Ambient Intelligence for Home Care
Most preventable readmissions begin not in the clinic, but in the two to four weeks after discharge — unfolding silently, beyond reach. VitalSense closes that window.
The Invisible Window
This arc unfolds over two to four weeks — entirely at home, entirely out of sight. By the time it reaches a clinician, the patient is already on the way back.
Visit frequency. Medication compliance. Periodic function scores.
What it misses: the slow erosion of domain co-occurrence — when walking and socializing, once observed together, stop appearing in the same window. That disappearing overlap is the earliest detectable signal of deterioration. No current platform surfaces it.
What VitalSense Does
VitalSense turns every home visit into a structured clinical observation. No forms. No extra devices. The caregiver speaks; the intelligence listens.
The Engine Underneath
A Bayesian Simplicial Knowledge Graph (BSKG) models higher-order interactions between care domains — not just individual trends, but when combinations of domains shift together. Persistent homology detects structural gaps in the care picture before they become clinical crises. All computation runs on-premises. No protected health information is transmitted to the cloud.
Business Case
Quantified across the four drivers that matter most to operations and finance leadership.
| Value Driver | Mechanism | At Scale |
|---|---|---|
| Readmission Reduction | Detect 2–3 week decline before crisis; trigger coordinated intervention | Each 1% reduction in avoidable readmissions = $1M–$3M in avoided costs |
| Caregiver Documentation | Voice observations replace manual charting; SOAP notes auto-drafted | 5–15 min/visit reclaimed; direct impact on caregiver retention |
| Clinical Signal Quality | 8 functional domains, continuous across all home visits — not episodic snapshots | Richer observation data surfaces in Epic before the next clinic encounter |
| Care Coordination | Prioritized alerts when patient trajectories drift across multiple domains | Fewer surprise admissions; more planned, lower-acuity interventions |
Philosophy & Integration
The most effective clinical AI doesn't make decisions — it surfaces the right information, in the right order, to the right person. VitalSense applies that principle to home care: AI identifies who needs attention and why. The clinician decides what to do.
Local-first architecture: all inference runs on-site by default. No PHI is transmitted to external AI providers. Consistent with health systems' commitments to transparent, accountable, human-centered AI — and with regulatory guidance on de-identification and data minimization.
Structured observations and SOAP drafts write back into Epic via FHIR/Redox — enriching the record your organization already operates, not creating a parallel system that requires separate logins, separate workflows, or separate reconciliation.
VitalSense extends clinical intelligence into the home — handling wellness tracking and early detection of change in condition between visits. The result is an AI-powered layer that bridges the gap from discharge to the next clinical encounter.
See It Live
We'll show you exactly how VitalSense works — the caregiver workflow, the clinical dashboard, the Epic integration — and walk through the ROI model for your patient population.
info@vitalsense.health