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One Case File, End to End: AI Across the Medical Evaluation Workflow

How a single case moves through record review, the claimant interview, and the finished report, and exactly what is automated at each of the three steps

A case is not a document. It is a stack of records, an interview, and a report, and most of the work is getting the three to agree with each other.

Point tools do not help much with that. A summarizer makes the reading faster and leaves the interview and the report exactly where they were. The time you saved reading gets spent connecting.

So the platform is built along the case itself, in three steps: record, dictation, report.

Step one: Record Intelligence

Every page is read and organized into a cited chronology, with duplicates removed. Days of reading become minutes.

Faded copies, handwriting in the margin and stamps over the text are read rather than skipped. Records belonging to another claimant, which turn up in a file more often than anyone likes to admit, are detected instead of quietly folded in.

More useful than the chronology is that you can question it. Ask whether any psychiatric medications were used and you get the findings with the page each one came from, not a paraphrase you then have to go verify. You can view and edit the excerpts afterward, so the details land exactly the way you want them.

This is covered in depth in AI medical record review for QME and IME work.

Step two: Dictation Intelligence

The interview sits between the record and the report, and it is the step nobody automates well, because the failure is not speed. It is attention.

You interview the claimant with your attention on them, not on the keyboard. Every word is captured and organized into your evaluation notes.

What that means in practice: what you actually say is "uh okay, this is uh Friday, April 17th, um, evaluation with Mr. Smith." What lands in your notes is "On April 17, 2026, the applicant appeared for evaluation with Spanish interpretation." The filler is gone, the dates are resolved, and the interpreter is on the record.

The boundary matters and we will keep repeating it: dictation captures the interview into your evaluation notes. It does not write your report.

Step three: Report Intelligence

Your finished report is checked against your specialty's requirements: the list a veteran evaluator keeps in their head, running on every report, every time.

Causation opinion stated. Signature block complete. GAF consistent with testing. Medications section present. The things that come back from a reviewer three weeks later, found before the report leaves your office.

Precisely, again: it analyzes what is in the report. It does not write anything into it.

There is more on this in testing a finished report against the record.

Another set of eyes on the record

The three steps run on their own. When a case warrants more, the record work behind them can take a second pass.

Add expert human review to any case: a human reviewer and an AI reviewer, each checking the other's work.

When our reviewers catch something, the workflow itself gets updated. The system gets sharper with every case.

Where you sit in this

The three steps are the same for everyone. Which of them carries the weight depends on who you are.

Medical experts run the whole spine, records through interview through report, because they own all three.

Legal experts and insurance and risk experts start at either end. They do not dictate, they rely on the physicians who do, so their work is the record and the report: walk into deposition knowing every page, then test the report against the record it cites.

Practice management cares about the spine holding its shape across people. Every case reviewed the same way, at the same depth, across every clinician you manage, and a consistency check on every report before it leaves the practice, so quality doesn't depend on which doctor wrote it.

On speed

We process small to large cases in minutes to hours. Always same day.

What medical evaluators are saying

"These notes give the reader a clear idea of what happened, when it happened and the outcome, if any... Much better and much greater detail."

"Wow, this is amazing! I love it!"

Security

Your records are encrypted, access-controlled, and HIPAA compliant.

See it on your own case

Thirty minutes on your caseload: volume, records, reports, where the time goes. Then a walkthrough built around it.

Book a demo