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Embedded IoT Solutions

IoT in Healthcare: Applications, Examples and Challenges

Category
Embedded IoT Solutions
Read Time
8 min read
Published
October 8, 2026
Status
Published

Remote patient monitoring, continuous glucose monitors, hospital asset tracking and more. How IoT is used in healthcare, how it is paid for, the FDA cybersecurity rules for connected devices, and the challenges that decide whether it helps.

IoT in healthcare means connected devices that measure something about a patient, a piece of equipment or a care environment and send that data where it can inform care. It ranges from a glucose sensor on a patient’s arm to tags on hospital wheelchairs, and it is often called the Internet of Medical Things (IoMT).

This guide covers the main applications with real examples, how a healthcare IoT system is put together, how remote monitoring is paid for in the US, the regulation that applies to connected medical devices, and the challenges that decide whether a project helps clinicians or just adds alerts.

Applications

Applications of IoT in Healthcare

Healthcare IoT falls into three groups: devices that monitor patients, devices that run the hospital, and devices that support care at home.

ApplicationTypical devicesWhat it changes
Remote patient monitoringBlood-pressure cuffs, scales, pulse oximeters, glucometersDeterioration is spotted between appointments, not at the next visit
Continuous glucose monitoringSkin-worn sensors linked to a phone or insulin pumpReadings every few minutes instead of a few finger-pricks a day
Cardiac monitoringWearable ECG patches, implantable loop recorders, smartwatchesIrregular rhythms are captured when they happen
Medication adherenceSmart inhalers, connected pill dispensersClinicians see whether treatment is actually taken
Hospital asset trackingReal-time location tags on pumps, beds and wheelchairsLess time searching, fewer lost devices, better utilisation
Environmental monitoringFridge and freezer loggers, air quality and humidity sensorsVaccines and medicines provably kept in range
Patient safetyBed-exit sensors, fall detection, smart bedsStaff alerted before a fall rather than after
Ageing in placeAmbient motion, door and appliance sensorsChanges in routine flagged without cameras or wearables
Examples

Examples of IoT in Healthcare

Post-discharge heart failure monitoring
A connected scale reports daily weight. A rapid gain is an early sign of fluid build-up, so a nurse calls the patient and adjusts medication days before they would otherwise be readmitted.
Diabetes management
A continuous glucose monitor streams readings to a phone, alerts on highs and lows, and in automated insulin delivery systems adjusts a pump with the patient’s oversight.
Hypertension programmes
Patients take home blood-pressure readings that flow straight into the clinic’s system, giving a far truer picture than one reading in a consulting room.
Equipment locating in hospitals
Location tags on infusion pumps let staff find the nearest clean pump in seconds, and show which wards are hoarding equipment.
Vaccine cold-chain monitoring
Fridge sensors log temperature continuously and alert out of hours, so a failed fridge is caught before stock has to be discarded.
Fall detection for older adults
Wearable or radar-based sensors detect a fall and call for help automatically, including when the person cannot press a button.

Many of these build on consumer wearables, whose design challenges we cover in wearable product development. For IoT applications beyond healthcare, see our list of IoT examples.

Architecture

How a Healthcare IoT System Works

1

The device

Takes the measurement, often on a small battery, and must be accurate, safe and simple enough for a patient to use at home without training.

2

The gateway

Usually a phone app over Bluetooth, or a cellular hub for patients without smartphones. Cellular hubs remove the setup step that defeats many older patients.

3

The platform

Receives, stores and checks the data, applies thresholds and routes alerts. It must store readings that arrive late when a device was offline, a pattern covered in offline-first IoT.

4

The clinical system

Readings and alerts reach the electronic health record, typically through HL7 FHIR interfaces, so clinicians work in the system they already use rather than another portal.

Reimbursement

How Remote Patient Monitoring Is Paid For in the US

In the US, remote patient monitoring is billed with CPT codes that Medicare and many private insurers recognise. The codes are worth knowing because they shape how programmes are designed. From January 2026 two new codes made shorter monitoring periods billable.

CPT codeWhat it covers
99453Initial setup and patient education on the device
99454Device supply and data transmission for 16 or more days in 30
99445 (new in 2026)Device supply and data transmission for 2 to 15 days in 30
99457First 20 minutes of clinical management in a month
99458Each additional 20 minutes of management
99470 (new in 2026)First 10 minutes of management in a month

Before 2026, a patient who sent readings on fewer than 16 days in a month generated no device payment, which pushed programmes towards daily readings whether or not they were clinically needed. The new codes let monitoring follow clinical need more closely. Rates and rules change annually, so check the current physician fee schedule before building a business case on them.

Regulation

Regulation and Security of Connected Medical Devices

A device that diagnoses, treats or monitors a medical condition is usually a regulated medical device, and connecting it to a network brings additional obligations.

  • FDA cybersecurity requirements (US): Section 524B of the Federal Food, Drug, and Cosmetic Act applies to “cyber devices” — devices with software that can connect to the internet. Since March 2023, premarket submissions must include a plan to monitor and address vulnerabilities, evidence of secure development, and a software bill of materials (SBOM). The FDA has refused to accept incomplete submissions since October 2023, and updated its guidance in June 2025.
  • EU Medical Device Regulation: connected devices sold in Europe need conformity assessment under the MDR, including cybersecurity across the device’s lifetime.
  • Privacy: HIPAA in the US and GDPR in Europe, where health data is a special category with stricter conditions for processing.
  • Software as a medical device: an app or algorithm that interprets readings to support clinical decisions may itself be regulated, separately from the hardware.

Security cannot be added at the end of a medical project, because the SBOM and vulnerability plan are part of the submission. The engineering practices behind this are covered in IoT device security and IoT device identity.

Challenges

Challenges of IoT in Healthcare

Alert fatigue
A programme that sends every abnormal reading to a nurse soon has nurses ignoring alerts. Thresholds need clinical tuning per patient, and alerts need triage before they reach a person.
Patient adherence
Devices that need charging, pairing or daily routines lose patients quickly. Simplicity and cellular connectivity often matter more than features.
Interoperability
Data stuck in a vendor portal does not change care. Integration with the health record through standards such as HL7 FHIR is usually the hardest and most valuable part.
Data accuracy
Consumer-grade sensors, poor placement and motion all produce misleading readings. Clinical use needs validated devices and checks for implausible data.
Security and lifetime support
Hospital devices stay in service for many years. Each needs patching, monitoring and secure updates for its entire life, not just at launch.
Connectivity at home
Patients’ homes have unreliable Wi-Fi, no Wi-Fi, or a phone that is often switched off. Devices must buffer readings and send them when they can.
Building

Building a Healthcare IoT Product

1Decide the regulatory path first
Whether the product is a regulated device decides the development process, the documentation and the timeline. Changing that answer late is very expensive.
2Design for the least technical patient
No pairing, minimal charging and readable displays. Test with real patients at home, not with the engineering team.
3Build security and the SBOM from day one
Threat modelling, secure boot, encrypted communication, signed updates and a maintained software bill of materials.
4Plan the clinical workflow, not just the data
Who sees an alert, how quickly, and what they do. Without that, the data has nowhere useful to go.
5Integrate with the health record
Clinicians will not log into another portal for long. FHIR integration is what turns readings into care.
FAQ

Frequently Asked Questions

What is IoT in healthcare?
The use of connected devices that collect data about patients, equipment or care environments and send it over a network to inform care. Examples include remote patient monitoring, continuous glucose monitors and hospital asset tracking.
What is IoMT?
The Internet of Medical Things: the subset of IoT made up of medical devices and health applications, from wearable monitors to connected infusion pumps.
What are the benefits of IoT in healthcare?
Earlier detection of deterioration, care delivered at home rather than in hospital, better data on whether treatment is followed, less time spent searching for equipment, and proof that medicines were stored correctly.
What are the risks of IoT in healthcare?
Cybersecurity vulnerabilities, privacy breaches, inaccurate readings, alert fatigue among staff and devices that are not supported for their full service life.
Is remote patient monitoring covered by insurance?
In the US, Medicare and many private insurers reimburse remote patient monitoring through CPT codes such as 99453, 99454, 99457 and 99458, plus the codes 99445 and 99470 added in 2026 for shorter monitoring and management periods.
What does the FDA require for connected medical devices?
Under Section 524B, premarket submissions for cyber devices must include a vulnerability monitoring plan, evidence of secure design and a software bill of materials. The FDA updated its cybersecurity guidance in June 2025.
Wrapping Up

Conclusion

IoT in healthcare works when a reading reliably reaches the right clinician in time to change what happens next. The devices are the visible part; the clinical workflow, the integration with the health record, the regulation and the years of security support are what decide whether a programme succeeds.

Medical-grade connected devices combine embedded engineering, secure connectivity and regulated software. Our embedded IoT solutions team builds connected devices with security and lifetime support designed in from the start.

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