Solutions / Medical and dental practices

AI automation for medical and dental practices

Electronic eligibility answers whether a patient is covered, and then somebody opens the payer portal anyway to find out what is actually payable.

There is a mandated electronic standard for eligibility, and it works. It confirms that a plan is active. What it routinely omits is the detail the front desk actually needs: frequency limitations, waiting periods, alternate benefit provisions and remaining annual maximum. That gap is the origin of most manual verification in this sector.

So the work becomes portal work. Each payer has its own login, its own layout and its own vocabulary, and the session times out partway through a lookup. The result is transcribed into the practice management system as free text, where it cannot be queried later.

Denials arrive as standardised reason codes that are vague by design, and interpreting one against a specific plan is judgment work. The assembly around it is not: pulling the radiograph out of the imaging application, attaching it to the claim, and resubmitting after a single field was corrected.


Figure 01 / the ground

What this work runs through

Systems / commonly in place Yours may differ, and that is the point of week one
  • Open Dental
  • Dentrix
  • Eaglesoft
  • athenahealth
  • eClinicalWorks
  • Availity
  • Weave

Artefacts that move through the business

  • Eligibility request and the response that answers less than hoped
  • Electronic claim and the remittance advice that answers it
  • Reason and remark codes, which are the vocabulary of a denial
  • Recall list, and the schedule it is supposed to fill
  • Attachment packet assembled from a separate imaging application
intake
Intake and triage
documents
Documents and records
billing
Billing and collections
scheduling
Scheduling and dispatch
follow up
Follow up and status

Figure 02 / where it breaks

The specific things that go wrong here

Eligibility answers a narrower question than the one asked

Coverage is confirmed. Whether a specific procedure is payable this year, at what rate, after what waiting period, is frequently absent, which is why practices treat the electronic check as a first pass only.

Payer portals resist automation by construction

No published interface, multi-factor login, per-office credentials that expire, lockout after failed attempts, and a session that times out midway. These are not incidental obstacles.

Bridged imaging is not integrated imaging

The practice system launches the imaging application with a patient identifier. There is often no programmatic route to list or export the images a claim needs, so a person exports them by hand.

Integrations built on direct database access break

Where a practice system has no supported interface, vendors reach into the database directly. Those integrations break on version upgrades and are unsupported when they do.


Figure 03 / candidates

What we would automate, and when we would not

benefit verification

Verifying benefits without opening six portals

Running the electronic check first, identifying exactly which fields it failed to answer, and presenting a person with the narrow remaining question rather than a blank form.

Runs against Availity / Open Dental / athenahealth

recall outreach

Keeping a recall list from going stale

The list is generated, then worked by phone, and the scheduling that results happens in a system the communications tool cannot see.

Runs against Weave / Open Dental / Twilio

claim attachment assembly

Assembling the radiographs and narrative a claim needs

The claim carries a PWK segment and an attachment control number, while the packet itself travels through an attachment service rather than inside the 837D.

Runs against Open Dental / Dentrix / Availity

records request assembly

Putting a records release together from four separate systems

A request comes in by fax, and the chart it asks for sits in four places at once: notes in the practice system, radiographs in the imaging application, a cone beam volume that exports only as DICOM, and consent forms scanned in flat.

Runs against Open Dental / Outlook / DocuSign

fee schedule maintenance

Loading a contracted fee schedule into the plans that use it

The schedule turns up as a spreadsheet or a PDF keyed by procedure code, and it has to become fee rows against the right plan before the next estimate is quoted at the desk.

Runs against Open Dental / Dentrix / Excel


Constraint / why a person stays in the loop Checked against your own jurisdiction

A practice is a covered entity, and any vendor that creates, receives, maintains or transmits protected health information on its behalf is a business associate, which requires a written agreement in place before any disclosure. That agreement has to describe permitted uses, require safeguards, bind subcontractors on the same terms, and require return or destruction at termination. This is why putting a model provider in the path is a decision rather than a formality: a business associate has no independent authority to use protected information for its own product development or model training, and if a vendor will not sign, the information cannot go to it. The minimum necessary principle separately limits how much data a workflow should move even under an agreement. Coding and anything submitted to a payer under a provider identifier carries liability for that provider, so a person attests even where a system assembles.

Related: Insurance agencies Field services. Or start from the four shapes of work instead of from an industry.