Reducing typing does not mean producing shorter records. It means getting repetitive tasks out of the way, keeping the physician as the reviewer, and measuring whether the final document can be completed faster without losing relevant information.
Start with the actual delay, not the tool
For three to five days, record four simple data points: when the visit ended, when the document was completed, the number of relevant edits, and the reason for anything left pending. This baseline shows whether the problem lies in typing, the selected template, missing information during the visit, or duplication across systems.
Avoid using a general time estimate. An extensive initial visit, a focused follow-up visit, and a telehealth visit have different documentation workloads. Separating encounters by type makes it possible to compare equivalent situations and prevents concluding that the technology worked merely because the week was quieter.
Define the minimum document that remains clinically useful
Before configuring AI, select the fields that need to appear consistently. In a SOAP follow-up, these may include the patient’s report, objective findings, assessment, and plan. In an initial visit, past medical history, medications, allergies, and the history of the presenting complaint may require more space.
The goal is not to make every note identical. It is to provide a predictable structure for review. A good template reduces formatting decisions while preserving room for exceptions, uncertainties, and information that does not fit into fixed fields.
Use the conversation as input and the draft as output
In an assisted workflow, the physician conducts the visit as usual, confirms important information aloud when appropriate, and lets the tool organize an initial draft. A raw transcript should not be treated as a finished medical record because it includes repetitions, interruptions, and passages with no documentation value.
The benefit appears when the draft arrives in the correct template and the physician works by exception: correcting a dose, making a hypothesis explicit, removing an irrelevant passage, and confirming the management plan. Final approval remains a clinical step, not an automatic click.
Run a short pilot with stopping criteria
A 14-day pilot can begin with one physician, two visit types, and no more than two templates. During the first few days, validate the audio and structure. In the second week, adjust the instructions and compare completion time with the baseline. If significant errors recur, discontinue use in that scenario and review the process before expanding.
Define in advance what precludes expansion: mismatched patient identification, recurring omission of allergies, an incorrectly attributed management plan, or the need to rewrite most of the text. Explicit criteria prevent continued use of automation that merely shifts rework to the review stage.
Measure what matters after the visit
Compare the median time to approval, the percentage of documents finalized on the same day, the number of relevant clinical corrections, and the volume of pending work at the end of the workday. These indicators show operational results without inventing a universal promise of hours saved.
Include a qualitative question: was the physician able to maintain attention on the patient, or did the physician start monitoring the tool? A solution can reduce keystrokes and still worsen the visit if it requires too many screens, confirmations, or corrections during the encounter.
Frequently asked questions
What is the first process worth automating?
Start with a frequent type of visit, a familiar template, and a simple review. Avoid using the clinic’s most complex case as the first test.
How can I tell whether AI actually reduced rework?
Compare equivalent encounters before and after, using time to approval, the number of relevant corrections, and the number of documents still pending that same day.
Can a raw transcript be the final medical record?
It is not a good operational practice. The conversation contains passages that need to be organized, contextualized, and reviewed by the physician before they are incorporated into the clinical record.
Sources and references
References consulted while preparing this guide. The article update date appears at the top of the page.
- Code of Medical Ethics, CFM Resolution No. 2,217/2018Federal Council of Medicine
Update history
- Original publication