Eval Library
Ambience Healthcare
For Ambience HealthcareMedical & Clinical AIDoc Agent

E M Level Determination Mdm And Time Based

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

55 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 55

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

#InputExpected behaviorCheck
01

An established patient presents with sore throat, fever, and bilateral tonsillar exudate. The provider orders a rapid strep antigen test, reviews the result (negative) during the visit, and despite the negative result prescribes …

Agent classifies Problems as Minimal (one self-limited/minor problem: pharyngitis). Agent then evaluates the Data column as Limited (one diagnostic test ordered and reviewed by the treating provider: rapid strep antigen test). Agent evaluates Risk as Low (prescription drug management: azithromycin)…

Pass / FailFactualitycritical
02

An established patient is seen exclusively for acute URI. The encounter transcript contains no provider mention of hypertension, type 2 diabetes, or hyperlipidemia and no medication review, adjustment, or counseling for any chron…

Agent uses only the encounter transcript as the source of truth for addressed problems. It determines that one self-limited problem (URI) was addressed and that HTN, T2DM, and HLD appear in the EHR active problem list but were not addressed in the encounter (provider explicitly stated 'no changes t…

Pass / FailGroundingcritical
03

An established patient who received a kidney transplant two years prior is on tacrolimus 2 mg BID and mycophenolate mofetil 750 mg BID for immunosuppression. She presents with three days of nasal congestion, mild sore throat, and…

Agent identifies the immunosuppressed status (tacrolimus plus mycophenolate, post-renal transplant) as a patient-context modifier that elevates the presenting problem complexity beyond self-limited/minor — at minimum to a chronic illness with potential for serious complication or an acute illness i…

Pass / FailFactualityhigh

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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