LogicMark Integrates AI and Multiple Data Streams to Enable Predictive Caregiving

December 17th, 2025 5:00 PM
By: Newsworthy Staff

LogicMark Inc. has launched AI-powered tools that combine falls, movement, and medication adherence data to help caregivers identify early signs of health decline in seniors living independently.

LogicMark Integrates AI and Multiple Data Streams to Enable Predictive Caregiving

LogicMark Inc. (NASDAQ: LGMK) is integrating multiple data sets, including falls, emergency calls, daily steps, active time, and medication adherence, to provide caregivers with a complete picture of an individual to identify risks earlier and intervene more effectively. The company aims to support seniors in maintaining independence longer through this data-centric approach, which is largely unheard of outside institutional settings. By applying AI-processing to these combined data sets, the technology becomes predictive, monitoring for slight changes in behavior or patterns that could signal a problem requiring preventive action.

Activity metrics and medication adherence data analyzed over time can reveal acute changes that warrant attention. For instance, a senior who begins taking a daily cholesterol pill 45 minutes later than usual while their average daily steps decline from 10,000 to 2,000 over a month may be developing a mobility issue. Similarly, a person who starts missing occasional medication doses while their active time outside the home decreases could be showing early signs of cognitive decline. These issues might go unnoticed if only one data stream were monitored. LogicMark's system is designed to detect such correlations by bringing diverse data together.

These capabilities are enabled by LogicMark's hardware, software, and proprietary AI algorithms. The company's Freedom Alert Max personal emergency response system collects real-time data, offering 24/7 monitoring with features like fall detection, geofencing, GPS tracking, two-way communication, and now integrated medication management and activity metrics. This marks the first time medication reminders have been built directly into a medical alert device, eliminating the need for separate smartphone apps. Caregivers can input medication details via the Care Village app, and the wearer receives notifications on the device to confirm doses or request later reminders.

If a user fails to respond to a medication reminder, the system logs this information, which is then processed by AI algorithms to recognize patterns that might lead to falls or emergencies. This data also helps establish a baseline wellness profile through LogicMark's patent-pending Care Village Digital Twin technology, which creates a virtual mirror image of the user. The digital twin analyzes data to predict future outcomes, allowing caregivers to take proactive steps rather than reacting after incidents occur. By merging medication reminders and activity metrics into its devices and sharing data through its Care Village Digital app, LogicMark provides tools that can spot potential issues long before they escalate, offering seniors greater confidence to live independently.

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