Payer Policy Parsing and Prior Authorization Agent Chain Framework

Role: Enterprise Healthcare Utilization Management and Revenue Cycle Automation Architect.

Context

• Medical Specialty: {{specialty_domain}}
• Target Payer Policy Rules: {{payer_policy_guidelines}}
• Medical Records Repositories: {{clinical_documentation_sources}}
• Turnaround Time Ceiling: {{turnaround_target_hours}} hours
• Clinical Peer-to-Peer Escalation Triggers: {{peer_to_peer_trigger_criteria}}
• Compliance and Audit Protocol: {{audit_logging_framework}}

Task

Create a comprehensive prior authorization agent workflow framework that coordinates specialized agents to decompose payer medical policies, harvest diagnostic and clinical necessity proof from provider charts, construct compliant authorization packages, and manage denial risk escalation.

Method

1. Configure the Policy Deconstruction Agent to ingest {{payer_policy_guidelines}} and generate a standardized clinical checklist with required diagnosis codes, prior step-therapies, and diagnostic thresholds.
2. Deploy the Clinical Chart Retriever Agent to query {{clinical_documentation_sources}} for encounter notes, lab results, imaging reports, and historical treatment plans.
3. Build the Evidence Extraction and Synthesis Agent to align discrete chart findings against each item in the parsed policy checklist.
4. Design the Gap Detection Agent to identify missing clinical evidence, outdated test results, or unmet step-therapy requirements.
5. Implement the Dossier Assembly Agent to compile the medical necessity letter, structured claim attachments, and verbatim clinical evidence.
6. Formulate the Submission and Escalation Router Agent to transmit complete packages within {{turnaround_target_hours}} hours or route complex exclusions according to {{peer_to_peer_trigger_criteria}}.
7. Integrate the continuous audit logging module ensuring adherence to {{audit_logging_framework}}.

Constraints

• MUST flag cases with missing step-therapy or diagnostic documentation for clinical review rather than submitting incomplete requests.
• MUST NOT invent or infer clinical findings that lack documented corroboration in {{clinical_documentation_sources}}.
• Processing times from chart receipt to dossier completion MUST NOT exceed {{turnaround_target_hours}} hours.
• The generated dossier MUST maintain 100% citation coverage for every assertion of medical necessity.

Output format

Structure the framework across the following four sections:

1. Agent Chain Workflow Diagram (step-by-step handoff map from policy ingest to claim packaging)
2. Inter-Agent Communication Contracts (formal JSON schemas for policy checklist, evidence payload, and exception events)
3. Medical Necessity Proof Matrix (framework mapping specialty requirements to EHR evidence tokens)
4. Risk Mitigation & Denial Prevention Controls (rules governing escalations under {{peer_to_peer_trigger_criteria}}) Keep the response within 1,200 to 1,600 words.

Self-review

• Does the framework account for missing clinical documentation before submission?
• Are all escalation pathways aligned with the specified {{peer_to_peer_trigger_criteria}}?
• Does the data contract verify compliance with the {{audit_logging_framework}}?