The presence dividend

Medicine got there first. Ambient scribes now draft the clinical note while the doctor talks to the patient, and the health systems that piloted them, Stanford, Mass General Brigham, and others, have published results since 2024 showing meaningful drops in clinician burnout and documentation time. The detail that matters most is the one clinicians volunteered unprompted. They could finally look at the patient again.

Call what they recovered the presence dividend. It is the return paid when automation clears the work around a relationship instead of entering it, and the reason the dividend exists is one of the most replicated findings in the helping professions. Psychotherapy research has spent decades trying to prove that one technique outperforms another, and what it keeps finding instead is that the therapeutic alliance, the felt bond between the two people, predicts outcomes more robustly than nearly anything else measured. The product was never the advice. The product is the regulated human being in the room, and everything else in the encounter, the note, the scheduling, the billing, the recall of last visit’s details, is debris around that product.

This gives automation in any helping context a clean decision rule. Every task in the encounter is either the bond or debris around the bond. Automating debris pays the dividend, because the practitioner’s finite attention flows back to the one thing that predicts whether the work helps. Automating the bond itself collects the dividend as revenue instead of paying it, because the system now sits where the relationship was, and whatever the interface says, a bond with a product is not the thing the research measured.

The rule travels well beyond medicine. Coaching, teaching, ministry of any kind, therapy itself: each has its version of the note, and each has a technology market eager to sell it either the scribe or the substitute. The tell is where the automation points. Toward the paperwork, and the humans get more of each other. Toward the conversation, and they get less, delivered more fluently.

So the move is old-fashioned bookkeeping. Automate the note, never the encounter, and audit the result the way the pilot studies did, by watching where the practitioner’s eyes are. A dividend is only real when someone can see it being paid.