Vocabulary Is the Obvious Problem
Every specialty carries terminology that general models handle unreliably: BI-RADS categories and contrast protocols in imaging, hardware and approach nomenclature in orthopaedics, staging and regimen names in oncology, EP study terminology in cardiology. A model that renders these approximately produces a note that reads plausibly and documents incorrectly — the most dangerous failure mode there is.
Structure Is the Less Obvious Problem
Specialties do not merely use different words; they organise notes differently. An operative report, a radiology read, and a psychiatric evaluation share almost no structural DNA. Generic SOAP output imposed on a surgical note is wrong even when every word is correct.
Stakes Differ by Specialty Too
In radiology, a laterality error is a patient-safety event. In oncology, a regimen or staging error propagates through treatment planning. In psychiatry, documentation carries legal weight that ordinary clinic notes do not. Specialty awareness is not a refinement; it is the requirement.
What Specialty-Aware Actually Means
Three things, concretely: terminology handled correctly without prompting, note structure matched to the specialty's conventions rather than a generic template, and the specialty's high-risk fields treated with extra care. Ask a vendor to demonstrate all three on your own encounters rather than a curated demo.
Testing It Honestly
Choose your most terminology-dense recent encounter and run it through. Read the output as though you were the referring clinician receiving it. Our specialty documentation pages cover twenty specialties, and a free trial lets you test yours directly.