The Democura Reader

Every page read, every field checked.

The fax, the scanned chart, the handwritten form. The Democura Reader turns the paper that reaches a practice into a complete, structured record, and tells your team what is missing before anyone retypes a page.

What It Reads

The paperwork medicine still runs on.

Most of what a practice receives from other offices still arrives as pages: faxed, scanned, handwritten, out of order. The Reader is built for exactly that.

Referral faxesMulti-page packets in any order: order forms, letters, office notes, face sheets.
Handwritten formsHand-filled referral forms and checkboxes, read twice and repaired by what each field must look like.
Insurance cardsPayer, member and group numbers, checked against the patterns they have to follow.
Prior resultsEarlier studies, lab results and device reports, so the history arrives with the referral.
Scanned chartsPages pulled from another office's records, sorted and attached to the right patient.
Messages and textNotes and messages that carry clinical details, structured the same way. In development.

The Pipeline

From a stack of pages to a record you can use.

  1. 01ReceiveA fax, an upload or a scan arrives.
  2. 02Split and straightenEach page is taken out at full resolution and turned upright.
  3. 03ReadEvery line and word is read, with its place on the page.
  4. 04SortEach page is named: order, note, face sheet, card, prior study.
  5. 05ExtractFields, checkboxes and codes, repaired by the shape they must have.
  6. 06CheckCompleteness rules flag what is missing before anyone schedules.
  7. 07DeliverA structured record for your staff and your system.

Accuracy, Measured in the Open

Built to be the most accurate reader of medical paperwork. And tested like it.

Every version of the Reader is scored on test packets it has never seen, made deliberately hard, and scored only on what a perfect reader could know from the pages themselves.

  • Never seen before. Blind sets are generated after tuning stops.
  • Damaged on purpose. Smears, sticky notes, faded ink, sideways pages and handwriting.
  • Scored honestly. A field no one could read is never counted against the Reader, or for it.

Latest blind test

102 synthetic referral packets, 540 pages, clean and damaged

Findings that block scheduling, called exactly right
100%
Every finding exactly right
93.1%
Patient name
99.0%
Referring provider ID (NPI)
100%
Diagnoses, the exact set
92.2%
Prior sleep study results
100%

Synthetic test packets, October 2026. Earlier blind passes on the findings that block scheduling ranged from 76% to 100%. Real referrals will differ; the next test uses real, redacted packets.

People Stay in Charge

The Reader prepares; your team makes every decision.

Anything the Reader is unsure of is flagged for a person, with the page it came from beside it. Nothing is scheduled, sent or written into a chart without your staff's review.

Built for Patient Data

Synthetic today. Protected before it is real.

Every test so far uses synthetic packets with no real patients. Before the Reader touches a real record, it runs in a HIPAA environment under a signed business associate agreement.

One Record, Two Halves

The Reader and Check In meet in the middle.

Everything that reaches a practice comes from one of two places: the patient, or another office. Democura handles both, and they arrive as one complete record before the visit.

From the patientCheck In with DemocuraHistory, medications, allergies and insurance, shared with a scan.How check-in works
From other officesThe Democura ReaderReferrals, scanned charts, prior results and forms, read and checked.
Before the visitOne complete intakeNothing retyped or missing, in whatever system you run.
Become a founding practice In development with our founding partners.