Sensing the Rhythm of Everyday Life

AI-Powered Daily Rhythm Recognition

Empowering elderly care with intelligent systems that monitor, learn, and adapt to daily behavioral rhythms, enabling proactive and personalized support at home.

About Rhythma

Rhythma combines smart wearables and object sensors with advanced AI to continuously monitor complex daily activities. Our system empowers caregivers, supports independent living, and enables proactive health interventions for elderly individuals—especially those living with MCI and dementia.

Cutting-Edge Technology

We use Federated, Transfer, and Active Learning to train personalized HAR models directly on-device, ensuring data privacy and adaptive accuracy. With Rhythma’s automatic annotation engine, we reduce human labeling time while enhancing insight precision.

How It Works

1. Set Up Devices

Place smart tags on daily objects and provide users with a smartwatch. No cameras needed—everything is privacy-respecting.

2. Daily Routine Detection

Rhythma observes interactions between users and objects, learning routines such as eating, dressing, and preparing coffee.

3. Automatic Learning

The system automatically annotates and learns from behavior using real-time AI to build personalized activity models.

4. Insight & Alerts

Caregivers and clinicians receive summaries, changes in patterns, and early alerts for behavioral or functional decline.

Application Scenarios

💼 Home-Based Elderly Care

Ideal for seniors living independently. Rhythma monitors daily habits and notifies caregivers of unusual activity patterns, promoting safety and independence.

🏥 Memory Clinics and Day Centers

Used in clinical settings to assess cognitive decline through real-world behavioral data—enhancing diagnosis and intervention planning.

🏠 Assisted Living and Nursing Homes

Supports caregivers by automating ADL tracking and enabling tailored interventions, freeing time for more personal interaction.

🔬 Research Studies & Trials

Perfect for longitudinal research on cognitive and behavioral health, with scalable, privacy-preserving data collection and analytics tools.

Who Can Benefit from Rhythma?

🏡 Municipal Health Services

Enable early detection and optimize resource allocation in home care services for elderly populations, especially those with MCI and dementia.

🏥 Hospitals & Clinics

Integrate Rhythma into clinical workflows to enhance patient monitoring, decision-making, and post-discharge follow-up.

👩‍⚕️ Caregiver Organizations

Offer family caregivers and professionals a reliable system to track health patterns, reduce stress, and ensure safety.

🏢 Tech & Wellness Companies

Partner with us to co-develop smart aging solutions and expand your portfolio of digital health offerings.

What Our Partners Say

🏡 Municipal Health Services: “Rhythma empowers our home care teams with timely insights, helping us intervene earlier and allocate resources more effectively.”

🏥 Hospitals & Clinics: “We’ve seen Rhythma improve our ability to monitor patients after discharge, reducing readmission rates and supporting continuous care.”

👩‍⚕️ Caregiver Organizations: “Rhythma gives peace of mind to caregivers, enabling them to support loved ones without being physically present all the time.”

🏢 Tech & Wellness Companies: “Partnering with Rhythma has expanded our digital health offerings and introduced truly proactive well-being monitoring.”

Real-World Use Cases

🔔 Early Dementia Detection

Rhythma detected changes in routine cooking behavior in an elderly man, prompting a timely clinical referral. A diagnosis of early-stage Alzheimer’s allowed for early support and family planning.

👵 Supporting Independent Living

An older woman living alone in assisted housing used Rhythma to monitor her daily patterns. Alerts about missed morning hygiene helped her care team adjust support schedules accordingly.

🏥 Post-Hospital Recovery

Following discharge after hip surgery, Rhythma tracked mobility-related activities. The data enabled clinicians to personalize the rehab plan based on activity levels and progression.

📊 Clinical Research Insights

In a research study involving participants with MCI, Rhythma provided high-resolution behavioral data, improving the sensitivity of intervention outcome measurements.

What We Offer

📦 Rhythma Starter Kit

Includes a smartwatch, smart object tags, and an onboarding guide. Ideal for small-scale deployments or trials at home and clinics.

🧠 Rhythma Intelligence Suite

Cloud-based dashboards, behavior analytics, and pattern detection tools for care providers and clinicians.

📊 Data & Integration APIs

Access real-time and historical data with customizable APIs for integration into EMRs or digital care platforms.

🛠️ Custom Deployment Services

Tailored support for large institutions, including setup, training, system customization, and ongoing maintenance.

⌚ Cross-Platform HAR Models

Deploy Rhythma’s HAR models on Wear OS, Apple Watch, Garmin, and Android-based smartwatches. Our platform-agnostic AI ensures flexible, scalable integration into any wearable ecosystem.

Rhythma Dashboard Demo

Explore how caregivers and clinicians can use the Rhythma dashboard to monitor activities, track trends, and receive insights in real-time.

Contact Us

Want to bring Rhythma to your care facility or home? Get in touch for partnership or pilot opportunities.

Email: info@rhythma.ai