Catalog record · Operations & Efficiency
Stage as of Oct 22, 2026 · historical report, not live reconfirmation.
Cleveland Clinic ambulatory ambient documentation
Primary workflow source. A named organization's workflow supported by a reviewed primary source. Stage is reported separately; this label does not establish measured outcomes or independent validation.
Last researched Oct 26, 2026. Source access and reported stage are recorded below; deployment evidence does not establish ROI.
What the research supports
Ambient AI drafts visit notes and after-visit summaries for clinician review, editing and signature.
- Reported stage
- Scaled
- Technology
- GenAI/LLM
- Business function
- Back Office
- Impact (legacy label)
- Not labeled
- Catalog date · unconfirmed
- Not reported
- Imported
- Oct 29, 2026
- Last researched
- Oct 26, 2026
Measures & evidence
4,826 clinicians used the system at least once
Original metric claim
Measurement window not disclosed
Scope, baseline & source
- Scope / denominator
- Measurement population / workflow scope not disclosed
- Baseline
- Not disclosed in this account
- Claim basis
- ASCO report of provider/vendor implementation paper, not independent effectiveness trial.
Source-reported claim; methodology, baseline and independent validation may be undisclosed. Inspect the research dossier.
Original prose retained. A single comparable value or unit has not been established.
Read dossier source ↗Exact claim-to-source location has not been mapped. This link belongs to the research dossier.
Measures retain their original currency, scope and period. Capacity, adoption and forecasts are not realized cash savings.
Documented vendor relationships
No vendor relationship has been linked to this specific workflow in the curated overlay. This does not mean it was built without vendors.
See the company’s documented relationshipsDeployment evidence & limits
October 2026 coverage of the implementation paper reports 4,826 users and 3.5 million encounters in its first deployment year. Status as of 2026-10-22.
Stage is as reported in the cited evidence. Current operating status has not been independently reconfirmed; the research date is an editorial review date.
ASCO explicitly notes that the implementation report did not assess note completeness, error rates, safety events or documentation time. Later scale evidence is professional-society reporting of a health-system/vendor perspective; primary PMC retrieval was blocked. Need evidence links, consent and separate checks for coverage promises and amounts. Enterprise usage is not proof of accuracy or financial return.
Potential FS application · inferred
Inferred: Insurance loss-adjuster interviews: draft case notes and customer follow-up summaries subject to adjuster approval.
Captures dialogue once and renders structured internal and customer-facing records.
Original industry: Healthcare delivery. Transfer limits: Need evidence links, consent and separate checks for coverage promises and amounts. Enterprise usage is not proof of accuracy or financial return.
Recorded dependencies
- Workflow-specific human review and permissioned access to source records
- Local evaluation of omissions, false assertions, escalation failures and total review time
Source register
- Measuring Ambient AI Adoption at Scaleascoai.org · opens in a new tab
ASCO AI in Oncology · news · full-text · Published 2026-10-22
- Cleveland Clinic Announces Rollout of Ambience Healthcare’s AI Platformnewsroom.clevelandclinic.org · opens in a new tab
Cleveland Clinic · issuer · full-text · Published 2025-02-19
Research lanes: health_life_sciences · Batch global-discovery-2026-10-26. Coverage and remaining gaps