Give physicians their time back — so they can be doctors again.

Why we built this.

In 2021, Samuel Adeyemi spent three months shadowing physicians at an outpatient internal medicine group in the Boston area — as part of research into clinical NLP applications. What he saw wasn't a technology gap. It was a workflow trap. Physicians who cared deeply about their patients were routinely finishing their last note at 10 PM. Not because they were slow, or disorganized, but because converting a clinical encounter into a compliant, billable EHR note requires cognitive reformatting that simply takes time. Lots of it.

The AMA put a number on it in 2023: U.S. physicians spend an average of 2.1 hours per day on documentation. For an internal medicine physician seeing 20 patients a day, that's more than 500 hours per year in the EHR — after the patient has already left the room. Samuel had watched that number accumulate in real time, encounter by encounter, for months.

Notevyx was founded in Boston in 2023 to close that gap specifically. The core insight: the problem isn't transcription (voice-to-text tools already exist). The problem is clinical reasoning to structured output — translating what a physician observes, considers, and decides in an encounter into the SOAP structure, ICD-10 codes, medication updates, and referral content that EHRs require. That translation is what Notevyx does.

We are built on clinical NLP designed for outpatient medicine — not general-purpose language models repurposed for healthcare. We work directly with practicing physicians on every feature we ship. And we are focused exclusively on outpatient primary and specialty care documentation. We are not a clinical decision support tool, a revenue cycle product, or a patient-facing app. We are trying to give specific physicians back 45 minutes per day — and nothing else.