February 17, 2026

ONE Device = ALL Health Checks?

By Jagadesh Pamanji, AI Research Analyst 

Imagine a small, easy-to-wear sensor you use at home that measures blood pressure, heart rhythm, oxygen levels, temperature and—where appropriate—glucose trends, then sends that data securely to your care team. That’s the promise vendors and researchers are chasing: simpler at-home monitoring for people with chronic conditions, and cleaner workflows for their physicians. 

I dug into regulatory guidance, peer-reviewed studies and recent device actions so nothing below is an opinion floating in the breeze — it’s grounded in public sources. Here’s what’s provable today, what’s coming, and what patients and clinicians should watch for. 

Market and regulatory trends show convergence: better sensors, more validated algorithms, and clearer reimbursement pathways are expanding what a single device can plausibly monitor. Companies that make specialized clinical devices (for example, CGM leaders and multiparameter RPM vendors) are expanding functionality and market reach — but the medical community still treats many measurements as distinct clinical modalities with their own validation needs. 

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