a template no payer actually accepts
- Misses required clinical criteria
- Doesn't reference the correct CPT codes
- Requires 30 minutes of manual editing

With a prior-auth skill, the AI knows:

- Blue Cross requires ICD-10 codes in the first paragraph
- Aetna needs the ordering physician's NPI in the header
- United Healthcare wants clinical necessity documented in their specific format
- Medicare requires ABN documentation for certain procedures
- Your facility uses specific letterhead and signature blocks

The output is ready to submit. Not "close enough" — actually ready.

## Example: Clinical documentation skill in action

Here is what a clinical-note-formatter skill produces:

```
CLINICAL NOTE — Formatted per [Your Facility] Standards
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Patient: [Redacted]
Visit Type: Follow-up — Cardiology
Date of Service: 03/12/2026
Provider: Dr. Smith, MD (NPI: XXXXXXXXXX)

CHIEF COMPLAINT:
Chest pain, intermittent, 2-week duration

HPI (per facility 8-element template):
Location: Substernal
Quality: Pressure-like
Severity: 6/10
Duration: 5-15 minutes per episode
Timing: Primarily with exertion
Context: Onset after increasing work stress
Modifying factors: Rest relieves; exertion worsens
Associated signs: Mild dyspnea on exertion

ASSESSMENT & PLAN:
1. Chest pain, unspecified (R07.9)
   → Stress test ordered (CPT: 93015)
   → Pre-auth submitted to [Payer] — required per
     their cardiac imaging policy (effective 01/2026)
2. Hypertension, controlled (I10)
   → Continue current regimen

DOCUMENTATION COMPLIANCE:
✓ All 8 HPI elements documented (Level 5)
✓ Medical decision-making: Moderate complexity
✓ Time-based billing criteria met (45 min)
⚠ Missing: Follow-up timeframe — add before signing
```

Notice what the skill does:

- Applies your facility's specific template structure
- Ensures all required HPI elements are captured for appropriate billing level
- Flags documentation gaps before the note is finalized
- Includes payer-specific pre-auth requirements inline
- Uses your facility's compliance checking rules

## How skills handle payer complexity

Every healthcare organization deals with multiple payers, each with different rules. Skills handle this through structured decision logic.

Payer-specific prior auth rules (encoded in a skill):

| Payer | MRI Pre-Auth | Clinical Criteria Required | Turnaround |
|---|---|---|---|
| Blue Cross | Always | Conservative treatment documented (6 weeks) | 5 business days |
| Aetna | Over $2,000 | Peer-reviewed guidelines citation | 3 business days |
| United | Advanced imaging only | InterQual criteria reference | 7 business days |
| Medicare | Per LCD/NCD | ABN on file, medical necessity narrative | 14 calendar days |

A skill carries these rules so your staff does not need to memorize them or look them up each time.

## Building your first healthcare skill

Healthcare skills follow the same SKILL.md format as any other skill, but with domain-specific structure:

```yaml
---
name: "prior-auth-letter-generator"
description: "Generates payer-specific prior authorization
letters using your facility's templates, clinical criteria
requirements, and submission standards."
---
# Prior Authorization Letter Generator

## When to use
- New prior auth request for any procedure
- Re-submission after initial denial
- Expedited/urgent authorization requests

## Your facility's standards
- Always include ordering provider NPI
- Reference ICD-10 and CPT codes in first paragraph
- Attach clinical notes for surgical procedures
- Flag expedited review criteria (72-hour rule)

## Payer-specific rules
[Your payer matrix goes here]

## Output format
[Your facility's letter template]

## Escalation criteria
- Auto-flag denials for peer-to-peer within 24 hours
- Escalate to medical director if second denial
- Track appeal deadlines by payer
```

You write this in plain English. No code required. The skill encodes your organization's knowledge so any AI tool can apply it consistently.

## HIPAA and security considerations

Skills contain procedures, not patient data. Here is how the security model works:

- **Skills are knowledge, not data:** A skill says "format notes using this template" — it never contains PHI
- **PHI stays in your environment:** Patient data exists only in your AI tool's context, governed by your existing BAA and security controls
- **MCP transport is secure:** Skills are delivered over HTTPS with authentication
- **Access control:** You control which skills are available to which users through your MCP server configuration
- **Audit trail:** Every skill invocation can be logged for compliance purposes

Your existing HIPAA compliance framework covers the AI tool and data access. Skills add standardized procedures on top of that foundation.

## Common healthcare skill categories

Healthcare organizations typically start with skills in these areas:

### Revenue cycle

- Prior authorization generation
- Denial appeal letters
- Charge capture validation
- Coding accuracy checks

### Clinical documentation

- Note formatting and compliance
- Discharge summary generation
- Referral letter templates
- Care plan documentation

### Operations

- Compliance audit checklists
- Policy and procedure formatting
- Staff communication templates
- Quality metric reporting

### Patient engagement

- After-visit summary generation
- Patient education materials
- Appointment reminder content
- Care instruction formatting

## Getting started

- **Browse existing healthcare skills** in the [Skills Library](/agentskills/library) — many common workflows are already available
- **Clone and customize** a skill that is close to your needs — adjust it to match your facility's specific standards
- **Create from scratch** if your workflow is unique — use the skill creation guide to build your first custom skill
- **Connect to your AI tools** using the [setup guide](/learn#connect) — skills work with Claude, ChatGPT, Cursor, and any MCP-compatible platform

The goal is not to replace clinical expertise. It is to make sure administrative and documentation tasks are done consistently, correctly, and fast — every time, by every person on your team.

[Browse healthcare skills →](/agentskills/library)


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AI Skills for Healthcare: From Prior Auth to Clinical Documentation