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• AI companion device for client companionship and proactive check-ins→A state aging agency deployed an AI companion robot (ElliQ) that proactively starts conversations, runs wellness check-ins, and prompts social, physical, and mental activities to reduce isolation for older adults between aide visits, with integration into aging-services staff workflows.
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• AI-assisted remote health and fall monitoring→A PRISMA systematic review of 31 studies finds AI and machine learning applied to wearable, environmental, and movement-sensor data can detect falls, wandering, and health changes in older adults so a caregiver or supervisor can be alerted in time.
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  Peer-reviewed research

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• AI-assisted medication reminders and adherence monitoring→A systematic review of AI-enabled smart pillboxes and personalized reminder systems shows they can track whether doses are taken and flag missed doses so a caregiver can follow up, though measured adherence gains were mixed across trials.
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  Peer-reviewed research

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