Most hospitals manage fall prevention and pressure injury prevention as two separate problems, run by different teams, with different vendors, and different technology budgets — even though both are about to become mandatory CMS quality measures at the same time, and both are driven by the same underlying signal: what a patient's body is doing in the bed.
Ambient vision AI is edge-processed computer vision and sensor technology that continuously monitors a patient's movement and position, without a wearable device or pressure pad, and without video leaving the room. Because it's already watching how a patient moves and how long they stay in one position, the same monitoring data that flags fall risk can also flag pressure injury risk — turning two separate technology purchases into one.
This post covers why hospitals ended up with separate systems for these two problems, what they actually have in common clinically, and what changes when one platform covers both.
Key Takeaway: CMS is making both Hospital Harm — Falls with Injury and Hospital Harm — Pressure Injury mandatory quality measures starting with the CY2028 reporting period, which means hospitals will soon be accountable for both outcomes on the same reporting timeline. Buying one ambient vision AI platform that monitors for both, instead of running a fall prevention system and a separate turn-protocol or pressure injury system, cuts vendor count, integration work, and the number of dashboards nursing staff have to check.
Mostly for organizational, not clinical, reasons. Fall prevention programs typically report through patient safety, while pressure injury (HAPI) prevention often sits with wound care or skin integrity committees — different owners, different budgets, different vendor relationships.
That separation shaped the technology market too: most vendors built a point solution for one problem, not the other. A hospital wanting both coverage areas has historically had to buy two systems, integrate two data feeds, and train staff on two workflows.
Clinically, more than the org chart suggests. Both are driven substantially by the same variable: how much, and how often, a patient moves or is repositioned. A patient who isn't turned on schedule is at elevated pressure injury risk. A patient attempting to reposition or get up unassisted is at elevated fall risk. The underlying data — continuous movement and position monitoring — serves both use cases at once.
CMS has effectively recognized this overlap in its own reporting structure: the Hospital Harm — Falls with Injury (HH-FI) and Hospital Harm — Pressure Injury (HH-PI) electronic clinical quality measures both move from self-selected to mandatory reporting starting with the CY2028 reporting period, under the same rule. Hospitals will be accountable for both at the same time, on the same clock.
One sensor and one edge device can serve both prevention programs instead of two. Nursing staff get fall-risk alerts and turn-schedule/pressure-injury-risk prompts from the same system, instead of checking two dashboards built by two vendors.
VSTOne is built to monitor for both fall risk and pressure injury risk from the same edge AI device, in both acute care and senior living settings — a breadth most single-purpose point solutions don't offer. That matters most right now because of the CMS timeline: hospitals preparing for mandatory HH-FI and HH-PI reporting in CY2028 are better positioned with one system already capturing the relevant movement and positioning data than with two systems built for two separate measures.
Froedtert ThedaCare Health reported a 4.5x ROI from its VSTOne deployment, and Emory Healthcare reported 5.5x — both figures reflecting combined fall and skin-integrity program impact rather than a single use case in isolation.
Can one platform really monitor for both falls and pressure injuries?
Yes, when the underlying technology is built for it. Ambient vision AI that continuously tracks patient movement and position has the data needed to flag both fall risk (unassisted attempts to move or stand) and pressure injury risk (extended time in one position without repositioning). VirtuSense's VSTOne is built specifically to serve both use cases from the same edge device.
What is the CMS mandate for fall and pressure injury reporting?
CMS's Hospital Harm — Falls with Injury (HH-FI) and Hospital Harm — Pressure Injury (HH-PI) electronic clinical quality measures both move from self-selected to mandatory reporting starting with the CY2028 reporting period, under the FY2027 IPPS/LTCH PPS final rule. Hospitals currently self-selecting either measure should treat that as a preview of a requirement, not an optional pilot.
Does combining fall and pressure injury monitoring actually save money?
It reduces the direct cost of running two vendor contracts and two integrations, and it reduces the staff time spent monitoring two separate alert systems. VirtuSense customers Froedtert ThedaCare Health and Emory Healthcare reported 4.5x and 5.5x ROI respectively from VSTOne, with both fall prevention and pressure injury monitoring contributing to that return.
Does ambient vision AI work in senior living, not just hospitals?
Yes — VirtuSense's VSTOne is deployed across both acute care hospitals and senior living/skilled nursing settings, using the same underlying platform. That's a meaningful difference from point solutions built for a single care setting, since many senior living operators face the same fall and pressure injury pressures as hospitals, on tighter budgets.
Falls and pressure injuries aren't separate clinical problems with separate causes — they're two outcomes of the same underlying variable: how a patient moves and is positioned. As CMS starts holding hospitals accountable for both on the same reporting timeline, the technology stack should reflect that overlap instead of fighting it with two disconnected systems.
See how VSTOne covers both from one platform → Request a demo
Sources cited: CMS FY2027 IPPS/LTCH PPS final rule (Hospital Harm — Falls with Injury and Hospital Harm — Pressure Injury eCQMs); internal link to VirtuSense's "CMS's New Pressure Injury Rule: What Hospitals Must Do Before 2028" (Aug 24, 2026).