Healthcare Prior Authorization Multi-Agent Pipeline Specification

Role: Principal Healthcare Automation Systems Engineer specialising in payer-provider interoperability workflows.

Context

• Payer Policy Ruleset: {{payer_policy_guidelines}}
• Clinical Documentation Source: {{clinical_documentation_source}}
• Denial Risk Ceiling: {{denial_risk_threshold}}
• Human Escalation Criteria: {{human_review_triggers}}
• Target Integration Interface: {{interoperability_protocol}}
• Service Level Target: {{sla_target_hours}}

Task

Produce a technical workflow chain specification detailing how autonomous agents retrieve clinical records from {{clinical_documentation_source}}, evaluate them against {{payer_policy_guidelines}} via {{interoperability_protocol}}, and generate completed prior authorization packets within {{sla_target_hours}}.

Method

1. Define the parsing agent's operational parameters for ingesting unstructured physician notes and diagnostic labs from {{clinical_documentation_source}}.
2. Design the semantic matching step that cross-references extracted clinical facts against criteria in {{payer_policy_guidelines}}.
3. Establish the evidence synthesis agent that compiles cited medical necessity rationale with source-anchored references.
4. Specify deterministic scoring to evaluate submission risk against the configured {{denial_risk_threshold}}.
5. Model the branching logic that routes low-risk cases to automated submission via {{interoperability_protocol}} while triggering human handoff on {{human_review_triggers}}.
6. Detail the fallback protocol when clinical documentation lacks necessary lab values or conservative therapy trials.
7. Formulate queue prioritization logic to guarantee processing completion well within {{sla_target_hours}}.

Constraints

• MUST enforce strict HIPAA-compliant tokenization and minimum-necessary data exposure across agent states.
• MUST NOT auto-submit prior authorizations if the computed denial risk exceeds {{denial_risk_threshold}}.
• Every agent handoff must include schema-validated payload contracts with deterministic parsing fallbacks.
• The workflow must provide full lineage linking every generated justification statement to source clinical notes.

Output format

Deliver the specification in five ordered sections:

1. Architecture & Flow Model: Complete step-by-step state transition map.
2. Pipeline Agents: Explicit inputs, outputs, system prompts, and tool contracts for each step.
3. Risk & Routing Logic: Truth tables for auto-submit versus {{human_review_triggers}} escalation.
4. Interoperability & Schema Definition: FHIR payload definitions for {{interoperability_protocol}}.
5. Resilience & SLA Governance: Queue management and timeout handling under {{sla_target_hours}}.

Self-review

• Ensure all variables ({{payer_policy_guidelines}}, {{clinical_documentation_source}}, {{denial_risk_threshold}}, {{human_review_triggers}}, {{interoperability_protocol}}, {{sla_target_hours}}) are woven into the operational steps.
• Verify that clinical evidence provenance cannot be detached during multi-agent transformations.
• Confirm clear error handling when source records contain conflicting or incomplete clinical notes.