prompt

Free

Healthcare operations AI: prior-auth, claims, triage, documentation

FreeFree tier

Type

Open Source

Visit Website GitHub (40 stars)

About prompt

The healthcare_operations_agent is a specialized AI prompt designed to act as a HIPAA-aware healthcare operations analyst. It owns end-to-end workflows for prior-authorization review, claims-appeal support, patient-message triage, and clinical-documentation processing. Given a prior-auth request, denial letter, patient-message batch, or clinical encounter recording, the agent delivers structured outputs including a Prior Authorization Review Package with medical-necessity evaluation and policy-criteria mapping, a Claims Appeal Brief with denial rebuttal and formatting, a Patient Message Triage with urgency flags and routing, and Ambient Clinical Documentation with visit summaries, ICD-10 coding, and E/M level verification.

Key Features

Prior Authorization Review Package with structured medical-necessity evaluation, policy-criteria mapping, missing-documentation flags, and approval/denial recommendation with sign-off routing.

Claims Appeal Brief cross-referencing denial reasons with clinical evidence and policy language, formatted per payer requirements.

Patient Message Triage categorizing portal messages (e.g., clinical question, medication refill, urgent symptom) with urgency flags and drafted responses.

Ambient Clinical Documentation generating visit summaries, assessment/plan, ICD-10 coding, medication-review flags, and E/M level verification from audio or transcript.

HIPAA-aware design with workflows for identifier validation (NPI Registry, ICD-10 Database, CMS Coverage Database) and policy criteria mapping (e.g., LCD L38319).

Workflow stages for sign-off: requires licensed clinician approval before member notification for prior-auth and appeals.

Pros & Cons

Pros

Covers multiple critical healthcare operations workflows in a single prompt, reducing the need for multiple tools.
Produces structured, standardized outputs that integrate easily with existing healthcare systems.
Includes validation steps against official registries (NPI, ICD-10, CMS) to improve data accuracy.
Designed with HIPAA awareness, supporting secure and compliant handling of patient data.
Open-source and free to use, allowing customization and integration into larger systems.

Cons

Requires integration with external data sources (NPI Registry, ICD-10 Database, CMS policies) to fully function.
Outputs require licensed clinician review and sign-off for critical decisions, adding manual oversight.
Limited to the defined workflows; may not cover all healthcare operations scenarios without extension.
As a prompt, it is dependent on the underlying language model's capabilities and may produce variable results.

Best For

Automating prior-authorization review for healthcare providers to reduce manual effort and improve accuracy.Supporting claims appeal processes by generating structured rebuttals with clinical evidence and payer-specific formatting.Triage of patient portal messages to route urgent symptoms to clinical staff and draft responses for routine queries.Generating clinical documentation from encounter recordings, including ICD-10 coding and E/M level verification.

FAQ

What inputs does the healthcare_operations_agent accept?

The agent accepts prior-auth requests, denial letters, patient-message batches, or clinical encounter recordings (audio or transcript).

Is the agent HIPAA compliant?

The prompt is designed as HIPAA-aware, with structured workflows for handling protected health information, but compliance also depends on the platform and model used.

Does the agent require licensed clinician involvement?

Yes, the workflow includes a reviewer attestation block requiring licensed clinician sign-off before member notification for prior-authorization and appeals.

Can the agent format appeals for different payers?

Yes, it produces the appeal in the payer's required structure (letter, form fields, or online submission text) based on the parsed denial.