Summary
Both arms of the only randomised trial improved physician wellbeing. Neither reduced after-hours record time and one saved no measurable time at all.2 Read that carefully, because it is the most useful finding in this literature.
It means your burden and your minutes are not the same quantity. Something got better while nothing measurable changed.
The letters written, the codes attached, the phone answered and the briefing ready before you sit down.
Book a demoThe strange result
UCLA randomised 238 physicians across 14 specialties, roughly 72,000 encounters. Nabla cut note-writing time 9.5 percent. DAX Copilot showed no statistically significant change. Neither reduced time in the record outside scheduled hours. Both improved wellbeing scores.22Lukac PJ, Turner W, Vangala S, et al. Ambient AI Scribes in Clinical Practice, A Randomized Trial. NEJM AI 2025;2(12).
The DAX arm is the interesting one. Physicians felt better while the clock said nothing had happened.
What that suggests
The burden is not only the minutes. It is the cognitive load of holding the unwritten note while you see the next patient, and the low background dread of a list that is longer than the day.
Take that away and you feel better even if you leave at the same time. Which is real, and it is also not the thing the ROI model sold you.
The costing
Burnout costs roughly $7,600 per employed physician per year in turnover and reduced clinical hours.11Han S, Shanafelt TD, Sinsky CA, et al. Estimating the attributable cost of physician burnout in the United States. Ann Intern Med 2019;170:784-790. Approximately $7,600 per employed physician per year. Physicians spend close to two hours on documentation and desk work per hour of direct care, unchanged since 2016.44Sinsky C, Colligan L, Li L, et al. Allocation of physician time in ambulatory practice. Ann Intern Med 2016;165:753-760.
The category has spent three years attacking the smallest reachable slice of that.
The part that compounds
There is a second-order effect nobody discusses. A tired clinician at seven in the evening writes a thinner note, and from 2026 the note is the evidence for the E/M level.55From 2026, Medical Decision Making is the primary basis for E/M level selection. AAPC reports up to 19 percent of E/M visits undercoded at roughly $37 each. Reported MA downcoding runs $42 to $74 per visit. Up to 19 percent of E/M visits are undercoded at roughly $37 each, and exhaustion is one of the reasons. Burnout is a financial event twice, once through turnover and once through the documentation it degrades.
What actually helps
WA\ covers the consultation, the front desk and the record on one system, so the letters go out signed, the coding attaches at the point of decision, the results are actioned and the calls are answered by something that can see the room.
Not because it saves 41 seconds. Because the list at six is shorter.
What we are not claiming
Software does not fix burnout. Panel size, staffing, autonomy and how your organisation treats you are the drivers, and a documentation tool is downstream of all four. Anyone selling you a scribe as a wellbeing intervention is overselling and we would rather not be that.
We have no wellbeing data of our own. Both trial arms have wellbeing data and we do not, which is more than we can currently show.
Availability
WA\ Clinician runs a 14-day free trial with no minimum term. Pricing is on one page. If you are struggling, a piece of software is not the first call to make.
Frequently asked questions
Do AI scribes reduce physician burnout?
Both arms of the only randomised trial improved wellbeing scores, across 238 physicians and roughly 72,000 encounters. The interesting part is that DAX Copilot did so while showing no statistically significant change in note-writing time, and neither arm reduced after-hours record time. Physicians felt better while the clock said nothing had happened. That suggests the burden is partly the cognitive load of holding an unwritten note into the next patient, rather than the minutes alone.
How much does physician burnout cost?
Roughly $7,600 per employed physician per year in turnover and reduced clinical hours, from peer-reviewed costing work. There is a second-order cost nobody discusses. A tired clinician at seven in the evening writes a thinner note, and from 2026 the note is the evidence for the E/M level. Up to 19 percent of E/M visits are undercoded at roughly $37 each and exhaustion is one of the reasons, so burnout is a financial event twice, once through turnover and once through the documentation it degrades.
Can software fix physician burnout?
No. Panel size, staffing levels, autonomy and how your organisation treats you are the drivers, and a documentation tool is downstream of all four. Anyone selling a scribe as a wellbeing intervention is overselling. What a tool can do is shorten the list at six, which the trial suggests matters more than the minutes it saves. If you are struggling, a piece of software is not the first call to make.
Fix the two hours, not the forty-one seconds.
Thirty minutes, your own workflow, running live. Bring the work that is still open at six o'clock.
About this article. Written and published by WA\, which sells clinical AI and has just told you software does not fix burnout. The randomised trial, the burnout costing and the time-motion research cited are independent peer-reviewed work. WA\ has no wellbeing data of its own and no peer-reviewed clinical trials published to date. This is general information about a clinical workforce issue and not medical or psychological advice.