Industry
AI automation for healthcare practices
Administrative burden is not a side effect of running a practice — for many it is the largest single cost after clinical staff. It is also, unlike the clinical work, almost entirely automatable.
The boundary first
Administrative work only, and that is not a limitation
We should be direct about scope before anything else, because it is the question every practice asks and the one where vague answers should worry you.
We do not build clinical decision support. That is a regulated software category with its own approval pathway, and it is not our field. What we build sits entirely in the administrative layer: referrals arriving by fax and portal, prior authorisation packets, scheduling and rescheduling, records requests, claim preparation and denial follow-up.
That is not a consolation prize. For most practices the administrative layer is where the money and the frustration actually are, and it is the part that a machine can meaningfully take over without anyone having to trust a model with a patient's care.
| Process | What automation does | Who stays in the loop |
|---|---|---|
| Referral intake | Reads faxes and portal submissions, extracts details, creates the record | Staff confirm before scheduling |
| Prior authorisation | Assembles documentation against payer criteria and tracks the response | Clinician reviews before submission |
| Scheduling and reminders | Confirmations, reminders, waitlist backfill on cancellation | Staff handle anything non-standard |
| Claim preparation | Assembles and validates against payer rules before submission | Billing staff review and submit |
| Denial follow-up | Classifies the reason, assembles the appeal packet, tracks deadlines | Billing staff approve every appeal |
| Records requests | Logs the request, checks authorisation completeness, prepares the release | Privacy officer approves release |
| Clinical decisions | Nothing — deliberately out of scope | Clinicians, entirely |
On protected health information: the design principle is to move as little as possible. Many administrative tasks run on de-identified or partial records, and where identifiable data is genuinely required, processing stays with vendors that will execute a business associate agreement. The HHS HIPAA Security Rule guidance is the reference we document against, so your compliance officer receives a written data-flow position rather than assurances. For one common tool, our guide to whether Airtable is HIPAA compliant shows what that check looks like in practice, and the guide to whether Pipedrive is HIPAA compliant shows what it looks like when the answer is no. If your automations run on Microsoft 365, the guide to whether Power Automate is HIPAA compliant explains where Microsoft's agreement stops in a flow.
Getting started
Referral intake or denial follow-up
Referral intake suits practices where growth is constrained by how fast new patients get processed. Faxes and portal submissions arrive in every imaginable format, extraction is the slow step, and the benefit shows up quickly as shorter time-to-appointment.
Denial follow-up suits practices where revenue is leaking. Denials that nobody has time to appeal are money already earned and then abandoned; automating the classification and packet assembly makes appealing them economic again. Both are measurable from data your systems already produce, which keeps the business case honest.
For choosing between them, the scoring method applies, and dental practices get their own treatment of recall and scheduling automation, as do chiropractors through AI automation for chiropractic clinics, where care-plan visit tracking drives the schedule. If the claims side is outsourced, the firm doing it is a business associate with an entirely different set of problems — throughput, denial triage and cost per claim — which is the subject of AI automation for medical billing companies. Animal medicine sits outside all of this — veterinary practices are not HIPAA covered entities and the constraints are entirely different ones, so automation for veterinary clinics is scoped on its own terms. Elective, marketed treatments — aesthetic consultations, package tracking and injector scheduling — sit outside the clinical and insurance work described here and are covered on our med spa automation page. Practices in Orange County and San Diego are a common fit, particularly where evidence and traceability are already part of how the practice operates. Independent clinics in the San Gabriel Valley have their own page on automating referrals and records requests in Pasadena.
Questions
What practice managers ask
Does anything you build touch clinical decisions?
No. We work strictly on administrative processes — referrals, authorisations, scheduling, claims, records requests. Clinical decision support is a regulated software category with its own approval pathway, and it is not what we do. If a project starts drifting toward clinical judgement, that is the point where we stop and say so.
How is protected health information handled?
By minimising what moves at all. Many administrative tasks can run on de-identified or partial records, and where identifiable information is genuinely required, processing stays with vendors that will sign a business associate agreement. What data flows where is documented before anything connects, because that document is what your compliance officer needs.
Can prior authorisation paperwork realistically be automated?
The assembly can be, and that is where most of the time goes. Gathering the clinical documentation a payer requires, checking it against their published criteria, assembling the submission, and tracking the response are all automatable. A clinician still reviews before submission, since the content is a medical representation.
Our practice system is closed. Is anything possible?
Often more than expected. Interoperability requirements have pushed most systems toward standard interfaces, and where a modern API is unavailable there are frequently HL7 or FHIR routes, or a vendor integration path. Scoping establishes which applies before anyone commits to a number.
Free consultation
Tell us what is costing you the most time
Describe the process. You get a straight read on whether it is worth automating, roughly what it would take, and what we would tackle first — on a call that costs nothing.
- Under an hour, free, and no obligation
- Fixed price per stage, agreed before any work starts
- You own everything we build, documented and in your accounts
- If you do not need us, we will say so on that call
The form is the fastest way to reach us — we reply from a real person, usually within one business day.