AI-enabled Patient Monitoring and Care with Human-in-the-Loop Services
Challenge
A pioneering healthtech company set out to build an in-home, 24/7 virtual care agent powered by audio and video AI to address staff shortages and improve resident safety. Existing monitoring systems produced too many false alarms, lacked real-time accuracy, and left critical incidents undetected — all while increasing caregiver fatigue.
Solution
Cogito Tech deployed a team of trained healthcare data specialists to validate alerts in real-time and reduce false positives. By combining human-in-the-loop monitoring with privacy-compliant audio and video data, we delivered continuous coverage, accurate anomaly detection, and trustworthy alerts that caregivers could act on without being overwhelmed.
Outcome
Our video and audio patient monitoring solutions ensured round-the-clock monitoring, reducing false alarms, accelerating emergency responses, and improving staff efficiency, creating a safer and more dignified environment for senior care.
Background
With the senior care industry under pressure from staff shortages, rising healthcare costs, and increasingly complex care needs, a leading healthtech company aimed to integrate care planning, resident safety, staff efficiency, and emergency response into one seamless platform. The client wanted to go beyond traditional, often disparate care and operational management solutions by combining the needs of care teams, residents, and their families.
The plan was to build a platform using audio and video inputs on top of an AI model that would enable continuous, real-time monitoring of residents’ well-being and detection of falls, abnormal movements, and vocal distress, leading to proactive care and timely emergency response.
The Challenge
The core challenge lay in the gap between the urgent needs of elderly care facilities and the limitations of existing systems. It is followed by other associated hurdles:
- Care homes already faced staff shortages, often leading to delayed responses to critical incidents.
- Existing patient monitoring systems are based on a traditional approach that lacks the accuracy to detect subtle but urgent anomalies, making timely interventions difficult.
- These had to capture variations in movement and vocal patterns to train a model strong enough for real-world use.
Our Objectives
Addressing these hurdles was essential to delivering a reliable and safe ecosystem for senior care.
- Delivering timely interventions – ensuring only accurate, actionable alerts reach caregivers for faster response.
- Minimizing false alarms – Validating real-time audio and video alerts for abnormal sounds, movements, or behaviors before escalation.
- Reducing caregiver fatigue – preventing staff from being overwhelmed by inaccurate or redundant alerts.
- Ensuring privacy and compliance – handling sensitive resident data within strict regulatory frameworks.
The Solution We Offered
Video and audio-based AI solutions have the potential to bridge this gap, but only when trained on high-quality, human-validated datasets that ensure real-time accuracy and clinical trust. Let’s check out the solutions offered by Cogito Tech:-
- 24×7 Coverage – Delivered continuous real-time patient monitoring care that augments the shortage of human resources in elder care facilities.
- Rich Training Data – We provided the model with context-specific and high-quality datasets for accurate learning.
- Continuous Validation – Our team offered quality through iterative feedback loops and expert oversight.
- Accelerated Training – It helped the client speed up development and minimize false positives.
What Cogito Tech Delivered?
Over multi-year engagements, Cogito Tech has safeguarded nearly 10,000 patients via video-based monitoring, ensuring round-the-clock protection in elderly care facilities.
We have managed ~1,900 daily audio timelines, allowing accurate detection of distress cues and alarming sounds. Through proactive anomaly detection, our team helped the client create a safer, more dignified environment for elderly residents.
Are you building an AI system for patient care? Contact us today to create safer, smarter, and more reliable care solutions.