Compliance · Documentation · Care Forensics
The liability in skilled nursing
isn't poor care. It's missing documentation.
A disposable wearable sensor logs every repositioning, turning, and care event directly into the EHR — automatically, without manual charting. No documentation gaps. No F-tag exposure.
$3,000
annual documentation leakage per SNF bed
$240
Guardian Agents cost per bed per year
>$1B
nuclear verdicts exist for a single fall/negligence case
14,742
CMS-certified SNFs — 27% with serious deficiencies
The data flow
Sensor sticker
→
Position inference
→
Care event logged
→
Audit trail
→
EHR write-back
A research initiative in physical AI and post-acute care operations. Built by a physicist with background in sensing, signal processing, and ML — focused on the documentation infrastructure gap in skilled nursing. Site in development. Connect on LinkedIn ↗