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AI Automation

Prior-Auth Intake Agent for a Clinic Network

An agent reads referrals, pulls payer rules, drafts auth packets, and flags exceptions for clinicians — cutting days of back-and-forth into a governed queue.

Cover imagery illustrates the project category.

Client
Multi-site clinic network (confidential)
Timeline
6-week MVP · payer-rule expansion after
Our role
AI agents & workflow partner
62%
Less staff time on auth prep
6 wks
Intake agent MVP live
100%
Human sign-off before submit

The challenge

Prior authorization ate staff hours. Referrals arrived as PDFs; payer rules lived in tribal knowledge; incomplete packets bounced for days.

Our approach

We shipped an agent that classifies referrals, retrieves payer rules, drafts auth packets, and scores completeness before human review.

Tool permissions stayed narrow — draft only, never submit without sign-off.

What shipped

Concrete scope included in this engagement.

  1. 1 Referral ingest and classification
  2. 2 Payer-rule retrieval with citations
  3. 3 Auth packet drafting
  4. 4 Completeness scoring and exceptions
  5. 5 Audit trail and clinician review

The result

Staff time on auth prep dropped about 62%. Packets moved into a predictable queue with clear exceptions.

Stack

Python FastAPI Document AI Azure OpenAI

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