Referral intake that turns faxes into scheduled patients

Referrals arrive by fax, Direct secure message, and partner portals. An agent reads each one, extracts patient, reason, urgency, and insurance, checks it against your acceptance criteria, requests anything missing from the referring office, and moves the patient to scheduling.

01the problem and who owns it

Specialty practices receive referrals as faxed packets of varying quality. Coordinators read each one, type the patient into the system, call the referring office for missing records, and try to reach the patient, while new faxes pile up. Some referrals are never scheduled, and nobody notices.

The practice depends on referral relationships, so slow intake costs both patients and referring providers' trust. The coordinator owns the queue but has no view of which referrals are stuck or why.

02what the AI does, step by step

1. Collect every channel into one queueCloud fax, Direct messages, and portal downloads land in a single intake queue. Each item gets a case number and received time.
2. Extract the referralThe agent reads the documents and extracts patient demographics, insurance, referring provider, reason for referral, diagnosis codes if present, and stated urgency, with confidence per field.
3. Check acceptance criteriaEach referral is compared with your written criteria: services offered, required records such as recent imaging or labs, payers accepted, and age limits. The agent lists what is present and what is missing.
4. Request missing itemsFor gaps, the agent drafts a request to the referring office by its preferred channel, and the case waits in a clearly labeled state with follow-up reminders.
5. Triage urgency for clinical reviewReferrals marked urgent, or containing terms your clinicians define, go to a nurse or provider for triage. The agent does not assign clinical priority on its own.
6. Create records and scheduleOnce complete, the patient and referral are created in the EHR, and the patient is contacted with appointment options. The referring office receives confirmation of the scheduled visit.

03systems it connects to

• Fax and Direct messaging. Cloud fax services and the EHR's Direct messaging inbox.
• EHR. Patient, referral, and appointment records via FHIR (Patient, ServiceRequest, Appointment) or HL7 interfaces.
• Document extraction. OCR and a model operating under a BAA.
• Referral tracker. A queue showing each referral's state from received to scheduled.

04human checkpoints

• Clinical triage. Urgent and ambiguous referrals are triaged by licensed staff before scheduling priority is set.
• Patient record creation. A coordinator confirms demographics and checks for existing charts before a new patient is created.
• Declined referrals. Any referral the practice will not accept is reviewed by a person and the referring office is informed directly.

05what to measure

• Time from referral received to scheduled. Split by urgency and referral source.
• Referrals never scheduled. Count and reasons, the measure of leakage.
• Missing-information rate by referring office. Useful for working with partners on what to send.
• Extraction correction rate. Fields changed by coordinators after extraction.

06risks and guardrails

• Misread urgency. A handwritten note or buried line may signal an urgent case. Keep urgency keyword lists broad and route uncertain cases to clinical staff.
• Wrong patient or duplicate charts. Extraction errors in names and birth dates create duplicate or merged charts. Human confirmation before record creation is the guard.
• PHI handling. Referral packets often contain full histories. Use BAAs with fax, extraction, and model vendors, restrict queue access, and keep audit logs.

07build vs buy

Referral management modules exist in several EHRs and as standalone products, and fax extraction tools are common. If your referrals come from a few partners on the same EHR, electronic referrals may remove most of the work.

A custom agent fits when referrals arrive from many outside offices in mixed formats, acceptance criteria are specific to your specialty, and you want a single tracker from fax received to visit booked.

08related playbooks

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