Workflow

I Tracked Every Chart for 30 Shifts. Here Is Where the Time Actually Goes.

Everyone agrees charting takes too long. Almost nobody can tell you which part. So we timed it, field by field, across 30 shifts and a few hundred calls. The bottleneck was not the thing every medic complains about.

Tushar Jain/June 11, 2026/7 min read

Ask any medic why charting takes forever and you get the same list. The software is slow. Too many fields. The tablet froze again. All real, and all the wrong answer.

We wanted the actual number, so we measured it. Across 30 shifts and a few hundred calls, we tracked how long each part of the chart took, from opening the ePCR to hitting submit. Then we added it up. The result contradicts almost everything medics blame.

Where the minutes really go

Break a finished chart into its parts and the time splits roughly like this:

  1. The narrative: about 55 percent. More than half of all charting time goes into the free-text story.
  2. Reconstructing times and vitals: about 20 percent. Scrolling back through the monitor, the radio log, and your memory to pin down when things happened.
  3. Dropdowns and the flow chart: about 15 percent. The clicking everyone complains about is real. It is also the smallest of the big three.
  4. Fixing and re-reading: about 10 percent. Catching the missing field, the QA flag, the number in the narrative that does not match the number in the chart.

Read that again. Medics blame the dropdowns because the clicking is annoying and you feel every tap. But the dropdowns are not the bottleneck. The narrative is, by a mile.

Why the narrative eats the clock

Here is the part nobody says out loud: the narrative is slow for a reason that has nothing to do with typing speed.

It is slow because it is a memory test wearing the costume of a writing task.

By the time most medics open the narrative, the call is over. The patient is upstairs, the truck is restocked, and you are rebuilding a story out of fragments. Every sentence is a small act of recall. What was the first pressure? Was the second dose at 0214 or 0218? Did the pain drop from 8 to 3, or 9 to 4? You are not blocked on words. You are blocked on remembering. And the further you get from the call, the harder every line gets.

The 20 percent nobody counts

The second biggest cost is the one that should not exist at all: re-entering data the system already had.

The monitor recorded the heart rate. The radio log has the en-route time. The CAD ticket has the address and the chief complaint. And then a medic types all of it again by hand, because none of those systems talk to each other. That is not documentation and it is not clinical judgment. It is one in five charting minutes spent transcribing numbers a machine already knew.

What actually shrinks the number

Once you see where the time goes, the fixes sort themselves. Faster typing and more templates barely move anything, because they target the dropdowns, the smallest slice. The leverage is entirely in the two big slices, and both come down to one idea: stop doing work that was never writing.

  • Kill the recall. The more charting drifts away from the call, the more it becomes memory work. Capture the call as it happens instead of reconstructing it an hour later, and the narrative stops being a recall task and becomes a review task.
  • Stop re-entering known data. Pull vitals from the monitor and times from the radio and CAD automatically. That one in five minutes goes to zero.

This is the whole argument for AI documentation in a sentence. It does not help you type faster. It removes the two things that were never typing in the first place: remembering the call and re-keying data the system already had. SceneSafe listens to the call, captures the vitals and timing live, and drafts the narrative from what was actually said, so the medic stops reconstructing and starts reviewing.

The number that matters

Strip out the recall and the re-entry, and a 20-minute chart becomes a 2-minute review. Not because anyone typed faster, but because most of those 20 minutes were never typing to begin with.

Charting that takes two minutes, not twenty.

SceneSafe listens to the call, captures vitals and interventions, and drafts the ePCR for you to review.