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PilotREF · PAR-27

Prior Authorization Readiness Copilot

A prior authorization workflow assistant that helps provider teams assemble complete, reviewable packets before payer submission.

Why this matters

Prior authorization is document-heavy, deadline-sensitive, and operationally expensive. The opportunity is not generic letter writing; it is completeness checking and packet preparation with human review.

Features

  • Documentation completeness checks by payer and service type
  • Medical necessity draft generation for staff review
  • Denial reason tracking and resubmission packet support
Discuss a Pilot

Outcomes

  • More complete first-pass submissions
  • Reduced administrative rework
  • Faster resubmission cycles

Administrative workflow support only. Not medical advice and not a replacement for clinical or payer review.

Reference architecture
INGESTRETRIEVEREASONVERIFYDELIVERSourcesCURATED · PERMISSIONEDIndexEMBEDDINGS · BM25ModelGUARDED INFERENCEEvalCITATIONS · CONSTRAINTSSurfaceAUDIT-READY OUTPUTFEEDBACK · HARDEN