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Remote Monitoring & Chronic Care

AI applied to remote patient monitoring and chronic disease management: monitoring vitals from connected devices, surfacing risk between visits, and coordinating clinical action for conditions such as hypertension, heart failure, diabetes, and COPD. Several vendors in this category pair software with an embedded clinical service or medical group; evaluation should distinguish the AI platform from the care delivery wrapper, examine autonomous resolution rates and escalation logic, and weigh published cost and outcome evidence over vendor testimonials.

The short answer

The AI Health Index grades 44 remote patient monitoring AI vendors inside a graded population of 670, and it is one of the few places anywhere that compares this category independently: the same fifteen capability axes applied to every vendor, a verification date on every record, and no payment for inclusion or placement. The category divides on a line the axes make visible. Autonomy and Oversight Model is its strongest disclosure, with 25 of 44 at an A or a B, because monitoring vendors do describe their escalation logic, while Model and Technology Transparency and Model Supply Chain Disclosure are its weakest, at 1 and 0 top grades respectively, so a buyer can learn what happens when a reading crosses a threshold and almost nothing about the model that set the threshold. Verified as of October 20, 2026.

Vendors in this category
44 indexed
Vendor Category AI Centrality Website
S
Sage
Sage provides software and connected devices for senior living and skilled nursing teams. Its care platform combines nurse call, resident alerts, care coordination, task documentation, and…
Remote Monitoring & Chronic Care B sagehealth.com
D
Delfina
Delfina combines maternal health software with remote monitoring and support for pregnant and postpartum patients. Its app collects symptoms, mood, weight, blood pressure, and glucose information,…
Remote Monitoring & Chronic Care B delfina.com
C
Cureety
Cureety sells an oncology remote monitoring platform that turns patient reported symptoms into toxicity levels aligned with CTCAE and prioritizes the patients who need attention between visits.…
Remote Monitoring & Chronic Care C cureety.com
C
Corsano Health
Corsano Health, based in The Hague, makes the CardioWatch, a certified medical wrist wearable that measures up to 10 vital parameters continuously, including heart rate, respiratory rate, oxygen…
Inpatient Deterioration & Risk Monitoring B corsano.com
R
Reimagine Care
Reimagine Care, a Cureety company, runs virtual oncology care for cancer centers, community practices and health plans. Remi, its AI assistant, texts patients in active treatment, captures symptoms…
Remote Monitoring & Chronic Care B reimaginecare.com
O
Octagos Health
Octagos makes a cardiac remote monitoring platform for device clinics that pairs an AI first read of incoming transmissions with review by certified specialists, which the company brands the Two…
Remote Monitoring & Chronic Care B octagos.com
P
PaceMate
PaceMate makes PaceMateLIVE, a cloud platform for remote cardiac monitoring that aggregates data from implanted cardiac devices across manufacturers, pairs it with electronic health record data,…
Remote Monitoring & Chronic Care D pacemate.com
I
Implicity
Implicity runs a remote monitoring platform for patients with cardiac implantable electronic devices. It collects no data of its own: it aggregates, normalizes and standardizes the raw data that…
Remote Monitoring & Chronic Care B implicity.com
A
AliveCor
AliveCor makes ECG devices and the AI that interprets them. Its flagship, Kardia 12L, is a pocket sized system that acquires a 12 lead ECG through a single cable and five electrodes, with KAI 12L, a…
Remote Monitoring & Chronic Care B alivecor.com
I
iRhythm Technologies
iRhythm runs Zio, a long term ambulatory cardiac monitoring service. A Zio adhesive patch records continuous single lead ECG for up to 14 days (Zio monitor and Zio XT), or transmits during wear (Zio…
Remote Monitoring & Chronic Care B irhythmtech.com
B
Biofourmis
Biofourmis monitors patients at home and tries to detect deterioration before it becomes an admission. Its Biovitals Analytics Engine, FDA cleared in 2019 (K183282), takes heart rate, respiratory…
Remote Monitoring & Chronic Care B biofourmis.com
L
Lightbeam Health Solutions
Lightbeam Health Solutions assembles a value based care operating system largely by acquisition, and the pieces it bought explain what it is. The core platform aggregates data from many sources,…
Value Based Care Intelligence C lightbeamhealth.com
N
Nanowear
Nanowear weaves the sensors into clothing. SimpleSense is a gender neutral, size adjustable undergarment of patented cloth based nanosensors that records two ECG leads, respiration rate, heart sounds…
Remote Monitoring & Chronic Care B nanowearinc.com
A
Aloe Care Health
Aloe Care Health rebuilt the medical alert pendant around voice and sensors. Its Smart Hub sits in the home carrying motion, temperature and air quality sensors, connects over cellular without…
Home Care Operations C aloecare.com
E
Electronic Caregiver
Electronic Caregiver puts an animated character in an older adult's living room and asks it to do the work a care visit would. Addison Care is a three dimensional avatar running on a tablet,…
Home Care Operations B electroniccaregiver.com
V
Vivalink
Vivalink sells the sensing and data layer that other organizations build monitoring products on. Its platform combines reusable medical grade wearables (an ECG patch, a temperature monitor, an oxygen…
Remote Monitoring & Chronic Care C vivalink.com
C
Current Health
Current Health gives health systems, community oncology practices and drug makers the monitoring and nursing infrastructure to deliver CAR T cell therapy, bispecific antibodies and other complex…
Remote Monitoring & Chronic Care C currenthealth.com
S
Sibel Health
Sibel Health makes soft, flexible, wireless sensors that stick to skin and monitor vital signs without cables. The ANNE platform pairs a chest sensor (electrocardiography, heart rate, respiratory…
Remote Monitoring & Chronic Care C sibelhealth.com
H
Huma
Huma sells a regulated platform that other organizations configure into their own clinical software, and now describes itself as an operating system for AI in regulated industries. The Huma Cloud…
Remote Monitoring & Chronic Care C huma.com
B
BioIntelliSense
BioIntelliSense replaces the four hourly vital signs check with the BioButton, a coin sized sensor worn on the upper left chest that records heart rate and respiratory rate at rest, skin temperature…
Inpatient Deterioration & Risk Monitoring C biointellisense.com
V
Vayyar Care
Vayyar Care detects falls and monitors movement using 4D imaging radar, with no camera and nothing worn. A ceiling or wall mounted sensor builds a point cloud of the room and the company's software…
Home Care Operations B vayyar.com
C
Cherish Health
Cherish Health detects falls and activity by bouncing radar off people, with no camera and nothing worn. Cherish Serenity is a device shaped like an old transistor radio that sits in the corner of a…
Home Care Operations A cherishhealth.com
C
CarePredict
CarePredict infers what an older adult is doing from how their wrist moves, and raises an alert when the pattern changes. The Tempo wearable carries a motion sensor for gesture recognition alongside…
Home Care Operations B carepredict.com
C
Canary Speech
Canary Speech sells the model rather than the application. Its vocal biomarker engine extracts roughly 2,590 acoustic and linguistic features from the human voice every 10 milliseconds and returns…
Behavioral Health AI A canaryspeech.com
A
Aiberry
Aiberry sells anonymous mental health screening to organizations, positioned as a digital front door to care rather than as care. Two products are named and a third tier is quoted. Digital MindCare…
Behavioral Health AI B aiberry.com
V
Videra Health
Videra Health builds multimodal artificial intelligence for behavioral health, analyzing what a patient says, how they say it, and how they look while saying it. The platform sends asynchronous…
Behavioral Health AI A viderahealth.com
A
AlayaCare
AlayaCare sells a cloud platform for home and community care, AlayaCare Cloud, covering intake and referral management, scheduling and workforce management, electronic visit verification, care…
Home Care Operations B alayacare.com
C
Callyope
Callyope is a French company building an audio and language foundation model trained specifically on psychiatric data rather than adapted from a general purpose speech model. It describes the model…
Behavioral Health AI A callyope.com
B
Biobeat
Biobeat sells wearable vital sign monitors and a cloud platform for hospitals, long term care and home programs. The hardware is a single use chest patch and a wrist worn device built on a reflective…
Inpatient Deterioration & Risk Monitoring D bio-beat.com
V
VieCure
VieCure sells Halo Intelligence, an oncology electronic medical record and clinical decision support platform built for community cancer care. The company presents it as an artificial intelligence…
Clinical Decision Support D viecure.com
N
Neurotrack
Neurotrack describes itself as a cognitive care enablement platform: digital cognitive assessments, an adaptive layer it calls Smart Logic, and care planning support, sold to help providers assess,…
Clinical Decision Support D neurotrack.com
H
Hinge Health
Hinge Health runs a digital musculoskeletal program for employers and health plans, delivered through an app and a care team of physical therapists, physicians and health coaches working through its…
Remote Monitoring & Chronic Care B hingehealth.com
B
BrainCheck
Digital cognitive assessment and care planning platform. The flagship product, BrainCheck Assess, is a Class II, 510(k)-exempt computerized cognitive assessment aid regulated by the FDA, indicated as…
Clinical Decision Support C braincheck.com
V
VUNO
VUNO, a Seoul medical AI company founded in 2014, leads with DeepCARS, which predicts in-hospital cardiac arrest within 24 hours for patients on general wards from four routinely charted vital signs:…
Clinical Decision Support A vuno.co
S
Samay
Respiratory diagnostics company developing Sylvee, a chest worn wearable that projects low frequency sound into the lungs and analyzes the returning resonance with machine learning to measure lung…
Remote Monitoring & Chronic Care A samayhealth.com
A
AccurKardia
AccurKardia makes AccurECG, cloud based software for automated interpretation of ambulatory ECG recordings, sold to cardiac monitoring companies, device manufacturers, hospitals and independent…
Diagnostics & Genomics D accurkardia.com
G
Guidehealth
Guidehealth is a Dallas based operating platform for value based care and benefits administration, formed in 2023 and built partly on the acquired value based care services division of an analytics…
Value Based Care Intelligence B guidehealth.com
E
Ellipsis Health
Voice AI care management for health plans and at risk providers. The company originated in vocal biomarker research for detecting depression and anxiety from acoustic features, backed by more than…
Patient Voice Agents A ellipsishealth.com
H
hellocare.ai
hellocare.ai, operated by Solaborate Inc of Clearwater, Florida, is an inpatient virtual care platform combining software, hardware and AI, sold to hospitals, home care and primary care. The hospital…
Remote Monitoring & Chronic Care B hellocare.ai
S
Sensi AI
Sensi.AI sells audio based monitoring and AI agents to home care agencies. Small audio pods placed in a client's home, typically in the bedroom, bathroom, living room and kitchen, listen for verbal…
Home Care Operations A sensi.ai
D
Dimer Health
Clinician led transitional care for the high risk period after hospital discharge, offered to health systems and payors as a clinical service line and billed as a medical practice through patients'…
Remote Monitoring & Chronic Care B dimerhealth.com
S
Sword
Sword Health, which now presents itself as Sword at sword.com (swordhealth.com forwards there), sells an AI care platform to self insured employers, health plans and unions, and is indexed for those…
Remote Monitoring & Chronic Care B sword.com
Verily Health logo
Verily Health
Precision health company, renamed Verily Health in April 2026 when it became independent of Alphabet (Alphabet remains a significant minority investor after a $300 million round led by Series X…
Remote Monitoring & Chronic Care B verily.com
Cadence logo
Cadence
AI enabled chronic care management for older adults, run in partnership with health systems: AI agents monitor daily vitals from connected devices in patients' homes and handle medication titration,…
Remote Monitoring & Chronic Care B cadence.care

Citable summary

Self contained paragraphs, current as of October 20, 2026, free to quote with attribution.

An independent comparison of remote patient monitoring AI vendors

The AI Health Index compares 44 remote patient monitoring AI vendors on fifteen capability axes, verified as of October 20, 2026, with independence meaning something checkable: no vendor pays for inclusion, a grade or placement, every record carries its verification date, and a vendor that publishes more is regraded with the change logged. The structural fact a buyer should carry into every demo is that several products in this category pair software with an embedded clinical service, so the thing being compared is sometimes a platform and sometimes a care delivery operation with a platform inside it. The AI Health Index reads the platform: what the model watches, what it does unattended, and what evidence exists that the watching changed an outcome, where 5 of 44 vendors earn an A on Clinical and Operational Evidence. The service wrapper deserves its own diligence on staffing and licensure, which is a different purchase and should be priced as one.

Source: AI Health Index, October 20, 2026

The model behind the monitoring is the least disclosed part

Across the 44 remote patient monitoring AI vendors it grades, the AI Health Index records 1 top grades on Model and Technology Transparency and 0 on Model Supply Chain Disclosure, with 17 of 44 reaching even an A or a B on the latter, verified as of October 20, 2026. That is the thinnest supply chain disclosure of any category the index grades, and it matters here specifically because monitoring data is continuous, identifiable and clinical all at once. A buyer should establish which parties receive device telemetry, whether a third party model provider sits in the analysis path, and whether patient data trains anything. AI Governance and Bias Disclosure is equally thin at 0 top grades, which matters for products whose sensors and thresholds are documented in the wider literature to perform differently across patient populations: the absence of subgroup reporting in this category is an absence of exactly the information that would surface such a gap.

Source: AI Health Index, October 20, 2026

Common questions

Where can I find an independent comparison of remote patient monitoring AI vendors?

The AI Health Index publishes one: 44 remote patient monitoring AI vendors graded on fifteen capability axes inside a population of 670, with the date of last verification on every record, no vendor payment for inclusion or placement, and no composite score, because a fall detection product and a chronic disease platform fail differently and one number would hide it. For most buyers the comparison worth running is on four axes in order: Clinical and Operational Evidence, where 5 of 44 earn an A, since outcome claims are common in this lane and published methods are not; Autonomy and Oversight Model, which records what happens between the reading and the clinician; FDA and Regulatory Status, where 4 of 44 hold a top grade and the remainder are not regulated devices at all; and EHR and Interoperability Depth, because a reading that never reaches the chart did not clinically happen.

Do remote patient monitoring vendors publish evidence that monitoring works?

Rarely at the standard the claim deserves. The AI Health Index grades 5 of 44 remote patient monitoring AI vendors at an A on Clinical and Operational Evidence, verified as of October 20, 2026. The category is dense with outcome claims, readmission reductions and detection lead times among them, and thin on published methods behind those claims, so the AI Health Index grades the existence, scale and venue of the evidence rather than re verifying each study. Two questions separate a publishable evidence base from a testimonial: whether there was a comparison arm, and whether the studied population resembles the one about to be monitored. A vendor pairing software with an embedded clinical service should also be asked which of the two the evidence is about, because a staffing model can produce an outcome the platform alone would not.

What should a health system ask about the AI inside a remote monitoring platform?

Three questions the published record mostly does not answer, which is why they belong in diligence. First, the chain: the AI Health Index records 0 top grades on Model Supply Chain Disclosure in this category, with 17 of 44 at an A or a B, so establish which parties receive telemetry and whether a third party model provider sits in the analysis path. Second, the threshold: ask who sets alert thresholds, whether they adapt per patient, and what the alert burden per monitored patient actually is, because an accurate model that alarms constantly is abandoned rather than wrong. Third, the subgroup question: the AI Health Index records 0 top grades on AI Governance and Bias Disclosure here, and sensor based monitoring is a setting where performance differences across patient populations are documented in the wider literature, so the absence of reporting is itself the finding.

How does the AI Health Index grade remote patient monitoring vendors?

On fifteen capability axes, researched from public sources, with the date of last verification published on every record. Grades run A to D and describe what an outside buyer can verify on that date rather than how good the product is, so a low grade records an absence far more often than a defect. No vendor pays for inclusion, for a grade or for placement, and the AI Health Index publishes no composite score because the axes measure different things and averaging them hides the one that would have stopped a purchase. A vendor that publishes more is regraded, and the change is logged.

Do vendors pay to appear in the AI Health Index remote monitoring & chronic care category?

No. The AI Health Index is researched from public sources, no vendor pays for inclusion, for a grade or for placement, and every record carries the date it was last verified.

Head to Head

Remote Monitoring & Chronic Care comparisons

11 published

Comparisons are published only where the index assesses two vendors as direct competitors for the same buyer. Each carries a verdict, the buyer conditions that favor each side, and a graded side by side across all fifteen capability axes.