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A clinical copilot that saves 6 hrs per clinician weekly

Case study · BIGFAT AI LABS

An ambient documentation copilot gave clinicians back six hours a week by drafting notes from the visit — with every word reviewed and signed by the clinician.

The problem

Documentation was eating into care. Clinicians finished visits, then spent evenings writing notes — a leading driver of burnout and a tax on the time patients actually need.

What we built

An ambient copilot that listens to the encounter with consent, drafts a structured note, and presents it for the clinician to edit and sign. It assists the record; it never finalizes one on its own.

The outcome

Clinicians recovered about six hours a week, note quality became more consistent, and after-hours charting dropped sharply. The reclaimed time went back to patients and to leaving on time.

Why it stuck

Built around clinician sign-off, audit trails and privacy by design, the copilot fit existing workflows instead of fighting them — which is why adoption held after the pilot ended.

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