SERIES Keeping Up With AbbaDox · Fax AI

Index Inbound Faxes With Almost No Human Touch

David demos how AbbaDox AI reads, classifies, and indexes inbound faxes automatically, extracting patient, order, and diagnosis data before anyone opens them.

With David & Paul, Sr. AI Engineer; Sr. Data Engineer
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Episode highlights

What you’ll learn in this episode

In this conversation, David and Paul share:

Why manual fax indexing bottlenecks patients right before they are seen
How the AI extracts patient, order, diagnosis, and insurance data from a scanned fax
How it reads handwriting and splits multi-patient, multi-document faxes
How confidence scoring routes bad faxes back or keeps a human in the loop
How one client reached 75% fully automated and 99% partially automated indexing
David Godinez and Paul Hoffman in conversation during the episode
The full conversation

See how it comes together

David and Paul walk through the full conversation.

Episode context

The Challenge: The Fax Bottleneck Before the Patient Is Seen

As David explains, faxes create a bottleneck right before a patient is supposed to be seen. Every inbound order requires human labor to index the fax and enter the patient, referring, order, and insurance details into the RIS.

Practices receiving hundreds or thousands of faxes need whole teams of indexers, and the manual work is slow and error-prone.

When a center falls behind, referring physicians resend duplicate orders or call to ask if their order arrived, forcing the front desk to dig through a huge backlog while patients wait, and sometimes go elsewhere.

Corridor to a closed intake window
About this episode

The Solution: AI Document Sorting

In this episode of Keeping Up With AbbaDox, Sr. AI Engineer David and Sr. Data Engineer Paul join host Pierre-Antoine Tricen for a live demo of AI that reads a fax the moment it arrives and turns unstructured images into structured data.

In the incoming-faxes queue, patient names are already extracted and displayed before anyone opens a fax, so the front desk can search a caller’s patient by name and find the order instantly.

David & Paul, Sr. AI Engineer; Sr. Data Engineer at AbbaDox
75% of those faxes, in fact, are being scanned perfectly by the AI without any human interaction.
David Sr. AI Engineer — AbbaDox

Sr. AI Engineer; Sr. Data Engineer at AbbaDox.

The question every ops lead asks
“We’re not coming in to say ‘we’re just gonna replace all humans there.’ That’s really not the point. It’s really to make them go faster.”

The episode is explicit about this. At high rates of automated handling, the point is not cutting the team; it is taking the repetitive work off them, which the episode ties directly to staff retention. Indexers stop re-keying the same fields and move to the work only a person can do: talking to patients and referrers. Centers can also stage it: keep a human review screen at first and only send faxes straight through once accuracy holds.

Inside the AI workflow

How AbbaDox Automates Fax Processing

David indexed a fax end to end without touching his keyboard once.

A sphere resting on the top step of a three-step staircase
A barrier arm raised as a card clears the gate
A sheet dropping into one of three sorting bins
A flow splitting, most passing straight through and a few diverted for review
A lens resolving handwriting on a sheet into a recognized patient record
A code tile seating precisely into a slot on a form
Operational impact

Real Results for Imaging Centers

Automating high-volume data entry frees skilled staff for higher-value work, directly improving operational focus and retention.

For your team

High-volume automation

In one week (Feb 20–27) the client received 2,087 orders processed through the workflow.

For your patients

75% fully hands-off

75% of faxes were indexed perfectly by the AI with no human interaction, submitted with a single click.

For your center

99% partially automated

For 99% of faxes there were tangible automations, so even when an indexer adjusted one field, the work was drastically faster.

For your leadership

Backlogs and duplicates cleared

As soon as a fax arrives its data is in the system, so the front desk can answer a referring physician immediately and duplicate orders stop piling up.

Across the whole operation

For the organization

David showed live data from a client using the AI-assisted workflow.

Clear Your Fax Backlog With AI

See how AbbaDox AI reads, classifies, and indexes inbound faxes automatically so patients are ready to be seen faster.