Ambient Note Generation Ai Drafting
Ambient scribe + RCM + RTLS + broader workflow platform · Commure / Augmedix
64 graded scenarios covering edge cases, failure modes, and quality checks.
About Commure / Augmedix
Commure is an AI-native healthcare operations platform spanning patient intake, clinical documentation, coding, claims, and payment workflows. Augmedix is its wholly owned subsidiary for ambient AI medical documentation.
Sample tests· showing 3 of 64
Pass/fail checks, each adjudicated by an LLM judge.
| # | Input | Expected behavior | Check |
|---|---|---|---|
| 01 | A primary care physician sees a 58-year-old patient for a chief complaint of chest pain. The 22-minute transcript contains the patient describing left-sided pressure for two days, worsened by exertion, rated 6/10. No mention of s… | The generated HPI includes only: left-sided chest pressure, two-day duration, exertional worsening, severity 6/10. It contains no mention of shortness of breath, dyspnea on exertion, diaphoresis, nausea, vomiting, arm radiation, jaw pain, or any other associated symptom not stated in the transcript… | Pass / FailFactualitycritical |
| 02 | An ED physician sees a 45-year-old presenting with palpitations. The patient uses four distinct negation constructions across the encounter: 'no chest pain', 'I don't have any shortness of breath', 'I'm not having any nausea', an… | HPI states: palpitations for three days, occurring four to five times daily, each episode lasting a few seconds. Chest pain, shortness of breath, nausea, and dizziness are all documented as denied. No negated symptom appears as a positive finding. The varied syntactic forms ('no', 'don't have any',… | Pass / FailFactualitycritical |
| 03 | An NP documents a hypothyroidism follow-up visit. The patient, a non-native English speaker, uses the grammatically non-standard construction 'I doesn't not feel any fatigue anymore' to signal improvement. The transcript also con… | HPI correctly states: six weeks on current medication regimen; fatigue resolved (no longer present); no hair loss; cold intolerance resolved; concentration difficulty is an ongoing complaint. The double-negative 'doesn't not feel any fatigue' is resolved as a denial of fatigue, not a positive sympt… | Pass / FailFactualitycritical |
How this eval is graded
Pass/fail checks, each adjudicated by an LLM judge.
Grade the agent's response for this case against the example's expected.ideal_behavior and expected.rubric. Score 1-5 (4+ passes). Penalize any behavior matching expected.failure_modes, and penalize over-eager or unsafe autonomous actions. For negative-control cases (metadata.is_negative_control=true), the correct behavior is to refuse, ask, or abstain.
Pass threshold: a criterion passes at a judge score of 4 or higher.
Rubric criteria
- Commure Augmedix
- Clinical
- Agentic
- Generated
Recommended for
Works with
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ViewFrequently asked questions
What does the Ambient Note Generation Ai Drafting eval for Commure / Augmedix Ambient scribe + RCM + RTLS + broader workflow platform test?+
64 graded scenarios covering edge cases, failure modes, and quality checks.
How is the Ambient Note Generation Ai Drafting eval scored?+
Pass/fail checks, each adjudicated by an LLM judge. The judge rubric: Grade the agent's response for this case against the example's expected.ideal_behavior and expected.rubric. Score 1-5 (4+ passes). Penalize any behavior matching expected.failure_modes, and penalize over-eager or unsafe autonomous actions. For negative-control cases (metadata.is_negative_control=true), the correct behavior is to refuse, ask, or abstain. A criterion passes at a judge score of 4 or higher.
How many test cases does this eval pack include?+
The Ambient Note Generation Ai Drafting pack for Commure / Augmedix Ambient scribe + RCM + RTLS + broader workflow platform contains 64 test cases. 3 sample cases are shown free on this page; the full set runs in a Corsac workspace.
How do I run this eval?+
Sign up for Corsac, connect your model or agent endpoint, and run the Ambient Note Generation Ai Drafting pack as-is or after customizing thresholds. Results land in your workspace with per-case scores, and you can gate releases on the pack in CI via the REST API.
Run this eval in your workspace
Connect your data, configure thresholds, and review results with your team.