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Famzoa Group

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The Anatomy of an AI-Native Clinical Workflow

In 2026, the "user interface" of the ambulatory EHR has moved from the screen to the environment itself. Ambient Clinical Intelligence (ACI) has fundamentally re-engineered how an outpatient encounter is documented and billed.

  • Environmental Audio Sensing: Using a "Listen-and-Analyze" protocol, the EHR captures the natural dialogue between the physician and patient. A specialized Large Language Model (LLM) for healthcare parses this unstructured audio, filtering out non-clinical "small talk" and identifying key clinical entities such as symptoms, durations, and social determinants of health.

  • The "Draft-and-Review" Model: Instead of the physician typing during the visit, the system generates a complete structured note (SOAP format) within seconds of the encounter ending. The physician performs a "high-level validation" on their tablet or workstation, significantly reducing "pajama time" (after-hours charting).

  • Automated Order Synthesis: If a doctor says, "I'm going to order a CBC and a chest X-ray to rule out pneumonia," the EHR automatically pre-populates the order set. The doctor only needs to tap "Sign" to send the orders to the lab and imaging center.

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