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Research

What the studies say.

Published findings on ambient documentation, with the source and what it means for clinicians who document outside clinics. We link the originals so you can read them yourself.

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Burnout fell from 51.9 to 38.8 percent after 30 days of ambient AI use

JAMA Network Open, 2025

A multi-site study of clinicians using an ambient scribe reported a 13 point drop in burnout after one month.

The evening paperwork pile is the part of the job clinicians describe as unsustainable. Removing it is the whole point.

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About one hour a day back at the keyboard

American Medical Association

Health systems adopting AI scribes report roughly an hour a day less time in documentation per clinician.

Field clinicians see more visits with less clinic support, so the hour matters more.

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Time savings are modest per visit; well-being gains are large

STAT News, 2026, on a five-center study of 1,800 clinicians

Measured savings were about 16 minutes of documentation per eight hours of care, alongside large improvements in reported well-being.

We show time back as an estimate and never as a measurement, and we design for the feeling of being done.

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AI scribes reduce clinician burnout; financial impact is unclear

Peterson Health Technology Institute

An evaluation across leading health systems found consistent burnout reductions and mixed evidence on revenue.

Driveway is priced for the individual clinician, not for a return-on-investment case that depends on billing more.

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