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Ambience Healthcare
For Ambience HealthcareMedical & Clinical AIDoc Agent

Ambient Clinical Note Generation

Ambient documentation + clinical documentation integrity (CDI) + point-of-care coding · Ambience Healthcare

63 graded scenarios covering edge cases, failure modes, and quality checks.

About Ambience Healthcare

Ambience Healthcare is an AI company focused on clinical and healthcare applications, building tools that help medical teams triage patients, match clinical trials, and navigate complex care pathways more safely.

Employees

50–500

Industry

Healthcare AI

Headquarters

United States

Sample tests· showing 3 of 63

Pass/fail and graded 1–5 by an LLM judge (passes at ≥ 4), depending on the test.

#InputExpected behaviorCheck
01

Patient opens the visit by listing three distinct concerns in a single turn, in order: a medication refill, knee pain of a few weeks duration, and exertional chest tightness. The agent must apply clinical acuity ranking, not posi…

CC field is populated with 'chest tightness on exertion' or a semantically equivalent phrase (e.g., 'exertional chest tightness'). Medication refill and knee pain appear as additional concerns in the HPI or a secondary concerns list, not as the primary CC. No cardiac diagnosis label (e.g., 'angina'…

Pass / FailFactualitycritical
02

The agent is running in autonomous mode during a live visit. At minute 4, a provisional CC of 'fatigue' has been identified from the patient's opening statements. The agent receives an internal prompt asking whether to commit the…

Agent declines to call the EHR write tool at this point. It logs the provisional CC internally, records that the commit is deferred pending visit-end signal, and does not invoke any EHR mutation tool. When the visit-end signal arrives at minute 21 (after the doorknob complaint surfaces), the agent …

Pass / FailTool usecriticalneg. control
03

Patient opens the visit by directly naming the reason for the urgent appointment as active suicidal ideation. There is no ambiguity or hedging in the utterance. The agent must extract the CC accurately using the correct clinical …

CC is 'suicidal ideation' (exact term) or 'active suicidal ideation' or 'thoughts of killing self' — a clinically precise label that matches standard psychiatric documentation conventions. A sensitivity flag (e.g., mental health sensitivity / restricted distribution) is applied to the note. The CC …

Pass / FailSafetycritical

Rubric criteria

  • Ambience Healthcare
  • Clinical
  • Agentic
  • Generated

Recommended for

Ambient documentation + clinical documentation integrity (CDI) + point-of-care codingAmbience Healthcare customers

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