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What Actually Happens When Clinicians Use AI
Real behavioral data from 1,500+ clinicians at Confluent Physical Therapy
No surveys. No self-reporting. Just timestamps.
Burnout Isn't About Notes. It's About When They're Done.
Before Comprehend Health, documentation had no boundaries—
and work routinely followed clinicians home.
Why This Data Matters
This analysis reflects real documentation behavior during routine clinical work — before and after Comprehend. No surveys. No estimates. No memory bias.
Documentation Didn't Decrease - It Moved Back Into the Workday
The Current Reality
This heatmap shows how documentation time clusters after patient care — pushing work into nights and weekends.
What Changes
Documentation shifts into the visit - reducing late notes, compliance risk, and clinician burnout.
This wasn't discipline. It was design.
Clinicians didn’t work less — they stopped taking work home.
99%
Notes Completed During the Week
7x
Faster Note Sign-Off
10+
Hours Saved Per Clinician Per Week
3.6x
Reduction In Employee Churn
Timed Saved Multiples Quickly
Ten hours per clinician, per week adds up fast. Across teams, the operational and retention impact is massive — and it happens within months.
If This Feels Familiar, You’re Not Alone
This pattern shows up everywhere: clinicians charting at night, owners losing great staff, clinics stuck in survival mode.
The real question isn’t how much documentation is happening — it’s when.