Andor Health

The company now presents itself as AI-native clinical services and agentic AI infrastructure, and a large virtual care platform still sits underneath. The models do real work: voice and conversational agents that the company says run more than 100 patient facing pathways (intake, reminders, care gaps, referral and prior authorization, medication management, navigation to a level of care), transitional care agents that call patients after discharge and prepare the clinician, triage of remote monitoring alerts against each patient's baseline, computer vision for virtual sitting, and voice and language processing for documentation, which the company describes as hundreds of fine-tuned AI skills.

What remains without them is also a product: virtual visits, virtual nursing and rounding, remote specialty consults, care team collaboration over Microsoft Teams, admission, discharge and transfer notifications, and the clinical services delivered by Psynergy Health clinicians. A health system buying virtual nursing or tele-consult coverage keeps much of the value with the models switched off. The models are the engine of core modules, and the platform carries other value.

Oversight is described for the post-discharge and monitoring work and missing at the front door. In UPMC's transitional care program the agents reach every enrolled patient within 48 hours of discharge, handle the first round of contact, and route patients who need a live conversation to a care coordinator's call list; the president of the company's clinical services arm says the platform "calls the patient, reviews their medical history, and tees up our clinician to make the clinical call".

For remote monitoring the AI triages each alert against the patient's baseline, escalating what it judges clinically relevant and resolving the rest, and the company describes its output as clinical judgment that a clinician reviews. What is missing is the threshold: what makes a patient need a live conversation, and which alerts the AI may resolve on its own, is not published, nor what happens when it resolves one it should have escalated. The digital front door is the wider gap.

There the voice and conversational agents triage patients to the appropriate level of care and navigate them to a care setting, with nothing published on when a patient is handed to a person, whether a clinician reviews the disposition, or whether patients are told they are talking to software. The July 2026 announcement of "an AI doctor that owns clinical outcomes" sits beside the same release's statement that a licensed clinician is in command, and nothing reconciles the two.

The approach and the main supplier are named on the company's own site. Its Epic integration page says ThinkAndor "uses Open AI & Chat GPT", and its product pages describe computer vision for patient observation, voice and natural language processing for documentation, voice and conversational agents for patients, and an infrastructure of "hundreds of fine-tuned AI skills" reasoning over records, device data and patient reported outcomes.

The company publishes no model version, fine tuning data, update practice or change notice, and gives no accuracy, word error rate, containment or concordance figure for any component, although triage, documentation and alert filtering are all measurable.

The model provider is named by the company: its Epic integration page says the platform uses OpenAI and ChatGPT. Microsoft Teams is named in the privacy policy as providing functionality inside the application, with Microsoft's own privacy terms applying to what it collects.

The rest of the chain is described as a rule rather than a list: vendors must be approved and certified before receiving personal information, subcontractors handling protected health information must sign business associate agreements, and data "may be stored and processed in any country in which we have operations or in which we engage third-party processors". No subprocessor list, cloud host, or retention and training terms for the model provider are published, and the policy dates from February 2020, before the agent products existed.

Named customers and many figures, little method. Deployments are named and dated: Sentara Health's virtual nursing across 1,742 rooms in 12 hospitals (November 2025), UPMC's transitional care program live in 10 hospitals with 8 more this fall (August 2026), Orlando Health's digital front door, and the Hospital for Sick Children in Toronto.

The figures come without method: 63 percent less clinician time on non-clinical tasks, 82 percent fewer non-actionable alerts, a 180 percent increase in patients seen after discharge, a 45 percent reduction in total cost of care, readmission reductions stated variously as 24, 38, 47, 59 and more than 40 percent, and 55 or 64 percent fewer unnecessary emergency visits. The home page cites a 2021 letter in the Canadian Journal of Emergency Medicine for its digital front door figures.

That letter, from SickKids, reports 2,875 virtual triage encounters in three months, with 44 percent of patients sent to their local emergency department, 28 percent to primary care and 27 percent to a virtual visit; it does not report the 64 percent reduction in unnecessary emergency visits, the 44 percent increase in visits or the time saved it is cited for.

A second citation is a 2022 Annals of Emergency Medicine research abstract on emergency department virtual rounding, co-authored by the company's chief medical officer and staff, whose findings are not in the open abstract record. The 2026 Best in KLAS rating (92.6 of 100), Black Book and Frost & Sullivan recognitions measure customer satisfaction and analyst judgment rather than clinical or operational performance. Named customers and vendor reported percentages without method, denominator or reference standard.

The privacy policy answers general questions and not the ones artificial intelligence raises, and the company's own announcements describe reuse. The compliance and privacy policy (effective 6 February 2020) covers ThinkAndor, AndorNow and the website, says customer data will be used only to provide the contracted services and within the business associate agreement, keeps protected health information for the longer of the contract period and legal requirements with destruction as the agreement sets out, and lists encryption at rest and in transit, network monitoring and penetration testing.

It predates the agent products and says nothing about what reaches a model. Since then the company has said its clinical agents "grow more capable with every patient and every outcome" and that outcomes become real-world evidence that "makes the AI better for the next patient", without saying what data is used, whether it is de-identified, or how that squares with the use limitation. OpenAI is named as a model provider with no terms on retention or training. Continuous room audio and video from virtual sitting and ambient observation widens the question. No guardrail testing, hallucination measurement or safety event process is published.

Business associate status is stated in a substantive policy that reaches the product. The compliance and privacy policy applies to ThinkAndor, AndorNow and the website, describes the protected health information the company holds "in our capacity as a business associate to a healthcare provider", commits to HIPAA security rule safeguards, requires subcontractor business associate agreements before any subcontractor receives protected health information, and routes patient rights requests and breach notices through the customer's business associate agreement.

The product page describes a HIPAA-compliant telehealth framework. The agreement itself is not published, and the policy dates from February 2020, before the agent products, virtual sitting and the Psynergy Health clinical services; whether Psynergy acts as a covered entity in its own right for the patients its clinicians treat is not addressed.

A recognized certification is named: the home page states that ThinkAndor is HITRUST e1 certified. The e1 is HITRUST's one year essentials assessment, so its date and scope matter, and neither is published; there is no trust portal or report to request. The privacy policy lists encryption at rest and in transit, firewalls, network monitoring, penetration testing and a periodic risk analysis. A recognized certification named in the company's own material without the artifact.

Triage is marketed with no regulatory position. The digital front door agents are sold as triaging patients to the appropriate level of care and navigating them to "the most effective care setting" so that high-acuity resources go to those who need them, with a 55 percent reduction in unnecessary emergency visits claimed.

The April 2026 release extends voice and conversational agents across more than 100 patient facing pathways, including medication management and navigation to a line of care. Remote monitoring triages alerts and resolves those it judges not clinically relevant. The July 2026 release describes "an AI doctor that owns clinical outcomes" and agents that produce clinical judgment for a clinician to review.

No named triage protocol, no statement that a clinician reviews every front door disposition, and no position on device status appears anywhere on the site, and the terms disclaim accuracy without addressing clinical use. Clinical triage marketed with no regulatory position.

Nothing is published on how model behavior is governed or tested. The home page carries a "Responsible AI" label with no policy behind it, and no bias or subgroup testing, model validation method, monitoring output or external audit is published for the agents, the alert triage or the room observation.

The exposure is patient facing: front door agents decide who is navigated where, conversational agents talk to patients "in their preferred language", and room observation runs on computer vision, all places where performance can differ by language, accent, age or appearance without leaving a visible error. The company's statement that its agents improve with every outcome sharpens the question, because a model updated on outcomes inherits whatever gaps exist in who it served well.

Review mechanisms exist, and nothing stands behind the output. In the transitional care and monitoring products the AI prepares and prioritizes and a clinician makes the clinical call, which gives a route to catch an error before it reaches the patient, and the company describes its output as clinical judgment a clinician reviews. The terms of use and the end user license agreement disclaim any warranty of accuracy and any liability for inaccuracies or errors.

The company's "own the outcome" positioning with Psynergy Health, the transitional care service offered at no cost to the health system, and a 2020 release promising "guaranteed compliance" with CMS admission, discharge and transfer notification rules are not published as terms: no fee at risk against a named measure, no remedy when a result misses, and no error rate for any agent. Review before action exists.

Named record systems, with reads and writes described. ThinkAndor is listed in Epic's Showroom and received Epic Toolbox designation for remote patient monitoring in August 2026, with device readings, alerts and trends written into the Epic record; Orlando Health's digital front door runs through Epic MyChart. On the athenahealth Marketplace the platform pulls patient and clinical information from athenaClinicals into virtual visits and sends admission, discharge and transfer alerts.

The company also states integration across more than 40 health systems and prior authorization built on FHIR and X12 278. Beyond the MyChart front door, no named site shows both directions in production use, and the 40 health systems go unnamed.

A hosted service with its location implied and transfer permitted. The platform is delivered as a cloud service working alongside Microsoft Teams. The privacy policy says the company's operations are based in the United States but that data "may be stored and processed in any country in which we have operations or in which we engage third-party processors". No host, region, tenancy model or on premises option is named.

Residency is a live question because named customers include a Canadian children's hospital, and because continuous room audio and video is a far larger and more sensitive payload than transactional data.

No price is published, and how the product is bought can be established. National group purchasing agreements are in place with Vizient and, from February 2026, with Premier across three categories (virtual care, clinical communications and collaboration, and remote patient monitoring), with pre-negotiated pricing for members.

The transitional care service is offered at no cost to the health system and delivered by Psynergy Health clinicians, which suggests it is paid for through billing for the visits rather than by the hospital, though the page does not say so; Psynergy's ACCESS Model clinic serves Medicare patients at no cost to the patient. What the platform license costs, its unit of charge, and whether the agent capabilities are an upgrade to an existing license are not stated. The buying route is discoverable and the price is not.

Coverage is named across the continuum, and the record sits among patient facing voice agents because of its agents that talk to patients. The platform spans the digital front door, the virtual hospital (virtual nursing, sitting and rounding, and remote specialty consults such as tele-stroke and tele-ICU), remote monitoring, care team collaboration, transitional care and, through Psynergy Health, Medicare chronic care under CMS's ACCESS Model.

The April 2026 release adds voice and conversational agents for patients across more than 100 pathways, and in UPMC's program the agents call every enrolled patient after discharge. Validation sits behind part of it: Sentara's 1,742 room virtual nursing rollout, UPMC's transitional care program across 10 hospitals, Orlando Health's front door and the SickKids virtual triage letter. The voice agents across those pathways, and the 500 facilities the home page claims, have no published site by site evidence, so B.