SOAP is the format clinicians have used for decades to document a patient encounter. Subjective: what the patient reports. Objective: what the clinician observes or measures. Assessment: the clinical interpretation. Plan: what happens next, treatment, referral, follow-up.
For a clinical AI agent, the SOAP format is the structure the EHR expects when an encounter note gets written. An AI that takes a phone or telehealth conversation and produces a free-text summary is generating make-work for the provider, who then has to restructure it. An AI that produces a SOAP-formatted note matches the provider workflow.
The competence questions are real. The Subjective and Objective sections are mostly transcript-derived and easier. The Assessment and Plan sections require clinical judgment, which is where serious vendors stop short and route to the provider for review rather than fabricating a diagnosis. A vendor that auto-generates the Assessment section without provider review is taking a risk no clinic should accept.
Vorel clinical agents draft Subjective and Objective sections from the encounter transcript. Assessment and Plan sections route to the provider for review and edit before the note finalizes in the EHR.

