Skip to main content

Envisioning is an emerging technology research institute and advisory.

LinkedInInstagramGitHub

2011 — 2026

research
  • Reports
  • Newsletter
  • Methodology
  • Origins
  • Vocab
services
  • Research Sessions
  • Signals Workspace
  • Bespoke Projects
  • Use Cases
  • Signal Scanfree
  • Readinessfree
impact
  • ANBIMAFuture of Brazilian Capital Markets
  • IEEECharting the Energy Transition
  • Horizon 2045Future of Human and Planetary Security
  • WKOTechnology Scanning for Austria
audiences
  • Innovation
  • Strategy
  • Consultants
  • Foresight
  • Associations
  • Governments
resources
  • Pricing
  • Partners
  • How We Work
  • Data Visualization
  • Multi-Model Method
  • FAQ
  • Security & Privacy
about
  • Manifesto
  • Community
  • Events
  • Support
  • Contact
  • Login
ResearchServicesPricingPartnersAbout
ResearchServicesPricingPartnersAbout
  1. Home
  2. Research
  3. Horizons
  4. Continuous Health Sensing

Continuous Health Sensing

Real-time physiological monitoring through wearables, implants, and ambient sensors
Back to HorizonsView interactive version

Continuous health sensing creates comprehensive, real-time monitoring of an individual's health through networks of wearable devices (smartwatches, fitness trackers, patches), implantable sensors, and ambient monitoring systems (smart home devices, cameras, environmental sensors). These systems collect diverse data including vital signs, activity levels, sleep patterns, environmental exposures, and behavioral indicators, creating a continuous stream of health information rather than the snapshot provided by periodic medical visits. AI and analytics process this data to detect patterns, identify anomalies, predict health issues, and provide personalized health insights.

The technology enables a shift from reactive to proactive healthcare, where health issues are detected early and interventions can prevent problems from developing. Continuous monitoring can identify subtle changes that indicate developing conditions, track treatment effectiveness in real-time, and provide data for personalized medicine approaches. Applications include chronic disease management, early disease detection, medication adherence monitoring, research on health patterns, and wellness optimization. Companies like Apple, Fitbit, and various health technology firms are developing continuous health sensing systems.

At TRL 7, continuous health sensing is commercially available through various wearable and monitoring devices, though integration and clinical validation continue to evolve. The technology faces challenges including ensuring accuracy and reliability of sensors, managing and interpreting vast amounts of data, ensuring privacy and security of health data, integrating with healthcare systems, and demonstrating clinical value. However, as sensors improve and AI analytics become more sophisticated, continuous health sensing becomes increasingly valuable. The technology could transform healthcare by enabling early detection of health issues, personalized treatment based on continuous data, and proactive health management, potentially improving health outcomes while reducing healthcare costs, though it also raises questions about data privacy, health anxiety, and the role of continuous monitoring in daily life.

TRL
7/9Operational
Impact
4/5
Investment
5/5
Category
Hardware

Related Organizations

Abbott logo
Abbott

United States · Company

98%

Creator of the FreeStyle Libre system, a leading continuous glucose monitoring platform.

Developer
Dexcom logo
Dexcom

United States · Company

98%

Leader in Continuous Glucose Monitoring (CGM) systems for diabetes management.

Developer
BioIntelliSense logo
BioIntelliSense

United States · Company

95%

Creates medical-grade wearable devices (BioSticker, BioButton) for continuous remote patient monitoring.

Developer
Oura logo
Oura

Finland · Company

95%

Maker of the Oura Ring, a smart ring that tracks sleep, readiness, and stress.

Developer
Empatica logo
Empatica

United States · Company

90%

Develops medical-grade wearables (Embrace) monitoring EDA and physiological signals.

Developer
Withings logo
Withings

France · Company

88%

Consumer electronics company creating smartwatches (ScanWatch) capable of continuous AFib and SpO2 detection.

Developer
Sibel Health logo
Sibel Health

United States · Startup

85%

Spun out of Northwestern University, developing soft, flexible sensors for ICU-grade monitoring in the home.

Developer
Vivalnk logo
Vivalnk

United States · Company

85%

Provider of wearable sensors and a medical data platform for decentralized clinical trials and patient monitoring.

Developer
Movano Health logo
Movano Health

United States · Company

80%

Health technology company developing the Evie Ring.

Developer

Supporting Evidence

Evidence data is not available for this technology yet.

Connections

Hardware
Hardware
Wi-fi Sensing

Detecting motion, occupancy, and environmental changes through existing Wi-Fi signal analysis

TRL
5/9
Impact
3/5
Investment
5/5
Software
Software
Autonomous Sustainability Monitoring

AI-powered sensor networks that track environmental metrics across cities in real time

TRL
6/9
Impact
3/5
Investment
5/5

Book a research session

Bring this signal into a focused decision sprint with analyst-led framing and synthesis.
Research Sessions